# Quantum Proxies — Full Content

> Official QuantumProxies website. Residential, ISP & Datacenter proxies with 90M+ IPs in 200+ countries.

# Quantum Proxies – Residential & Datacenter Proxies | 90M+ IPs, 200+ Countries

Premium residential proxies, datacenter proxies, ISP & mobile proxies. 90M+ IPs, 200+ countries, 99.9% uptime. Web scraping, sneaker bots, proxy for Instagram. From $0.80/GB. Free trial.

## Quantum Proxies: Residential Proxies Pay-As-You-Go from $0.80/GB

90M+ IPs | 200+ Countries | 99.9% Uptime

Get premium residential, datacenter & ISP proxies with 90M+ IPs, 99.9% uptime, and 200+ countries. Perfect for web scraping, scraping proxy, proxy for scraping, data scraping, price scraping, sneaker bots, proxy for Instagram, mobile proxy for TikTok, and business automation.

## Proxy Solutions For Every Need

Choose the right proxy type for your specific use case. All our solutions come with 24/7 support and flexible scaling options.

### [Residential Premium](https://quantumproxies.io/residential-proxies)

Real IPs from authentic residential devices, perfect for use cases requiring high success rates and natural browsing patterns.

### [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)

High-speed proxies from premium datacenters, ideal for use cases demanding performance and reliability at scale.

### [ISP Proxies](https://quantumproxies.io/isp-proxies)

Trusted IPs with datacenter speeds, ideal for social media management and botting that requires high-quality connections.

### [Mobile Proxies](https://quantumproxies.io/mobile-proxies)

Authentic 3G/4G/5G mobile IP addresses from real carrier networks worldwide for mobile-specific use cases.

### [IPv6 Proxies](https://quantumproxies.io/ipv6-proxies)

Affordable proxies with a massive IP pool for large-scale tasks and web scraping operations requiring multiple connections.

## Key Features

Discover what makes Quantum Proxies the preferred choice for businesses and developers worldwide

### Global Coverage

Access data from over 200 countries with our extensive global network of IPs.

### Ethical Sourcing

All our proxies are ethically sourced with proper consent and compensation.

### Advanced Rotation

Automatic IP rotation with customizable intervals for uninterrupted access.

### 24/7 Uptime

Our infrastructure is built for reliability with 99.9% uptime guarantee.

### API Integration

Seamless integration with your existing systems via our comprehensive API.

### Custom Solutions

Tailored proxy solutions designed to meet your specific business requirements.

## Why Choose Quantum Proxies?

Trusted by over 50,000 developers, businesses, and data professionals worldwide. Here's what sets us apart from the competition and makes Quantum Proxies the #1 choice for mission-critical proxy infrastructure.

### Industry-Leading Reliability

Our proxy network boasts an impressive 99.9% uptime guarantee, ensuring your operations never skip a beat. With redundant infrastructure across multiple data centers worldwide, we provide the stability your business demands for critical web scraping, automation, and data collection tasks.

### Global Coverage & Scale

Access over 80 million residential, datacenter, and ISP proxies spanning 200+ countries and thousands of cities. Our extensive network provides unmatched geographic diversity, allowing you to target specific regions, bypass geo-restrictions, and collect localized data with precision.

### Blazing-Fast Performance

Experience lightning-fast connection speeds with average response times under 0.5 seconds. Our optimized routing algorithms and premium bandwidth ensure your web scraping projects, sneaker bots, and automation tools operate at peak efficiency, saving you time and maximizing productivity.

### Enterprise-Grade Security

Your data security is our top priority. We employ military-grade encryption, strict no-logs policies, and advanced authentication mechanisms to protect your sensitive information. Our proxies are regularly audited and comply with international data protection standards including GDPR and CCPA.

### 24/7 Expert Support

Never feel alone with our round-the-clock customer support team. Our proxy specialists are available via live chat, email, and ticketing system to assist with setup, troubleshooting, and optimization. We typically respond within 5 minutes and resolve issues in under 30 minutes.

### Transparent Pricing & Flexibility

No hidden fees, no surprise charges. Our straightforward pricing model scales with your needs, from individual developers to enterprise teams. Pay only for what you use with flexible bandwidth plans, volume discounts, and custom solutions for high-demand applications.

## Industry Applications

Our proxy solutions power a variety of business use cases across multiple industries

### Web Scraping & Data Collection

Scraping proxy, proxy for scraping, data scraping, and specialized proxy solutions for any scraping use case

### Proxy for Apps & Social Media

Residential and mobile proxies for Instagram, TikTok, and 30+ apps

### Data Intelligence

Gather market insights and competitive intelligence without restrictions.

### Brand Protection

Monitor and protect your brand against counterfeit goods and misuse.

### Market Research

Access localized content from anywhere for comprehensive market research.

### Digital Marketing

Verify ad placements and analyze competitor strategies worldwide.

## Location Targeting

QuantumProxies allows developers to target specific countries, regions, states, or cities. This enables precise web data collection and geo-targeted automation.

### Country targeting

Select any country for your proxy exit location. Ideal for geo-restricted content and regional testing.

### State targeting

Narrow down to specific states or regions within a country for more precise geo-targeting.

### City targeting

Target individual cities for the most accurate local IP targeting and data collection.

## API & Developer Tools

Integrate our proxies into your applications with our REST API. Full documentation, interactive playground, and API keys from your dashboard. Get started in minutes.

## Frequently Asked Questions

### What is Quantum Proxies?

Quantum Proxies is a premium proxy service provider offering residential premium proxies, datacenter proxies, ISP proxies, mobile proxies, and IPv6 proxies. We provide 80 million+ unique IP addresses across 200+ countries for web scraping, ad verification, sneaker bots, brand protection, and automation. Pricing starts from $0.80/GB for residential premium proxies.

### What are residential premium proxies?

Residential proxies are IP addresses from real home internet connections. Quantum Proxies offers residential premium proxies with city, state, and country-level targeting, rotating and sticky sessions, and 90M+ IPs across 200+ countries. Use cases include web scraping, ad verification, price monitoring, and SEO testing.

### How much do Quantum Proxies cost?

Quantum Proxies residential premium proxies start from $0.80/GB with the Residential Basic plan. We also offer datacenter, ISP, mobile, and IPv6 proxies. Free trial available at app.quantumproxies.io.

Ready to Revolutionize Your Data Access? Start your 14-day free trial today. No credit card required.

## About Quantum Proxies

Quantum Proxies (quantumproxies.io) has run its proxy network since 2020 and today serves 90M+ residential IPs in 200+ countries, plus datacenter, ISP, mobile and IPv6 pools, a SERP and scraping API and a free MCP server for AI agents. Read customer reviews on [Trustpilot](https://www.trustpilot.com/review/quantumproxies.io), browse our open-source SDKs and MCP server on [GitHub](https://github.com/quantumproxies), or talk to us on [Telegram](https://t.me/quantumproxies) and [Discord](https://discord.gg/fX7K4DgXrD). More on the [About](https://quantumproxies.io/about) page.


---

# Buy Residential Proxies – 90M+ Real IPs | QuantumProxies.io

Rotating residential proxies from a pool of 90M+ real IPs in 200+ countries. City-level geo-targeting, sticky sessions and a free trial from $2.50/GB.

## Buy Residential Proxies

Residential proxies are IP addresses assigned by internet service providers to real household devices, which makes your traffic look like a normal home visitor instead of a bot. Our network gives you 90M+ real residential IPs in 200+ countries with rotating or sticky sessions, city-level targeting and pay-per-GB pricing from $2.50/GB.

## What are Residential Premium Proxies?

Residential proxies are IP addresses allocated by ISPs to homeowners, giving users the appearance of genuine online activity. These proxies are essential for bypassing location-based restrictions and ensuring secure browsing. By using residential premium proxies, users can perform web scraping more efficiently without being detected or blocked.

### Definition and Functionality

Residential proxies function by routing your internet traffic through an IP address provided by an ISP. This makes your online activity appear as if it's originating from a real residential location, providing higher trust levels compared to data center proxies.

### How Residential Premium Proxies Work

These proxies work by connecting to a server that reroutes your requests through residential IP addresses. This process helps in masking your actual IP, making it ideal for applications requiring a high level of anonymity and reliability.

## Benefits of Using Residential Premium Proxies

Residential proxies offer unmatched anonymity and access to geo-restricted content. They provide a layer of security that is difficult to achieve with other types of proxies, making them a preferred choice for businesses and individuals seeking a reliable online presence.

### Anonymity and Security

By using residential premium proxies, your internet activities are less likely to be flagged or blocked. These proxies ensure that your actions appear legitimate, reducing the risk of detection and enhancing security.

### Access to Geo-Blocked Content

Residential proxies allow users to bypass geographical restrictions by simulating a local presence. This capability is invaluable for accessing content exclusive to certain regions, such as streaming services or localized websites.

## Types of Residential Premium Proxies

There are two main types of residential premium proxies: rotating and static. Each offers unique advantages depending on your specific needs, whether for continuous IP changes or maintaining a consistent online identity.

### Rotating Residential Premium Proxies

Rotating residential premium proxies automatically change the IP address at set intervals. This feature is particularly useful for large-scale web scraping tasks, as it minimizes the risk of IP bans.

### Static Residential Premium Proxies

Static residential premium proxies maintain the same IP address over time, providing a stable connection. They are ideal for applications requiring a consistent IP, such as accessing certain online services.

## Use Cases for Residential Premium Proxies

Residential proxies are versatile tools used across various industries. They are essential for activities like web scraping and ad verification, where anonymity and reliability are crucial.

### Web Scraping

Residential proxies are critical for web scraping, allowing users to collect data without facing IP bans. Their legitimate appearance helps in scraping data from websites that implement strict anti-bot measures.

### Ad Verification

In ad verification, residential premium proxies ensure that ads are displayed correctly across different regions. They help advertisers verify that their ads are being shown in the right locations and to the right audiences.

## Choosing the Right Residential Proxy Provider

Selecting a reliable residential proxy provider can greatly impact your online operations. Consider factors like pricing, availability of trials, and provider reputation to make an informed decision.

### Factors to Consider

When choosing a residential proxy provider, assess their IP pool size, geographic coverage, and customer support. A diverse IP pool and excellent support can enhance your experience significantly.

### Pricing and Trials

Compare pricing plans and take advantage of free trials to evaluate the service quality. A provider offering competitive pricing and a free trial period is often more trustworthy.

## Residential vs ISP vs Datacenter Proxies: Which Should You Choose?

Choose residential proxies when the target is protected and you need maximum trust with wide geo coverage: web scraping at scale, ad verification, price intelligence and localized testing. Choose ISP proxies (static residential) when you need the same trusted, ISP-registered address to stay yours for weeks — account management, marketplace sellers, long-lived logins. Choose datacenter proxies when raw speed and the lowest cost per gigabyte matter more than stealth, on targets with light protection. If you are unsure, start residential: it works on virtually every target, and you can always move volume workloads to datacenter IPs once you know the target tolerates them.

## How Much Do Residential Proxies Cost?

Our premium residential proxies are pay-per-GB with a flat rate from $2.50/GB — no seat fees, no monthly minimums, and bandwidth is valid for 90 days (30 on the smallest plans, 360 on the 500 GB and 1 TB). If your workload is light and price is the priority, the Residential Basic tier runs on the same 90M+ IP pool from $0.80/GB with rotating and sticky sessions included. Both tiers support HTTP, HTTPS and SOCKS5, authenticate by username:password or IP whitelist, and are managed from the same dashboard and REST API, so you can switch tiers without changing your integration.

## Everything you need to blend in anywhere

### Country, state, city & ISP targeting — free

Choose your exit location down to city and carrier level, straight from the proxy username. Every plan includes full geo-targeting with no per-location surcharge.

- 200+ countries and territories
- State, city and ISP-level precision
- No extra cost for any location

### Rotating or sticky — you decide, per request

Get a fresh IP on every request, or keep the same residential IP for longer flows with sticky sessions. Rotation and session lifetime are set in the username — no dashboard round-trips.

- Per-request rotation
- Sticky sessions up to 120 minutes
- Unlimited concurrent sessions

### Real household IPs, continuously screened

Every IP comes from a real ISP-assigned home connection. The pool is monitored around the clock and flagged ranges are removed, so success rates stay stable as you scale.

- 90M+ real ISP-assigned IPs
- Continuous pool health screening
- 99.9% uptime SLA

### HTTP, HTTPS & SOCKS5 with flexible auth

Connect over HTTP(S) or SOCKS5 from any language, framework or antidetect browser. Authenticate with username:password, or whitelist your server IPs for credential-free access.

- HTTP / HTTPS / SOCKS5
- User:pass or IP whitelist auth
- Works with every major tool

## Compare residential proxy pricing

Same job, very different bills. Public entry prices for rotating residential proxies, taken from each provider's own pricing page:

| Provider | Smallest plan | Price per GB | At 100 GB | IP pool |
| --- | --- | --- | --- | --- |
| QuantumProxies (Residential Basic from $0.80/GB) | 1 GB · $4 | $4.00 | $2.50 | 90M+ |
| Oxylabs | 5 GB · $30 | $6.00 | $4.00 | 175M+ |
| Decodo | 3 GB · $11.25 | $3.75 | $2.75 | 115M+ |
| IPRoyal | 1 GB · $7 | $7.00 | $4.90 | 64M+ |

Public list prices from each provider’s own pricing page, July 2026, excluding limited-time promo codes. Where a provider publishes no 100 GB tier we show its nearest one: Oxylabs 125 GB ($500), IPRoyal 50 GB. IPRoyal also advertises $1.75/GB on custom bulk packages.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## What Are Residential Premium Proxies?

IP addresses assigned by Internet Service Providers (ISPs) to real homeowners, making them appear as legitimate users.

### Pros

- High anonymity; hard to detect by anti-bot systems
- Access geo-blocked content (e.g., streaming, local pricing)
- Diverse IP pool covering all major global locations

### Cons

- Slower speeds compared to datacenter proxies
- More expensive due to legitimate IP sources
- Variable performance based on end-user connections

## Use Cases

### Web Scraping

Collect data without triggering anti-bot systems by appearing as regular users from diverse locations.

### Ad Verification

Check geo-restricted advertising campaigns by accessing them from authentic residential IPs.

### Sneaker Copping

Purchase limited-edition items without being flagged as a bot by using real residential IPs.

### Brand Protection

Monitor and protect your brand against counterfeit goods by accessing sites from different locations.

### SEO Monitoring

Check your website rankings from different locations to optimize your SEO strategy.

### Price Comparison

Access pricing information from different regions to identify dynamic pricing strategies.

## Technical Specifications

|  |  |
| --- | --- |
| Protocols | HTTP / HTTPS / SOCKS5 |
| Authentication | Username:Password or IP Whitelist |
| IP Pool Size | 90M+ residential IPs worldwide |
| Geo-Targeting | Country, State, City, ZIP / ASN level |
| Session Types | Rotating (per-request) or Sticky (up to 120 min) |
| Concurrent Sessions | Unlimited |
| Bandwidth | Pay-per-GB — no speed throttling |
| Response Format | Raw HTTP responses — no header injection |
| Proxy Format | host:port:username:password |
| API Access | Full REST API for proxy management |
| Dashboard | Real-time usage stats, IP rotation controls |
| Uptime | 99.9% guaranteed uptime SLA |

## More residential proxy options

- [Best US Residential Proxies 2026](https://quantumproxies.io/best/us-residential-proxies) — 11 US residential proxy providers compared by entry price, volume price per GB, free trial and state/city targeting. Prices re-verified 8 September 2026.
- [Free Trial Proxies](https://quantumproxies.io/free-trial-proxies) — Free trial proxies: 100 MB of real residential IPs for 5 days, no credit card, nothing to cancel. Unlock by SMS and test rotating or sticky sessions.
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies) — Pay as you go proxies, no subscription: residential from $0.80/GB, mobile from $5/GB, datacenter from $0.50/GB. Wallet top-ups from $5 never expire.
- [Ad Verification Proxies](https://quantumproxies.io/proxies-for/ad-verification) — Verify ads as local users see them: residential IPs with city targeting in 200+ countries from $0.80/GB, mobile carrier IPs for in-app ads, rotating or sticky.
- [Proxies for AI Agents](https://quantumproxies.io/proxies-for/ai-agents) — Proxies for AI agents: rotating and sticky residential IPs in 200+ countries for browser agents, LLM scrapers and MCP tools. From $0.80/GB, MCP server built in.
- [Amazon Proxies](https://quantumproxies.io/proxies-for/amazon) — Amazon proxies: rotating residential IPs from $0.80/GB with country targeting for price, Buy Box, product and review data, plus ISP IPs for seller tools.
- [Antidetect Browser Proxies](https://quantumproxies.io/proxies-for/antidetect-browsers) — One residential, mobile or ISP proxy per profile in AdsPower, Multilogin, GoLogin, Dolphin Anty. Bulk host:port:user:pass lines, sticky sessions, HTTP/SOCKS5.
- [LinkedIn Proxies](https://quantumproxies.io/proxies-for/linkedin) — LinkedIn proxies for public profile, company and job data, recruiting research and your own account tools: residential from $0.80/GB, ISP IPs from $2.50/month.
- [Multi-Account Proxies](https://quantumproxies.io/proxies-for/multi-accounting) — One dedicated IP per account you manage: ISP IPs from $2.50/month, residential sticky sessions from $0.80/GB, mobile carrier IPs. 200+ countries, HTTP/SOCKS5.
- [Price Monitoring Proxies](https://quantumproxies.io/proxies-for/price-monitoring) — Proxies for price monitoring: rotating residential from $0.80/GB, city targeting in 200+ countries, datacenter from $0.50/GB, sticky sessions for cart prices.
- [SEO Proxies](https://quantumproxies.io/proxies-for/seo-rank-tracking) — SEO proxies: rotating residential IPs with city targeting in 200+ countries for rank tracking and SERP scraping from $0.80/GB, plus a SERP API returning JSON.
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping) — Proxies for web scraping: rotating residential from $0.80/GB, datacenter from $0.50/GB, ISP IPs for logged-in sessions. 200+ countries, pay as you go.
- [YouTube Proxies](https://quantumproxies.io/proxies-for/youtube) — YouTube proxies for public video, channel and comment data, availability and ad checks by country, and managing your own channels. Residential from $0.80/GB.
- [USA Residential Proxies](https://quantumproxies.io/residential-proxies/usa) — USA residential proxies from $0.80/GB: rotating or sticky American IPs, targeting by state, city and ASN in the username, HTTP/HTTPS/SOCKS5, free 100 MB trial.

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### What are residential proxies?

Residential proxies (also called residential proxy) are IP addresses assigned by ISPs to real homeowners. They give you a legitimate online identity—proxies residential and proxy residential from 90M+ IPs. What is a residential proxy? It's an IP from a real home, ideal for web scraping, ad verification, and bypassing geo-blocks. UK residential proxies, US residential proxy, Canadian residential proxies available.

### How do residential proxies work?

Residential proxies work by routing your traffic through real residential IPs. Your requests appear to come from a home connection—rotating residential proxies change IPs per request; static residential proxy keeps the same IP. Best for: buy residential proxies for scraping, residential proxy services, backconnect residential proxies. How to use residential proxies: connect via our API or dashboard.

### What are residential premium proxies?

Residential premium proxies are our high-quality residential proxies—90M+ IPs, 200+ countries. Cheap residential proxy, cheapest residential proxies, buy residential proxy. Residential rotating proxies, static residential proxy, backconnect residential proxy. Best residential proxy for scraping, sneaker bots, ad verification. Free trial available.

### How do residential premium proxies differ from data center proxies?

Residential proxies vs datacenter: residential use real home IPs (higher anonymity, lower block rates); datacenter use server IPs (faster, cheaper). Data center vs residential proxies—choose residential for ad verification, geo-restricted content; datacenter for bulk scraping. Residential proxy vs datacenter: residential is harder to detect.

### Can I get a free trial for residential premium proxies?

Yes, many residential proxy providers, including us, offer free trials to help you evaluate their services before committing to a plan.

### What are rotating residential premium proxies?

Rotating residential premium proxies change the IP address periodically, useful for tasks like web scraping where constant IP updates are needed.

### Why use residential premium proxies for ad verification?

Residential proxies help ensure that ads are displayed correctly in different regions, allowing advertisers to verify their placements accurately.

### What is the difference between residential and datacenter proxies?

Residential proxies use IPs from real homes (ISPs), while datacenter proxies use IPs from cloud servers. Residential vs datacenter proxies: residential offers more anonymity and lower block rates; datacenter is faster and cheaper. Data center vs residential proxies: choose residential for ad verification, geo-blocked content, and anti-bot-heavy sites; datacenter for bulk scraping at scale.

### Are residential proxies legal?

Yes. Buying and using residential proxies is legal in most jurisdictions. What matters is how you use them: collecting public data, verifying ads or testing localized content is standard business practice, while accessing private data or breaking a site's terms may not be. Our network only uses ethically sourced, consenting peers.

### How much do residential proxies cost?

Pricing is pay-per-GB: premium residential starts at $2.50/GB and Residential Basic starts at $0.80/GB on the same IP pool. Bandwidth is valid for 90 days (30 on the smallest plans, 360 on the 500 GB and 1 TB), there are no monthly fees, and volume plans lower the effective rate further.

### Are residential proxies detectable?

Residential IPs belong to real ISPs and real homes, so they pass the IP-reputation checks that flag datacenter ranges. Detection systems can still profile behavior — request rate, browser fingerprint, cookies — so combine residential IPs with sane request patterns for the best success rates.

### What is the difference between a residential proxy and a VPN?

A VPN routes all your device traffic through one shared server IP, usually flagged as a datacenter address. A residential proxy gives your application a real home IP address, supports per-request rotation across millions of IPs and precise geo-targeting — which is why proxies, not VPNs, are used for scraping and multi-account work.

Residential proxies offer a powerful solution for secure and anonymous internet browsing. Whether you're interested in web scraping or accessing regional content, these proxies provide the necessary tools to accomplish your tasks efficiently. Explore our residential premium proxies today and enjoy a free trial to experience their full potential.

## Sources

- [RFC 9110: HTTP Semantics](https://www.rfc-editor.org/rfc/rfc9110.html)
- [Proxy servers and tunneling (MDN)](https://developer.mozilla.org/en-US/docs/Web/HTTP/Guides/Proxy_servers_and_tunneling)
- [Proxy server (Wikipedia)](https://en.wikipedia.org/wiki/Proxy_server)
- [Internet geolocation (Wikipedia)](https://en.wikipedia.org/wiki/Internet_geolocation)
- [RFC 9309: Robots Exclusion Protocol](https://www.rfc-editor.org/rfc/rfc9309.html)


---

# Cheap Residential Proxies – $1/GB, 90M+ IPs | QuantumProxies

Buy cheap residential proxies from $1/GB. 90M+ real ISP-assigned IPs in 200+ countries, rotating and sticky sessions, HTTP/HTTPS/SOCKS5. $5 minimum, no subscription.

## Cheap Residential Proxies

Cheap residential proxies don't have to mean recycled, abused IPs. Residential Basic draws from the same 90M+ real-home IP pool as our premium tier and simply routes it through leaner infrastructure — real ISP-assigned addresses in 200+ countries from $0.80/GB, with rotating and sticky sessions included.

## What Are Cheap Residential Proxies?

A cheap residential proxy is a real home IP address offered at a budget price per gigabyte — in our case by streamlining the routing layer, not by sourcing lower-quality IPs. Traffic still exits through genuine ISP-assigned household connections, so targets see an ordinary visitor, not a datacenter range. The trade-off against premium is throughput headroom and targeting granularity, not IP authenticity: Basic targets by country across 200+ locations, while Premium adds state, city, ZIP and ASN-level precision with the fastest routes.

## Residential Basic vs Premium: What Actually Changes?

Both tiers pull from the same 90M+ residential pool, support rotating and sticky sessions, speak HTTP, HTTPS and SOCKS5, and are managed from the same dashboard and REST API. Basic costs from $0.80/GB with country-level targeting and sub-500ms typical response times — right for SEO rank tracking, price monitoring, content verification and light scraping. Premium, from $2.50/GB, adds city and ASN-level targeting, priority routing and the throughput you want for heavy scraping or time-sensitive collection. Start on Basic; if a target needs finer geo control or more speed, switch tiers without changing your integration.

## What Can You Do with Residential Basic?

Budget residential bandwidth shines on steady, repeatable jobs: tracking search rankings across countries, monitoring competitor prices, verifying that content and ads render correctly per market, feeding SEO tools, and collecting public data from sites that block datacenter IPs. Because sessions can stay sticky, it also handles logins and multi-step flows. At $0.80/GB you can afford to run these tasks continuously instead of rationing bandwidth — the typical Basic user runs daily monitoring jobs that would be uneconomical on premium pricing.

## How Much Does It Cost?

Plans are pure pay-per-GB with no subscriptions and no expiry: $50 for 50 GB, $100 for 100 GB ($1.00/GB), $450 for 500 GB ($0.90/GB) and $800 for 1,000 GB — $0.80/GB at the top tier. Every plan includes the full 200+ country pool, rotating and sticky sessions, unlimited concurrent connections and API access. If you're comparing providers, check the effective rate at YOUR volume: many advertise a headline rate that only applies to multi-terabyte commitments.

## Free trial: 100 MB on us

Create an account and activate the free trial from your dashboard — 100 MB of Residential Basic traffic, valid 5 days, no card required. Benchmark success rates on your own targets before paying.

Start free trial

## Why these are cheap without being nasty

### $5 to find out

The smallest plan is 5 GB for $5. No sales call, no annual contract, no 100 GB minimum just to unlock the advertised rate.

### The same IPs as premium

Basic is not a lower-grade pool. It draws on the same 90M+ ISP-assigned residential network — you trade concurrency headroom and premium routing for a lower price, not IP quality.

### Nothing extra to buy

Country targeting, rotating and sticky sessions, HTTP/HTTPS/SOCKS5 and unlimited concurrent sessions are included. Cheap providers usually charge for at least one of these.

## Cheap residential proxies: how the prices really compare

Headline prices hide the catch — the cheapest per-GB rate usually needs the biggest upfront plan. Here is the entry price next to what you actually have to spend to get it:

| Provider | Entry price / GB | Minimum spend | Geo-targeting | IP pool |
| --- | --- | --- | --- | --- |
| QuantumProxies Basic ($0.80/GB at 1 TB) | $1.00 | $5 · 5 GB | Country · State · City · ASN | 90M+ |
| DataImpulse | $1.00 | $5 · 5 GB | Country (city/ASN extra) | 90M+ |
| Evomi | $0.49 | $49.99 · 100 GB | Country · State · City · ISP | 54M+ |
| Oxylabs | $6.00 | $30 · 5 GB | Country · State · City · ZIP | 175M+ |
| IPRoyal | $7.00 | $7 · 1 GB | Country · State · City | 64M+ |

Public list prices and targeting options from each provider's own pricing page, 25 July 2026, excluding limited-time promo codes. Entry price is the advertised per-GB rate on the smallest plan you can buy — Evomi's $0.49/GB, for instance, requires a $49.99 monthly plan.

## What people run on the cheap tier

Budget residential IPs are the right tool for steady, unglamorous work — the jobs that need to look residential but do not need premium routing.

### Price monitoring

Track competitor prices across regional storefronts on a fixed monthly budget.

### SEO & rank tracking

Pull localized search results from 200+ countries without paying premium per-GB rates.

### Ad verification

Check how campaigns render to real users in each market, at a cost that scales with volume.

### Dev & QA testing

Test geo-gated flows and localization from a real residential IP before you ship.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Technical Specifications

|  |  |
| --- | --- |
| Protocols | HTTP / HTTPS / SOCKS5 |
| Authentication | Username:Password or IP Whitelist |
| IP Pool Size | 90M+ residential IPs worldwide |
| Geo-Targeting | 200+ countries |
| Session Types | Rotating (per-request) or Sticky |
| Concurrent Sessions | Unlimited |
| Bandwidth | Pay-per-GB from $0.80/GB |
| Response Time | <500 ms |
| Proxy Format | host:port:username:password |
| API Access | REST API for proxy management |
| Dashboard | Real-time usage tracking |
| Uptime | 99.9% guaranteed uptime SLA |

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### What are the cheapest residential proxies you offer?

Residential Basic is our cheapest residential option: $1/GB on the 5 GB starter plan, falling to $0.80/GB at 1 TB. We are not the cheapest per-GB rate on the market — Evomi advertises $0.49/GB — but that rate requires a $49.99 monthly plan, while ours starts at a $5 one-off with no subscription.

### Can I get residential proxies for $1?

$1 buys 1 GB of residential traffic at our entry rate, though the smallest plan we sell is 5 GB for $5. That is enough for roughly a few thousand page loads of plain HTML, or far fewer on image-heavy sites.

### What is the difference between Residential Basic and Residential Premium?

Both use the same 90M+ ISP-assigned residential pool. Premium adds state, city and ISP-level targeting, longer sticky sessions and premium routing tuned for hard targets; Basic keeps country-level targeting and costs roughly a fifth as much per GB.

### Does my traffic expire?

It depends on the plan: the free trial lasts 5 days, the 5 GB and 25 GB plans 30 days, the 50 and 100 GB plans 90 days, and the 500 GB and 1 TB plans 360 days. Unused traffic expires at the end of that window.

### Do you offer a free trial on the cheap plans?

Yes, a real one: 100 MB of Residential Basic traffic free, valid 5 days, activated self-serve from your dashboard — no card, no sales call. The smallest paid plan is 5 GB for $5.

### Are these cheap rotating residential proxies?

Yes. Every plan rotates by default — a new residential IP on each request — and you can switch to a sticky session from the proxy username when a flow needs the same IP for longer. Both modes cost the same.

### Do the cheap plans support SOCKS5?

Yes. HTTP, HTTPS and SOCKS5 all work on the same credentials, with no protocol surcharge. Authenticate by username:password or whitelist your server IPs.

### Are cheap residential proxies worth it?

For price monitoring, rank tracking, ad verification and testing, yes — the IPs are real residential addresses and behave like them. For the hardest anti-bot targets, premium routing and city or ISP-level targeting make a measurable difference, and that is what our Premium tier is for.

### Are cheap residential proxies safe to use?

Yes — Residential Basic uses the same ethically sourced, ISP-assigned home IPs as our premium tier. The lower price comes from leaner routing infrastructure, not from abused or low-reputation address pools, so success rates on ordinary targets remain high.

### What is the catch compared to premium residential proxies?

Two things: targeting and speed. Basic targets at country level while Premium adds state, city, ZIP and ASN precision; and Premium routes get priority, which matters for heavy scraping. IP quality is identical — both tiers draw from the same 90M+ pool.

### How much do cheap residential proxies cost per GB?

From $0.80/GB on the 1,000 GB plan, $0.90/GB at 500 GB, and $1.00/GB on the 50 and 100 GB plans. There are no monthly fees and bandwidth is valid for 90 days (30 on the smallest plans, 360 on the 500 GB and 1 TB).

### Is IP rotation included in the cheap plans?

Yes. Every Residential Basic plan includes rotating sessions (new IP per request) and sticky sessions, plus HTTP, HTTPS and SOCKS5 support and unlimited concurrent connections — nothing rotation-related is paywalled.

### Can I use SOCKS5 with Residential Basic?

Yes, all three protocols — HTTP, HTTPS and SOCKS5 — are supported on every plan, with authentication by username:password or IP whitelist.

### Which countries are available?

Residential Basic covers 200+ countries with country-level targeting. If you need state, city, ZIP or ASN-level precision, that's the premium residential tier — same pool, finer controls.

### When should I upgrade to premium residential?

Upgrade when you need city or ASN-level targeting, or when a time-sensitive workload needs priority routing and maximum throughput. The integration is identical, so switching tiers is a plan change, not a code change.

### Do you offer a trial for residential proxies?

The 50 GB plan at $50 is the lowest-cost way to test Residential Basic at real volume, and bandwidth is valid for 90 days. Contact support via live chat if you want help validating a specific use case before buying.

Residential Basic is the entry point to real residential IPs: the same authentic 90M+ pool, a leaner price, and an upgrade path to premium targeting whenever you need it. Buy a plan, generate your proxy string, and be collecting data minutes from now — with bandwidth is valid for 90 days (30 on the smallest plans, 360 on the 500 GB and 1 TB).

## Sources

- [Proxy server (Wikipedia)](https://en.wikipedia.org/wiki/Proxy_server)
- [Proxy-Authorization header (MDN)](https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Headers/Proxy-Authorization)
- [RFC 7239: Forwarded HTTP Extension](https://www.rfc-editor.org/rfc/rfc7239.html)
- [429 Too Many Requests (MDN)](https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Status/429)
- [Requests: Advanced Usage (proxies)](https://requests.readthedocs.io/en/latest/user/advanced/)


---

# Cheap Proxies from $0.20/GB – All Types | QuantumProxies.io

Cheap proxies that actually work: IPv6 from $0.20/GB, datacenter from $0.50/GB, residential from $0.80/GB. Pay per GB, no subscriptions, crypto accepted.

## Cheap Proxies from $0.20/GB

Cheap proxies are proxy plans priced for volume rather than prestige: you pay per gigabyte, skip subscriptions and seats, and choose the least expensive network type that your target websites tolerate. Our rates start at $0.20/GB for IPv6, $0.50/GB for datacenter and $0.80/GB for real residential IPs — with bandwidth is valid for 90 days (30 on the smallest plans, 360 on the 500 GB and 1 TB).

## How Cheap Can a Reliable Proxy Get?

Here are our real entry prices, not teaser rates: IPv6 bandwidth starts at $0.20/GB and drops under $0.10/GB on multi-terabyte plans. Datacenter traffic runs from $0.50/GB on volume plans, with a 10 GB trial at $8. Residential Basic gives you genuine home IPs from $0.80/GB, premium residential with city-level targeting is a flat $2.50/GB, mobile 4G/5G bandwidth reaches $2.50/GB at volume, and dedicated ISP proxies cost $2.50 per static IP per month with unmetered usage. Every figure matches the public plan list — what you see is what checkout charges.

## Pick the Cheapest Proxy Type That Still Does the Job

The art of buying cheap proxies is matching the network to the target. If the site supports IPv6 — Google, YouTube, Facebook and about half the major web — IPv6 at $0.20/GB is unbeatable, and our free IPv6 compatibility checker tells you in seconds. If the target barely defends itself (many SERP tools, monitors, internal jobs), datacenter at $0.50/GB is the workhorse. When you hit IP-reputation walls, step up to Residential Basic at $0.80/GB: real home addresses in 200+ countries. Reserve premium residential and mobile bandwidth for the genuinely hard targets, and you will cut your proxy bill by half or more.

## Why Cheap Doesn't Mean Burned IPs

Budget tiers here are cheap because the routing is leaner, not because the addresses are recycled junk. Residential Basic draws from the same 90M+ ethically sourced pool as premium; datacenter ranges are spread across multiple /24 subnets so one ban doesn't sink the batch; IPv6 supply is so vast that exhaustion isn't a factor. You give up targeting granularity and priority routing on the budget tiers — you do not give up IP quality, the 99.9% uptime SLA, or 24/7 support.

## Pay Per GB — No Subscriptions, No Seats, No Expiry

Every plan is prepaid bandwidth or a flat per-IP price: no monthly platform fees, no per-thread licenses, no auto-renewing subscription to cancel. So a one-time $50 top-up can quietly power a monitoring job for a year. Concurrent connections are unlimited on all plans, and you can pay by card, PayPal or cryptocurrency.

## Free Proxies vs Cheap Paid Proxies

Free proxy lists cost more than they save: the IPs are shared with thousands of strangers, most are already blacklisted, uptime is random, and the operator can read your traffic. A paid entry plan removes all four problems for less than the price of a coffee — a single dedicated ISP proxy is $2.50/month and 1 GB of residential traffic is $4. If budget is the constraint, buy small and cheap rather than free: you keep authentication, clean reputation and support.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### What is the cheapest type of proxy?

IPv6 proxies are the cheapest per gigabyte — from $0.20/GB, under $0.10/GB at volume — because IPv6 addresses exist in practically unlimited supply. Datacenter proxies follow at $0.50/GB. Among real-home IPs, Residential Basic at $0.80/GB is the lowest-priced option.

### Why are IPv6 proxies so much cheaper?

A single /48 IPv6 subnet contains more addresses than the entire IPv4 internet, so supply is effectively infinite and prices collapse. The only constraint is that the target website must accept IPv6 connections — test any domain with our free IPv6 compatibility checker first.

### Are free proxies safe to use?

Generally no. Free proxy lists are shared, mostly blacklisted, frequently offline, and the operator can inspect your traffic. For anything involving logins, payments or business data, a cheap paid proxy with authentication is the safer choice.

### What is the minimum I can spend to get started?

A single dedicated ISP proxy costs $2.50 per month, 1 GB of residential bandwidth costs $4, and the 10 GB datacenter trial is $8. There is no account fee or subscription — you only buy what you use.

### Do cheap plans include rotation and SOCKS5?

Yes. Rotating and sticky sessions, HTTP, HTTPS and SOCKS5 protocols, unlimited concurrent connections and API access are included on every plan, from the cheapest IPv6 tier to premium residential.

### Can I pay for proxies with crypto?

Yes — cryptocurrency is accepted alongside cards and PayPal, and crypto balance top-ups carry no VAT. Bandwidth is valid for 90 days (30 on the smallest plans, 360 on the 500 GB and 1 TB).

Cheap proxies are a routing decision, not a compromise: match each target to the least expensive network it tolerates, pay only for the gigabytes you use. Start with the type that fits your workload — every plan shares the same dashboard, API and support.

## Sources

- [Proxy server (Wikipedia)](https://en.wikipedia.org/wiki/Proxy_server)
- [IPv4 address exhaustion (Wikipedia)](https://en.wikipedia.org/wiki/IPv4_address_exhaustion)
- [ARIN: IPv4 Addressing Options](https://www.arin.net/resources/guide/ipv4/)
- [Proxy servers and tunneling (MDN)](https://developer.mozilla.org/en-US/docs/Web/HTTP/Guides/Proxy_servers_and_tunneling)
- [Web scraping (Wikipedia)](https://en.wikipedia.org/wiki/Web_scraping)


---

# Rotating Proxies – New IP Every Request | QuantumProxies.io

Rotating proxies that switch IPs on every request across 90M+ residential, mobile and datacenter addresses. Pay per GB, sticky sessions included.

## Rotating Proxies

A rotating proxy is a proxy server that assigns a different IP address from its pool for every connection or at fixed time intervals, so a thousand requests can look like a thousand different visitors. Ours rotate across 90M+ residential IPs, datacenter subnets, 4G/5G mobile carriers and massive IPv6 ranges — with rotation included on every plan.

## What Is a Rotating Proxy?

Instead of giving you one fixed IP address, a rotating proxy hands you a gateway. Each request you send through the gateway is assigned an exit IP from a large pool — per request, or per time window. To the target website, your traffic arrives as many independent visitors from different networks and cities rather than one machine hammering it. That is what makes rotation the default tool for web scraping, price monitoring and any workload where volume from a single IP would trigger rate limits or bans.

## Rotating vs Sticky vs Static: Which Session Type When?

Rotating sessions change the IP on every request — best for stateless work like crawling product pages or SERPs. Sticky sessions keep the same IP for a defined window (up to 120 minutes on residential, 60 on mobile) — the right choice for logins, carts and multi-step flows that would break if the address changed mid-session. Static IPs never change at all: that is the ISP proxy product, where a dedicated address stays yours for months. All three are configured from the same dashboard; you don't buy separate products for rotating and sticky.

## Rotation Across Every Network Type

Residential rotation draws from 90M+ real home IPs in 200+ countries with city-level targeting — the workhorse for protected targets. Datacenter rotation spreads requests across multiple /24 subnets at $0.50/GB, ideal when you need raw throughput. Mobile rotation surfaces each session on a different 4G/5G carrier IP, the highest-trust option for social platforms. IPv6 rotation cycles through practically unlimited addresses from $0.20/GB for bulk work on IPv6-ready sites. Same gateway pattern, same credentials format, four price points.

## Backconnect Gateways: How Our Rotation Works

You connect to one stable hostname and port with your username and password; the gateway does the rest. Rotation mode is controlled from the dashboard or via session parameters — per-request rotation for crawlers, timed sticky sessions for flows. There is no proxy list to download and refresh: the pool updates continuously behind the gateway, dead IPs are pruned automatically, and unlimited concurrent connections mean your scraper's parallelism is the only ceiling.

## When You Should NOT Rotate

Rotation is the wrong tool for long-lived identities. If you are managing a storefront, a social account or any login the platform expects to see from a consistent address, a rotating exit will look suspicious rather than natural — that workload belongs on a dedicated ISP proxy with a static residential IP. A good setup usually combines both: static IPs for the accounts, rotating pools for the data collection.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### What is a rotating proxy?

A proxy that assigns a new IP address from its pool for each connection or time interval. Your requests exit from many different addresses, so target sites see independent visitors instead of one high-volume client.

### How often do the IPs rotate?

You choose: per-request rotation gives every single request a fresh IP, while sticky sessions hold one IP for a set window — up to 120 minutes on residential and 24 hours on mobile — before rotating.

### What is a backconnect proxy?

Another name for how rotating proxies are delivered: you connect to one stable gateway address, and the provider swaps the exit IPs behind it. You never manage IP lists — the gateway does.

### Do rotating proxies cost extra?

No. Rotation and sticky sessions are included in every plan at the same per-GB price — residential from $2.50/GB (Basic from $0.80/GB), datacenter from $0.50/GB, IPv6 from $0.20/GB.

### Can I keep the same IP when I need to?

Yes — use sticky sessions for continuity within a task, or a dedicated ISP proxy when an identity must keep one static residential IP permanently. Both are managed from the same dashboard as the rotating pools.

### Which rotating proxy is best for web scraping?

Start with rotating residential for protected targets — 90M+ IPs absorb aggressive request rates. Move volume to rotating datacenter or IPv6 pools when the target tolerates them, and keep mobile rotation for the hardest social platforms.

Rotating proxies turn IP diversity into an on/off switch: one endpoint, millions of exits, sticky sessions when you need them and static ISP IPs when you don't want rotation at all. Pick a network, generate your gateway credentials, and your scraper is rotating in minutes.

## Sources

- [429 Too Many Requests (MDN)](https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Status/429)
- [RFC 6585: Additional HTTP Status Codes](https://www.rfc-editor.org/rfc/rfc6585.html)
- [Scrapy: Common Practices (avoiding bans)](https://docs.scrapy.org/en/latest/topics/practices.html)
- [Playwright: Network (HTTP proxy)](https://playwright.dev/docs/network)
- [Cloudflare: Rate limiting rules](https://developers.cloudflare.com/waf/rate-limiting-rules/)


---

# Residential Proxy Pricing Index: 9 Providers Compared

Real residential proxy prices from Bright Data, Oxylabs, Decodo, IPRoyal, SOAX, Webshare & more — verified monthly, $/GB compared side by side.

## Residential Proxy Pricing Index: 9 Providers Compared

Comparing residential proxy prices is harder than it should be: every provider quotes a different mix of pay-as-you-go rates, subscription tiers, minimum spends and promo pricing. This index cuts through that. We scrape the public pricing page of each provider with the same extraction infrastructure that powers our Extract API, normalize everything to US dollars per gigabyte, and publish the result with a source link for every row. No estimates, no affiliate rankings — just the numbers each provider advertises, re-verified monthly.

| Provider | Pay-as-you-go $/GB | Cheapest tier $/GB | Minimum commitment | Trial / refund |
| --- | --- | --- | --- | --- |
| QuantumProxies — Residential Basic | $1.00 | $0.80 | $5 minimum, no subscription | free trial available |
| DataImpulse | $1.00 | $0.80 | $5 (5 GB); $0.8/GB from 1 TB, custom pricing from 5 TB | none shown on page |
| PacketStream | $1.00 | $1.00 | $50 minimum purchase, no subscription, balance never expires (single flat rate) | trial on request (free-trial form) |
| QuantumProxies — Residential Premium | $2.50 | $2.50 | pay per GB | free trial available |
| Proxy-Cheap | $2.60 | $0.78 | UNVERIFIED: homepage card reads '$2.60 $0.78/GB' and the JS-only product page could not be read (404 + bot challenge), so it is not clear whether $0.78 is a promo or a bulk tier; PAYG, no monthly commitment | none for rotating residential (the 7-day $1.99 trial is for static residential / datacenter IPv4) |
| Webshare | $3.50 | $1.40 | monthly plan, no PAYG top-up (1 GB plan at $3.50/GB, cancel anytime); $1.40 tier requires a 3,000 GB/mo plan | free plan: 10 datacenter proxies / 1 GB per month, no card; refund within 2 days if under 0.1 GB used on rotating residential |
| Proxy-Seller | $3.50 | $2.20 | $220/mo (100 GB plan) for $2.20/GB; page advertises 'From $1.30/GB' for custom/enterprise volumes via sales ('save up to 30% on large projects') | none shown |
| Decodo | $4.00 | $2.00 | $11.25/mo (3 GB at $3.75/GB); $2.00 tier requires the 1,000 GB/mo enterprise plan | 3-day free trial (100 MB), 14-day money-back |
| SOAX | $5.00 | $0.85 | none (Sandbox $0/mo at $5.00/GB); $0.85 tier requires the $3,000/mo Enterprise plan | Sandbox plan ($0/mo, pay per GB); no free trial shown |
| NodeMaven | $5.00 | $2.20 | none (PAYG from 2 GB at $5.00/GB); $2.20 tier requires the 1,000 GB monthly plan (PAYG 1,000 GB is $2.45/GB) | paid trial $3.50 / 750MB |
| ProxyEmpire | $7.00 | $3.00 | none (PAYG 1 GB); $3.00/GB list ($1.50 with EMPIRE50) requires the 1,000 GB Enterprise plan at $3,000/mo list ($1,500 promo); custom 5 TB+ 'From $0.75/GB' | $1.97 trial on all plans |
| IPRoyal | $7.35 | $1.75 | none; $1.75/GB only on subscription from 10 TB (PAYG bulk is $1.84/GB from 10 TB) | none ('No free trial available') |
| Bright Data | $8.00 | $2.50 | none (PAYG) / $1,999-mo (798 GB plan) for $2.50 tier | free trial; 50% off for 3 months with code RESIGB50; first deposit matched up to $500 |
| Oxylabs | — | $2.50 | no PAYG; $30/mo (5 GB Starter at $6/GB); $2.50 tier requires $2,500/mo (1 TB Corporate) | free trial on request (Book a demo / support@oxylabs.io), once per client |
| NetNut | — | $0.00 | NOT VERIFIABLE on 2026-09-08: netnut.io/pricing/ and netnut.io/residential-proxies/ both returned a page titled 'Seized by the Federal Bureau of Investigation' (HTTP 200 via Cloudflare, no pricing content). Re-check by hand before publishing. | unknown |

Verified 2026-09-08. All prices are advertised list prices in USD per GB for rotating residential proxies, as published on each provider’s public pricing page on the verification date. Promotional coupons are excluded from the pay-as-you-go column. "Cheapest tier" is the lowest advertised per-GB rate at any volume or subscription tier, which may require a large monthly commitment.

## Residential Proxy Price Comparison: How to Read the Index

The two headline columns answer different questions. "Pay-as-you-go $/GB" is what you pay to start today with no subscription — the honest entry price. "Cheapest tier $/GB" is the lowest rate the provider advertises anywhere, which usually assumes a large monthly plan: Bright Data’s $2.50 requires a $1,999/month commitment, IPRoyal’s $1.75 starts at 10 TB. If you are testing a project or running irregular workloads, the pay-as-you-go column is the one that matters.

## How Much Do Residential Proxies Cost in 2026?

Across the ten providers in this index, advertised pay-as-you-go rates for rotating residential proxies span from $1.00 to $8.00 per GB — an 8x spread for what is nominally the same product. The mid-market clusters around $4–$7/GB (Decodo, SOAX, Proxy-Cheap, Webshare, IPRoyal), premium enterprise networks list $8/GB before discounts (Bright Data), and the value tier sits at $1/GB or below (DataImpulse, QuantumProxies Residential Basic). Volume changes everything: at committed tiers nearly every provider lands between $0.50 and $2.75 per GB.

## Residential Proxy Cost per GB: What Drives the Price

Four factors explain most of the spread. Pool sourcing and quality filtering: networks that screen IPs for fraud scores and blacklists charge for the cleaner pool. Geo-targeting granularity: country-level exit is standard, but city, state, ZIP or ASN targeting is either free (Bright Data, QuantumProxies) or a paid add-on that quietly raises the effective rate. Session control: long sticky sessions and unlimited concurrency cost providers more to maintain. And commitment structure: providers that monetize through big monthly minimums can advertise a low per-GB rate that most users will never actually reach.

## Cheapest Residential Proxies: Look Beyond the Sticker Price

The cheapest advertised rate is not always the cheapest project. Check four things before deciding: whether traffic expires (never-expiring GB, as offered by IPRoyal and QuantumProxies, are worth more than use-it-or-lose-it monthly quotas); the minimum first purchase; surcharges for the targeting you actually need; and above all the success rate — a $2/GB pool that fails a third of requests costs more per successful request than a $3/GB pool at 99%. Price per successful request, not price per GB, is the metric that decides what you really pay.

## Provider Pricing Head-to-Head

Bright Data vs Oxylabs: both premium networks bottom out at $2.50/GB, but Bright Data offers a true no-commitment pay-as-you-go ($8 list) while Oxylabs starts at a $30/month subscription — Oxylabs has no PAYG option at all. IPRoyal vs Webshare: both quote around $7/GB to start; Webshare gets to $1.40 at volume. DataImpulse vs QuantumProxies Residential Basic: both charge $1.00/GB pay-as-you-go with a $5 minimum — the differences are pool composition, targeting options and the surrounding platform, which is exactly why a per-GB table should be the start of your evaluation, not the end of it.

## Methodology: Where These Numbers Come From

Every row is scraped from the provider’s public pricing page using the QuantumProxies Extract API (TLS fingerprint fetch plus AI extraction), then checked against the page’s own structured data where available. We record the advertised pay-as-you-go rate, the lowest advertised per-GB rate at any tier, the minimum commitment and the trial terms, all in USD. The index is re-scraped and re-published monthly; the verification date is shown above the table and every competitor row links to its source. QuantumProxies rows use our own published pricing and are marked in the table. Found an error? Tell us at support@quantumproxies.io and we will re-verify within 48 hours.

Prices move: providers reprice tiers, run promos and change minimums throughout the year. Bookmark this page — it is re-verified every month on the date shown above. And if pay-as-you-go value is what you are optimizing for — but the sources are all linked, so check our claims the same way you would check anyone else’s.

## Head-to-head against a specific provider

Each of these takes one provider from the table above and compares it with our Residential Basic tier on entry price, minimum spend and what the cheapest advertised rate actually requires.

- [Oxylabs Alternative](https://quantumproxies.io/alternatives/oxylabs) — Oxylabs lists $6.00/GB to start against our $1.00/GB.
- [Bright Data Alternative](https://quantumproxies.io/alternatives/bright-data) — Bright Data lists $8.00/GB to start against our $1.00/GB.
- [Decodo (Smartproxy) Alternative](https://quantumproxies.io/alternatives/decodo) — Decodo lists $3.75/GB to start against our $1.00/GB.
- [Webshare Alternative](https://quantumproxies.io/alternatives/webshare) — Webshare lists $7.00/GB to start against our $1.00/GB.
- [NetNut Alternative](https://quantumproxies.io/alternatives/netnut) — NetNut was seized by the FBI on 2026-07-02; this one covers migrating off it.
- [Proxy Alternatives](https://quantumproxies.io/alternatives) — every comparison in one table.

## Frequently Asked Questions

### How much do residential proxies cost in 2026?

Advertised pay-as-you-go rates across major providers range from $1.00 to $8.00 per GB in 2026. Committed volume tiers bring nearly every provider down to $0.50–$2.75 per GB. The full breakdown by provider is in the index table above, each row linked to its source.

### What is the cheapest residential proxy per GB?

In our verified index, DataImpulse and QuantumProxies Residential Basic share the lowest pay-as-you-go rate at $1.00/GB with a $5 minimum. At large volume tiers, DataImpulse advertises $0.50/GB and Proxy-Cheap $0.52/GB, while most premium networks bottom out around $2.50/GB.

### Why do residential proxy prices vary so much between providers?

The spread comes from pool sourcing and IP quality filtering, geo-targeting granularity (city/ZIP/ASN targeting may be free or paid), session and concurrency features, and commitment structure — some providers advertise low per-GB rates that only apply at multi-terabyte monthly plans.

### Is the cheapest residential proxy always the best value?

No. The real metric is price per successful request: a cheap pool with a low success rate costs more in practice than a slightly pricier pool that succeeds on 99% of requests. Also check whether traffic expires, what the minimum purchase is, and whether the targeting you need carries a surcharge.

### What should I check beyond the per-GB price?

Four things: minimum first purchase, whether unused traffic expires, surcharges for geo-targeting or sticky sessions, and the provider’s measured success rate. A $5/GB plan can effectively become $6–7/GB once targeting surcharges and failed requests are priced in.

### How often is this pricing index updated?

Monthly. Every provider’s public pricing page is re-scraped with the QuantumProxies Extract API and the verification date above the table is updated. Each competitor row links to the exact source page so every number can be independently checked.


---

# Proxy Provider Alternatives Compared | QuantumProxies.io

Head-to-head comparisons against Oxylabs, Bright Data, Decodo (Smartproxy), Webshare and seized NetNut: entry price, minimum spend and cheapest tier, all dated.

## Residential Proxy Alternatives, Compared on Price

Most "alternative" pages are marketing with a table bolted on. These are not. Each one puts our Residential Basic rate next to a named competitor on the two numbers that decide the bill — what you pay to start, and what the cheapest advertised rate actually requires — sourced from their own public pricing pages, with the date we checked.

| Provider | Entry price per GB | Cheapest advertised rate | Minimum to start |
| --- | --- | --- | --- |
| QuantumProxies — Residential Basic | $1.00 | $0.80 | $5 (5 GB, no subscription) |
| [Oxylabs](https://quantumproxies.io/alternatives/oxylabs) | $6.00 | $2.50 | no PAYG; $30/mo (5 GB Starter at $6/GB); $2.50 tier requires $2,500/mo (1 TB Corporate) |
| [Bright Data](https://quantumproxies.io/alternatives/bright-data) | $8.00 | $2.50 | none (PAYG) / $1,999-mo (798 GB plan) for $2.50 tier |
| [Decodo](https://quantumproxies.io/alternatives/decodo) | $3.75 | $2.00 | $11.25/mo (3 GB at $3.75/GB); $2.00 tier requires the 1,000 GB/mo enterprise plan |
| [Webshare](https://quantumproxies.io/alternatives/webshare) | $7.00 | $1.40 | monthly plan, no PAYG top-up (1 GB plan at $3.50/GB, cancel anytime); $1.40 tier requires a 3,000 GB/mo plan |
| [NetNut](https://quantumproxies.io/alternatives/netnut) | Network seized by the FBI — no longer selling (2026-07-02) |  |  |

Competitor prices verified 2026-09-08. Competitor figures are advertised list prices from each provider's public pricing page, recorded in our residential proxy pricing index. Entry price is the effective per-GB rate of the smallest purchase each provider offers. All prices in USD, excluding VAT.

## The rest of the market, compared on price

The comparisons above cover the brands with real “alternative” search demand behind them, plus NetNut, whose network was seized. They are not the whole market. This is the rest of our residential pricing index — every provider we track that does not have a page of its own here, with the rate a new account pays and what the cheapest advertised rate costs to unlock. Named, not linked; the index records a source page for every figure.

| Provider | Pay-as-you-go per GB | Cheapest advertised rate | Minimum to start |
| --- | --- | --- | --- |
| DataImpulse | $1.00 | $0.80 | $5 (5 GB); $0.8/GB from 1 TB, custom pricing from 5 TB |
| PacketStream | $1.00 | $1.00 | $50 minimum purchase, no subscription, balance never expires (single flat rate) |
| Proxy-Cheap | $2.60 | $0.78 | UNVERIFIED: homepage card reads '$2.60 $0.78/GB' and the JS-only product page could not be read (404 + bot challenge), so it is not clear whether $0.78 is a promo or a bulk tier; PAYG, no monthly commitment |
| Proxy-Seller | $3.50 | $2.20 | $220/mo (100 GB plan) for $2.20/GB; page advertises 'From $1.30/GB' for custom/enterprise volumes via sales ('save up to 30% on large projects') |
| SOAX | $5.00 | $0.85 | none (Sandbox $0/mo at $5.00/GB); $0.85 tier requires the $3,000/mo Enterprise plan |
| NodeMaven | $5.00 | $2.20 | none (PAYG from 2 GB at $5.00/GB); $2.20 tier requires the 1,000 GB monthly plan (PAYG 1,000 GB is $2.45/GB) |
| ProxyEmpire | $7.00 | $3.00 | none (PAYG 1 GB); $3.00/GB list ($1.50 with EMPIRE50) requires the 1,000 GB Enterprise plan at $3,000/mo list ($1,500 promo); custom 5 TB+ 'From $0.75/GB' |
| IPRoyal | $7.35 | $1.75 | none; $1.75/GB only on subscription from 10 TB (PAYG bulk is $1.84/GB from 10 TB) |

Competitor prices verified 2026-09-08. Sorted by pay-as-you-go rate, lowest first. That is an arithmetic order, not a ranking: providers publishing no pay-as-you-go rate appear last, and nothing here scores quality, success rate or support. Figures are advertised list prices taken from each provider's own public pricing page on the verification date shown above, in USD, excluding VAT.

We publish a monthly residential proxy pricing index that scrapes each provider's public pricing page and normalises everything to US dollars per gigabyte. These comparison pages are that index applied one competitor at a time, with the context a table alone cannot carry: which advertised rate is reachable, which needs a five-figure commitment, and what it costs to simply start.

## Why we compare on the entry price

Every provider in this market advertises a headline "from" rate, and almost none of them mean it for a new account. The rate you actually pay on day one is set by the smallest thing they will sell you: a pay-as-you-go gigabyte, or the cheapest monthly plan if pay-as-you-go is not offered at all. That is the number these pages lead with, because it is the number that lands on your first invoice.

## And why the cheapest tier matters less than it looks

The second number worth checking is what the advertised floor costs to unlock. Across the providers compared here, the cheapest rates sit behind commitments ranging from a monthly subscription to $2,500 a month. Ours sits behind a 1 TB purchase at $800 with no contract attached. A per-GB rate you cannot reach is a marketing number, not a price.

## How we source the numbers

Competitor figures come from our residential proxy pricing index, collected from each provider's own public pricing page with the same extraction infrastructure that powers our Extract API, and re-verified monthly. Our own figures come from the live plan catalogue behind our checkout. Every page shows the verification date. We name competitors and we do not link to them, and we do not restate claims we have not checked ourselves.

## Where a competitor is genuinely stronger, we say so

Bright Data and Oxylabs run larger networks with broader enterprise tooling than ours. Decodo backs its plans with a refund window we do not offer. Webshare gives away a free tier we do not match. Each page states these plainly, because a comparison that concedes nothing is not a comparison — and because the argument survives them: none of those advantages changes what a gigabyte costs you.

## Frequently Asked Questions

### Which proxy providers do you compare against?

Oxylabs, Bright Data, Decodo (formerly Smartproxy) and Webshare, chosen from live Google search data in August 2026 as the provider names with real, active "alternative" search demand. There is also a page for NetNut, which is a different case: its network was seized by the FBI in July 2026, so that page covers migrating off it rather than comparing prices with it. The table above lists the rest of the providers in our pricing index.

### Where do the competitor prices come from?

From our residential proxy pricing index, which scrapes each provider's public pricing page and re-verifies monthly. Each comparison page carries the verification date, and the full index lists a source page for every provider in it.

### Why do you not link to the providers you compare against?

We name them, which is what a comparison requires, but we do not send our own visitors to a competitor's checkout. The pricing index records where each figure came from so anyone can verify it independently.

### What happened to NetNut, and is it still an option?

No. The FBI and IRS Criminal Investigation seized NetNut's domains on 2 July 2026, and netnut.io was still serving a federal seizure banner when we last checked on 28 August 2026. Our NetNut page covers what happened and what to check before moving your traffic somewhere else.

### Is Smartproxy the same company as Decodo?

Yes. Smartproxy renamed itself Decodo; it is one company, one network and one set of prices under two names. That is why there is a single comparison page covering both names rather than two pages saying the same thing.

### Do you compare on anything other than price?

These pages compare on cost and commercial terms, which is where the differences are largest and easiest to verify. Pool size, success rate and geo-targeting claims are not directly comparable between vendors without independent testing, so we do not pretend to rank them.


---

# Coupon Codes & Proxy Discounts | QuantumProxies.io

The official QuantumProxies coupon page. Any live promo code appears here, plus discounts that need no code: volume pricing from $1/GB, no VAT on crypto, 15% referral credit.

## QuantumProxies Coupon Codes and Discounts

This is the only page we publish coupon codes on. If a promotion is running, the code is below and it works; if none is running, this page says so rather than showing an expired code. Either way you are already on the best deal in this comparison: $1.00 per GB with a $5 minimum and no subscription, falling to $0.80 per GB at 1 TB — below the cheapest advertised residential rate of Oxylabs, Bright Data, Decodo and Webshare, none of which you can reach without a monthly commitment.

## No promo code is running right now

There is no active QuantumProxies coupon code at the moment. This page reads our live promotions directly, so when a code is running it appears here automatically — and when it expires it disappears. Any QuantumProxies code you find on a third-party coupon site that is not listed here is either out of date or was never ours. The standing discounts below need no code and are always available.

## Discounts that need no coupon code

These are not promotions. They are how our pricing is structured, and they apply to every order, every day, whether or not a code is running.

- **Up to 20% — Volume pricing on Residential Basic**: The per-gigabyte rate falls as the plan size grows — from $1.00 per GB at entry to $0.80 per GB at 1 TB. No negotiation, no sales call, no monthly commitment: the lower rate is simply the price of the larger plan.
- **22% — No VAT when you pay in crypto**: Card, PayPal and Stripe payments carry 22% VAT. Payments in cryptocurrency or from your account balance carry none. Topping up in Bitcoin, USDT, Monero or any of roughly 300 supported coins removes that surcharge entirely — $22 on a $100 order.
- **15% — Referral credit**: Share your referral link and earn 15% of everything the people you refer spend, credited to your account balance. Spend it on bandwidth, or cash out from €50 in crypto, PayPal or SEPA transfer.

## Residential Basic pricing by plan size

| Plan size | Price | Per GB | Validity |
| --- | --- | --- | --- |
| 25 GB | $25 | $1.00 | 30 days |
| 50 GB | $50 | $1.00 | 90 days |
| 100 GB | $100 | $1.00 | 90 days |
| 500 GB | $450 | $0.90 | 360 days |
| 1000 GB | $800 | $0.80 | 360 days |

Read live from our plan catalogue, so this table is never out of date. Prices in USD excluding VAT; VAT of 22% applies to card, PayPal and Stripe payments and does not apply to crypto or account-balance payments. Each plan carries the validity window shown — bandwidth is used within that period.

## How to use a QuantumProxies coupon code

1. Create an account or sign in at app.quantumproxies.io — codes are applied at checkout, so you need to be signed in first.
2. Choose your plan from the plans page. Coupons apply to the plan price, and some promotions exclude specific plans; the checkout will tell you if the code does not apply to what you picked.
3. Enter the code in the coupon field in the purchase dialog and apply it. The discount is recalculated into the total before you pay.
4. Pick your payment method. Paying in crypto or from your account balance also removes the 22% VAT, which stacks with the coupon discount.
5. Complete the payment. Proxy access activates automatically — for crypto, as soon as the transaction confirms.

Most proxy coupon pages are affiliate pages: a wall of codes for other people's products, most of them dead, monetised on the click rather than the code. This one is different by construction. It is published by the company whose codes these are, it reads our live promotion settings directly, and it will tell you when there is nothing to claim. That is a less exciting page than a hundred expired codes, and a far more useful one.

## Why there is usually no coupon code here

Because the discount is already in the price. Providers that run permanent 30%-off codes are, in practice, quoting a list price nobody pays. We would rather publish $1.00 per gigabyte and mean it. Promotions do run from time to time and when one does it appears on this page automatically — but the absence of a code is not the absence of a deal, it is the absence of an inflated starting price.

## Third-party QuantumProxies coupon codes

Review sites and partners sometimes publish their own QuantumProxies codes, and some of those are genuine partner arrangements. We cannot vouch for a code we did not issue on a page we do not control, and expired codes tend to sit on coupon aggregators indefinitely. If a code fails at checkout, it has expired or it was never valid; the code on this page is the one we are actively running.

## The biggest discount is the payment method

It is worth being blunt about this because it is larger than most coupon codes: paying in cryptocurrency or from your account balance carries no VAT, while card, PayPal and Stripe payments add 22%. On a $100 order that is a $22 difference, available on every order, with no code and no expiry date. Bitcoin, Ethereum, USDT, Monero and around 300 other coins are supported, activated automatically on confirmation.

## Volume pricing, in plain numbers

Residential Basic is $1.00 per gigabyte from the $5 entry plan all the way to 100 GB. At 500 GB the rate drops to $0.90 per GB and at 1 TB to $0.80 per GB. That $0.80 is below the cheapest advertised residential rate of every provider we compare against on our alternatives pages, and unlike theirs it comes from buying bandwidth rather than committing to a monthly spend.

## How the referral credit works

Every account has a referral link. When someone signs up through it, a 30-day cookie attributes them to you, and you earn 15% of what they spend as credit on your account balance. That balance buys bandwidth and, because balance payments carry no VAT, it goes slightly further than the headline number suggests. Credit is the default; from €50 of accumulated commission you can ask for a cash payout instead, in crypto, PayPal or SEPA transfer. There is no withdraw button: ask us and we check and send each payout by hand.

## What coupons apply to

Coupons apply to the plan price at checkout, and individual promotions can exclude specific plans — a code aimed at residential bandwidth will not necessarily apply to an ISP or IPv6 plan. The checkout resolves this for you: enter the code against the plan you want and it will either apply or tell you it does not. Discounts and the crypto VAT saving stack, since one reduces the subtotal and the other removes the tax on it.

## Frequently Asked Questions

### Does QuantumProxies offer coupon codes?

Yes, from time to time. When a promotion is running, the code is published at the top of this page and applied at checkout. When none is running, this page says so rather than displaying an expired code.

### Where do I enter a QuantumProxies coupon code?

In the coupon field of the purchase dialog at app.quantumproxies.io, after you have signed in and chosen a plan. The total is recalculated before you pay, so you can see the discount applied.

### Are there free proxy coupon codes?

Codes that make proxies free do not exist here, and codes advertised that way elsewhere are usually dead or fabricated. The nearest real equivalent is our entry plan: $5 for 5 GB of residential bandwidth, at $1.00 per gigabyte.

### How do I get cheaper residential proxies without a coupon?

Two ways, both permanent. Pay in cryptocurrency or from your account balance to avoid the 22% VAT that applies to card and PayPal payments, and buy a larger plan — the rate falls from $1.00 per GB to $0.80 per GB at 1 TB.

### Do coupon codes work with crypto payments?

Yes, and the two savings stack. The coupon reduces the plan subtotal and paying in crypto removes the 22% VAT that would otherwise be added to it.

### Does the referral program pay cash?

Both, your choice. The referral program pays 15% of your referrals' spending as credit on your QuantumProxies account balance, which you use to buy bandwidth. From €50 of accumulated commission you can request a cash payout instead, in crypto, PayPal or SEPA bank transfer. There is no withdraw button: ask us and we check and send each payout by hand.

## Related pages

- [Residential Basic proxies from $1/GB](https://quantumproxies.io/residential-basic-proxies)
- [Residential proxy pricing index](https://quantumproxies.io/residential-proxy-pricing)
- [Referral program](https://quantumproxies.io/referral)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Proxy provider alternatives](https://quantumproxies.io/alternatives)


---

# SOCKS5 Proxies – Included on All Plans | QuantumProxies.io

SOCKS5 proxies on residential, datacenter, mobile and IPv6 networks, included with every plan at no extra cost. From $0.50/GB, crypto accepted.

## SOCKS5 Proxies

A SOCKS5 proxy relays raw TCP connections instead of interpreting web requests, which makes it protocol-agnostic: browsers, scrapers, bots, games, messengers — anything that can speak to a socket can ride through it. Every QuantumProxies plan includes SOCKS5 alongside HTTP and HTTPS at no extra charge, on residential, datacenter, mobile, ISP and IPv6 networks.

## What Is a SOCKS5 Proxy?

SOCKS5 is the fifth version of the SOCKS protocol, a session-layer standard that forwards network traffic between client and destination without inspecting it. Where an HTTP proxy understands and rewrites web requests, a SOCKS5 proxy simply opens a tunnel and passes bytes — which means it carries any TCP-based protocol, supports remote DNS resolution so lookups happen at the exit, and authenticates with username and password. The result is a proxy that works with applications HTTP proxies can't handle.

## SOCKS5 vs HTTP Proxies: When the Protocol Matters

For ordinary web scraping through libraries like requests or Scrapy, HTTP(S) proxying is fine and slightly simpler to debug. Choose SOCKS5 when the traffic isn't plain web requests: custom TCP clients, antidetect browser profiles that expect socks5://, tools that need remote DNS to avoid leaking lookups, or applications where you don't want a proxy layer touching headers at all. Performance is equivalent on our network — both protocols exit through the same pools at the same speed, so the choice is purely about compatibility.

## Included Free on Every Plan

Some providers sell SOCKS5 as a separate product or a paid add-on. Here it is a checkbox: the same credentials that authenticate your HTTP proxy work over SOCKS5, on every plan and every network type, at the same per-GB or per-IP price — residential from $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB and ISP proxies from $2.50/IP. Switch protocols by changing the scheme in your connection string, not by buying anything.

## Residential, Datacenter or Mobile SOCKS5 — Picking the Pool

The protocol is only half the decision; the exit network is the other. Residential SOCKS5 proxies give antidetect browsers and automation tools real home IPs with rotating or sticky sessions — the usual pick for multi-account work. Datacenter SOCKS5 is the budget option for high-volume TCP jobs on tolerant targets. Mobile SOCKS5 rides 4G/5G carrier IPs for the platforms that challenge everything else, and IPv6 SOCKS5 handles bulk work on IPv6-ready sites at the lowest rate. All four pools accept the same SOCKS5 handshake.

## Setup: Same Credentials, Different Scheme

Generate a proxy in the dashboard and use the standard host:port:username:password string. In cURL, prefix with socks5h:// to resolve DNS at the exit; in Python requests, set the proxies dict to a socks5h:// URL with requests[socks] installed; in antidetect browsers, select SOCKS5 as the proxy type and paste the same four fields. Rotating and sticky session behavior is identical to HTTP mode, and IP-whitelist authentication works over SOCKS5 too if you prefer credential-free connections.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### What are SOCKS5 proxies used for?

Anything that speaks TCP: web scraping, antidetect and multi-account browsers, sneaker and automation bots, messengers, torrent-free P2P tools and custom clients. Because SOCKS5 doesn't parse the traffic it carries, it works where HTTP proxies can't.

### Is SOCKS5 faster than an HTTP proxy?

On our network they perform the same — both exit through identical pools. SOCKS5 has marginally less protocol overhead, but the real reasons to choose it are compatibility with non-HTTP traffic and remote DNS resolution, not speed.

### Is SOCKS5 more anonymous than HTTP?

SOCKS5 never rewrites or adds headers, so there is no risk of a proxy-inserted header leaking metadata, and remote DNS keeps lookups at the exit IP. Your effective anonymity still depends mostly on the quality of the exit IP — residential and mobile pools score highest.

### Do you charge extra for SOCKS5 access?

No. SOCKS5 is included with every plan — residential, datacenter, mobile, ISP and IPv6 — using the same credentials and the same pricing as HTTP/HTTPS access.

### Can I buy SOCKS5 proxies with crypto?

Yes. Cryptocurrency payments are accepted alongside cards and PayPal, and since SOCKS5 is included on all plans, any plan you buy with crypto is a SOCKS5 plan.

### Do SOCKS5 proxies support IP rotation?

Yes — rotation behaves exactly as it does over HTTP: per-request rotation or sticky sessions on residential, mobile and IPv6 pools, and static dedicated IPs on ISP plans, all over the SOCKS5 protocol.

SOCKS5 here is not a product tier — it's a protocol every plan already speaks. Pick the network that matches your target, flip your connection string to socks5://, and run any TCP application through 90M+ residential IPs, fast datacenter ranges, carrier-grade mobile exits or bulk IPv6 pools.

## Sources

- [RFC 1928: SOCKS Protocol Version 5](https://www.rfc-editor.org/rfc/rfc1928.html)
- [RFC 1929: Username/Password Authentication for SOCKS V5](https://www.rfc-editor.org/rfc/rfc1929.html)
- [SOCKS (Wikipedia)](https://en.wikipedia.org/wiki/SOCKS)
- [SOCKS proxy (everything curl)](https://everything.curl.dev/usingcurl/proxies/socks.html)
- [CONNECT request method (MDN)](https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Methods/CONNECT)


---

# Buy Proxies with Crypto (BTC, ETH, USDT) | QuantumProxies.io

Buy proxies with Bitcoin, Ethereum, USDT and 300+ other cryptocurrencies. No KYC, automatic activation, residential from $0.80/GB, IPv6 from $0.20/GB.

## Buy Proxies with Crypto (BTC, ETH, USDT)

Buying proxies with crypto keeps the last link of your privacy chain intact: the payment itself. Proxies hide your IP address, but a card or PayPal transaction still ties the purchase to your bank identity. At QuantumProxies checkout you can pay with Bitcoin, Ethereum, USDT and 300+ other coins through NOWPayments, a non-custodial payment gateway — and the listed price is exactly what you pay, on every network type from $0.20/GB IPv6 bandwidth to premium residential IPs.

## Why Buy Proxies with Crypto?

A proxy hides your traffic, but a fiat payment still exposes who bought it. Crypto payments carry no name, billing address or card number — the invoice is a wallet address and an amount. Beyond privacy, crypto settles internationally without a bank in the middle: no foreign-transaction fees, no card declines because a proxy purchase looks unusual to your issuer, and the same checkout works from countries card processors don't reach.

## 300+ Cryptocurrencies Accepted — Bitcoin, Ethereum, USDT & More

Checkout runs through NOWPayments, a non-custodial gateway supporting 300+ coins: Bitcoin, Ethereum, USDT and USDC on multiple networks, Solana, Litecoin, Dogecoin, TRON, BNB, TON, Monero and most other coins with a liquid market. You pay from any wallet — an exchange withdrawal, a hardware wallet or a mobile app — by sending the invoiced amount to the address shown. There is no account to create on the gateway and we never take custody of your coins: the payment confirms on-chain and your balance is credited automatically.

## How to Buy Proxies with Crypto

Register with an email address, pick a plan — or top up your account balance — and select Crypto at checkout. The invoice shows a QR code and a deposit address for the coin you choose; send the amount from any wallet. Once the network confirms the transaction, bandwidth appears in your dashboard automatically — typically within minutes on fast chains like TRON or Solana, and after the usual confirmation window for Bitcoin. No manual review, no support ticket.

## No KYC on Any Plan

We never ask for identity documents: an email address is the whole signup, whether you buy 1 GB of Residential Basic or a multi-terabyte IPv6 plan. Some providers advertise crypto payments but still gate residential proxies behind identity verification once the order grows; here the no-KYC policy has no size threshold and no restricted product list. Your account, your wallet, your proxies.

## Buy Residential, SOCKS5, Mobile or Rotating Proxies with Crypto

Every product on the price list can be paid with crypto: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. SOCKS5 is included on every plan at no surcharge, rotation is configurable per request or per sticky session.

## Bitcoin, Ethereum or a Stablecoin — Which Should You Use?

Bitcoin is the most widely held, but confirmations are slower and fees fluctuate — the right choice if BTC is what your wallet holds. Ethereum confirms faster, and ERC20 stablecoins ride the same wallet. If you want the invoice amount and the settled amount to match to the cent, pay with a stablecoin: USDT or USDC on a low-fee network like TRC20 costs a fraction of a dollar to send and is credited at face value. See our dedicated guide to paying with Tether on the buy-proxies-with-USDT page.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need to complete KYC to buy proxies with crypto?

No. An email address is all a QuantumProxies account requires, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold for larger purchases.

### How do I buy proxies with crypto?

Register with an email, choose a plan or a balance top-up, and select Crypto at checkout. You'll get a NOWPayments invoice with a deposit address and QR code; send the amount from any wallet, and your bandwidth is credited automatically once the transaction confirms on-chain.

### Which cryptocurrencies do you accept?

300+ coins through NOWPayments: Bitcoin, Ethereum, USDT, USDC, Solana, Litecoin, Dogecoin, TRON, BNB, TON, Monero and most other liquid coins, with stablecoins available on multiple networks including TRC20 and ERC20.

### Can I buy proxies with Ethereum?

Yes — ETH is one of the most used coins at our checkout. Select Crypto, pick Ethereum on the invoice, and pay from any wallet. ERC20 stablecoins like USDT and USDC work the same way if you prefer a fixed dollar amount.

### Why pay for proxies with crypto instead of a card?

Privacy and reach: a crypto payment carries no name, card number or billing address, works from any country, and settles without a bank in the middle. The listed price is exactly what you pay — nothing extra is added at checkout on crypto payments.

### Is activation instant after a crypto payment?

Bandwidth is credited automatically as soon as the network confirms the transaction — usually a few minutes on fast chains like TRON, Solana or Litecoin, and one to a few confirmations for Bitcoin. No manual review is involved.

### Can I buy residential or SOCKS5 proxies with crypto?

Yes. Every network type — premium residential, Residential Basic, datacenter, mobile, ISP and IPv6 — can be paid with any supported coin, and all of them speak SOCKS5 as well as HTTP/HTTPS at no extra cost.

### What happens if I send slightly less than the invoice amount?

The invoice stays open until the full amount arrives, so you can top it up with a second transfer from the same wallet. If a payment gets stuck partially paid, contact support with the invoice ID and we'll reconcile it.

Crypto checkout is a first-class payment path here, not an afterthought: 300+ coins, no KYC at any plan size, automatic crediting on confirmation, and the full product line — residential, datacenter, mobile, ISP and IPv6 — at the same listed prices card buyers pay. Create an account with an email, pay from any wallet, and your proxies are live minutes later.

## Sources

- [Cryptocurrency (Wikipedia)](https://en.wikipedia.org/wiki/Cryptocurrency)
- [How does Bitcoin work? (Bitcoin.org)](https://bitcoin.org/en/how-it-works)
- [What is Ethereum? (ethereum.org)](https://ethereum.org/what-is-ethereum/)
- [What is Monero (XMR)? (getmonero.org)](https://www.getmonero.org/get-started/what-is-monero/)
- [Bitcoin: A Peer-to-Peer Electronic Cash System (whitepaper)](https://bitcoin.org/bitcoin.pdf)


---

# Buy Proxies with USDT from $0.20/GB | QuantumProxies.io

Buy residential, datacenter, mobile and IPv6 proxies with USDT (Tether) on TRC20, ERC20 and other networks. No KYC, automatic crediting.

## Buy Proxies with USDT from $0.20/GB

USDT is the most practical way to buy proxies with crypto: it's pegged to the dollar, so a $20 plan costs 20 USDT today and tomorrow, and it moves on fast, cheap networks like TRON, where a transfer costs a fraction of a dollar and confirms in seconds. QuantumProxies accepts Tether alongside 300+ other cryptocurrencies, with no KYC at any plan size and proxy prices from $0.20/GB.

## Why Pay for Proxies with a Stablecoin?

Paying a dollar-denominated invoice with a volatile coin means the amount you send is a moving target. USDT removes that: one USDT equals one dollar at checkout, the invoice doesn't drift while you're copying the address, and the amount you send is exactly the value that lands on your balance. You keep everything crypto payments are good at — no card, no bank, no billing address — without the exchange-rate roundtrip.

## TRC20, ERC20 or Another Network — Which to Choose

The invoice lets you pick the network your USDT lives on. TRON (TRC20) is the default for most buyers: fees are a fraction of a dollar and transfers confirm in seconds. ERC20 works from any Ethereum wallet and is the standard option for exchange withdrawals, at a higher gas cost. Additional networks supported by the gateway appear right on the invoice. One rule matters: withdraw on the same network you selected on the invoice, and the deposit is credited automatically.

## How to Buy Proxies with USDT

Create an account with an email address, choose a plan or a balance top-up, and select Crypto at checkout. On the payment page, pick USDT and the network you want; the invoice shows the deposit address, QR code and exact amount. Send it from any wallet or exchange, and the moment the transfer confirms, your bandwidth is credited — no tickets, no manual review, no KYC at any plan size.

## What You Can Buy: Every Proxy Type, Pay per GB

One USDT top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge — what you don't use this month is still there next month.

## USDT vs Bitcoin and Other Coins

If your funds sit in Bitcoin, Ethereum or another coin, the same checkout takes those too — see the buy-proxies-with-crypto page for the full list of 300+ supported currencies. USDT is the right pick when you want dollar-exact accounting and instant, near-free transfers; BTC and ETH make sense when that's simply what you hold and you'd rather not convert first.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### Which USDT network should I use to pay?

TRC20 (TRON) is the cheapest and fastest for most buyers — sub-dollar fees and confirmation in seconds. ERC20 is the safe default when withdrawing from an exchange with an Ethereum wallet. Whichever you pick, send on the same network the invoice specifies.

### Is there any KYC when paying with USDT?

No. Signup is an email address, and there is no identity verification at any plan size, on any proxy type. The no-KYC policy applies to USDT exactly as it does to every other supported coin.

### How fast is activation after a USDT payment?

TRC20 transfers usually confirm in seconds and your bandwidth is credited automatically within minutes. ERC20 takes as long as the current Ethereum block traffic requires — normally a few minutes as well.

### Why buy proxies with USDT instead of Bitcoin?

Price stability and speed. A USDT invoice equals its dollar amount to the cent, transfers on TRC20 cost a fraction of a dollar, and confirmation takes seconds — while BTC amounts drift with the market and confirmations take longer. Both are fully supported; USDT is simply the more predictable of the two.

### Can I buy residential proxies with USDT?

Yes — every product can be paid with Tether: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all of them.

### What if I send the wrong amount?

If you send less than the invoice total, the invoice stays open and you can transfer the difference from the same wallet. If a payment ends up stuck partially paid, contact support with the invoice ID and we'll reconcile it.

If you hold Tether, buying proxies takes three minutes: pick a plan, choose USDT and your network on the invoice, send the exact dollar amount, and the bandwidth is credited automatically on confirmation. Stable pricing, no KYC, no card, and every proxy type on one balance.


---

# Buy Proxies with PayPal from $0.20/GB | QuantumProxies.io

Buy proxies with PayPal, credit or debit card, Apple Pay or Google Pay. Instant activation on residential, datacenter, mobile, ISP and IPv6 plans.

## Buy Proxies with PayPal from $0.20/GB

PayPal is the fastest route from deciding you need proxies to holding a working gateway: no wallet setup, no exchange withdrawal — just the checkout flow you already know. QuantumProxies supports PayPal alongside direct card payments, Apple Pay and Google Pay, on every plan from $0.20/GB IPv6 bandwidth to premium residential proxies with city-level targeting.

## Why Buy Proxies with PayPal?

Familiarity is speed: your payment details are already saved, checkout is two clicks, and repeat top-ups take seconds. PayPal also keeps your card number out of yet another merchant's hands — we only ever see the payment confirmation, not your card. For teams, it means proxies can go on the company PayPal without circulating card details.

## Cards, Apple Pay & Google Pay — No PayPal Account Needed

You don't need a PayPal account to pay: the card option takes any major credit or debit card directly, with 3-D Secure verification when your bank requires it. On supported devices the same checkout offers Apple Pay and Google Pay, so a purchase is a single tap with the card already in your phone's wallet. All card data is handled by the payment processor — it never touches our servers.

## How to Buy Proxies with PayPal

Create an account with an email address, pick the plan you want — or top up your account balance — and choose PayPal at checkout. Approve the payment in the PayPal window (or enter a card, or tap Apple Pay / Google Pay), and the moment it clears, your bandwidth is live in the dashboard. Generate a proxy, plug in the credentials, and you're running within minutes of paying.

## Which Proxies Can You Buy with PayPal?

All of them. Premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan speaks HTTP, HTTPS and SOCKS5 with the same credentials, supports rotating and sticky sessions.

## Prefer Not to Link a Bank? Pay with Crypto Instead

If you'd rather keep the purchase off your bank statement entirely, the same checkout accepts Bitcoin, Ethereum, USDT and 300+ other coins with no KYC — see the buy-proxies-with-crypto page, or the dedicated USDT guide if you hold stablecoins. Balances are identical no matter how you fund them: one wallet, every proxy type.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### How do I buy proxies with PayPal?

Register with an email, choose a plan or a balance top-up, select PayPal at checkout and approve the payment in the PayPal window. Your bandwidth is credited automatically the moment the payment clears — usually within seconds.

### Can I pay by card without a PayPal account?

Yes. The checkout takes major credit and debit cards directly — no PayPal account required — with 3-D Secure verification when your bank asks for it. Card data is handled entirely by the payment processor.

### Do you support Apple Pay and Google Pay?

Yes — on supported devices and browsers, the card checkout offers Apple Pay and Google Pay, so you can complete the purchase with one tap using the card already stored in your phone's wallet.

### Which proxy types can I buy with PayPal?

Every one: premium residential, Residential Basic, datacenter, mobile, ISP and IPv6. Prices start at $0.20/GB for IPv6 and $0.80/GB for residential IPs, SOCKS5 is included on all plans.

### Is activation instant when paying with PayPal?

Yes. PayPal, card and wallet payments clear in real time, and your balance is credited automatically — there's no manual approval step. You can generate working proxy credentials immediately after checkout.

### Is the PayPal checkout secure?

Payments are processed by PayPal's own checkout with 3-D Secure on card transactions where required. We never see or store your card number or bank details — only the payment confirmation.

Whether it's a PayPal balance, a saved card, or a thumbprint on your phone, fiat checkout here is instant and covers the entire catalog: residential, datacenter, mobile. And if you'd rather not involve a bank at all, the crypto checkout is one click away.


---

# Buy Proxies with Bitcoin (BTC) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with Bitcoin (BTC). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with Bitcoin (BTC)

Bitcoin is the coin most of the world already holds, and the default answer to "can I pay without a bank?" — universally supported by every wallet and exchange. At QuantumProxies, Bitcoin is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select BTC and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with Bitcoin?

BTC is the most liquid cryptocurrency there is: whatever exchange, hardware wallet or mobile app your funds sit in, it can send Bitcoin to an invoice without conversion. Like every crypto payment here, a BTC checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with Bitcoin

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose BTC and send the exact amount shown from any wallet or exchange. Confirmation typically takes about 10–60 minutes depending on confirmations, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## BTC Payments: Network, Fees and Confirmation

BTC transfers settle on Bitcoin mainnet; a typical network fee is variable with network congestion and confirmation takes about 10–60 minutes depending on confirmations. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with BTC

One BTC top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

Bitcoin is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with Bitcoin?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a BTC payment take to confirm?

Typically about 10–60 minutes depending on confirmations. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send BTC on?

Bitcoin mainnet. Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with Bitcoin?

Yes — every product can be paid with BTC: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send BTC from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with Ethereum (ETH) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with Ethereum (ETH). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with Ethereum (ETH)

Ethereum is the second-largest cryptocurrency and the home network of most wallets, with faster confirmations than Bitcoin. At QuantumProxies, Ethereum is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select ETH and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with Ethereum?

If your funds live in an Ethereum wallet — MetaMask, a hardware wallet or an exchange account — paying an ETH invoice is one transfer with no bridging or conversion, and it confirms in minutes. Like every crypto payment here, a ETH checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with Ethereum

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose ETH and send the exact amount shown from any wallet or exchange. Confirmation typically takes about 1–5 minutes, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## ETH Payments: Network, Fees and Confirmation

ETH transfers settle on Ethereum mainnet; a typical network fee is variable with network congestion and confirmation takes about 1–5 minutes. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with ETH

One ETH top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

Ethereum is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with Ethereum?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a ETH payment take to confirm?

Typically about 1–5 minutes. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send ETH on?

Ethereum mainnet. Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with Ethereum?

Yes — every product can be paid with ETH: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send ETH from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with Litecoin (LTC) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with Litecoin (LTC). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with Litecoin (LTC)

Litecoin has been the practical payments coin for over a decade: 2.5-minute blocks and fees measured in cents. At QuantumProxies, Litecoin is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select LTC and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with Litecoin?

LTC combines Bitcoin-style reliability with much faster confirmation and near-zero fees, which makes it one of the most efficient ways to pay a small invoice. Like every crypto payment here, a LTC checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with Litecoin

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose LTC and send the exact amount shown from any wallet or exchange. Confirmation typically takes about 5–15 minutes, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## LTC Payments: Network, Fees and Confirmation

LTC transfers settle on Litecoin mainnet; a typical network fee is fractions of a cent and confirmation takes about 5–15 minutes. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with LTC

One LTC top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

Litecoin is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with Litecoin?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a LTC payment take to confirm?

Typically about 5–15 minutes. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send LTC on?

Litecoin mainnet. Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with Litecoin?

Yes — every product can be paid with LTC: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send LTC from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with Monero (XMR) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with Monero (XMR). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with Monero (XMR)

Monero is the reference private-by-design cryptocurrency: amounts, senders and receivers are shielded on-chain. At QuantumProxies, Monero is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select XMR and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with Monero?

If you're buying proxies for privacy, XMR completes the chain — the payment itself is untraceable by design, not just pseudonymous like Bitcoin. Like every crypto payment here, a XMR checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with Monero

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose XMR and send the exact amount shown from any wallet or exchange. Confirmation typically takes about 20 minutes, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## XMR Payments: Network, Fees and Confirmation

XMR transfers settle on Monero mainnet; a typical network fee is fractions of a cent and confirmation takes about 20 minutes. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with XMR

One XMR top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

Monero is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with Monero?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a XMR payment take to confirm?

Typically about 20 minutes. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send XMR on?

Monero mainnet. Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with Monero?

Yes — every product can be paid with XMR: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send XMR from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with Solana (SOL) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with Solana (SOL). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with Solana (SOL)

Solana settles in seconds for a fraction of a cent, and it's the wallet many traders and bot operators already live in. At QuantumProxies, Solana is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select SOL and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with Solana?

SOL payments confirm nearly instantly, so your proxies are live seconds after you hit send — convenient if you run Solana trading or sniping bots and need residential IPs on short notice. Like every crypto payment here, a SOL checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with Solana

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose SOL and send the exact amount shown from any wallet or exchange. Confirmation typically takes a few seconds, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## SOL Payments: Network, Fees and Confirmation

SOL transfers settle on Solana mainnet; a typical network fee is fractions of a cent and confirmation takes a few seconds. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with SOL

One SOL top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

Solana is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with Solana?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a SOL payment take to confirm?

Typically a few seconds. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send SOL on?

Solana mainnet. Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with Solana?

Yes — every product can be paid with SOL: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send SOL from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with Dogecoin (DOGE) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with Dogecoin (DOGE). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with Dogecoin (DOGE)

Dogecoin is fast, cheap and everywhere: one-minute blocks, tiny fees and support in virtually every exchange and wallet. At QuantumProxies, Dogecoin is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select DOGE and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with Dogecoin?

DOGE moves quickly and costs almost nothing to send, which makes it a perfectly practical way to pay a proxy invoice — meme status notwithstanding. Like every crypto payment here, a DOGE checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with Dogecoin

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose DOGE and send the exact amount shown from any wallet or exchange. Confirmation typically takes about 5–15 minutes, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## DOGE Payments: Network, Fees and Confirmation

DOGE transfers settle on Dogecoin mainnet; a typical network fee is typically well under a dollar and confirmation takes about 5–15 minutes. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with DOGE

One DOGE top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

Dogecoin is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with Dogecoin?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a DOGE payment take to confirm?

Typically about 5–15 minutes. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send DOGE on?

Dogecoin mainnet. Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with Dogecoin?

Yes — every product can be paid with DOGE: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send DOGE from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with TRON (TRX) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with TRON (TRX). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with TRON (TRX)

TRON is the busiest payment rail in crypto — the network most USDT actually moves on — with sub-second finality and negligible fees. At QuantumProxies, TRON is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select TRX and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with TRON?

TRX transfers confirm in seconds and cost fractions of a cent, so the invoice clears and your bandwidth is credited almost as fast as you can switch tabs. Like every crypto payment here, a TRX checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with TRON

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose TRX and send the exact amount shown from any wallet or exchange. Confirmation typically takes a few seconds, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## TRX Payments: Network, Fees and Confirmation

TRX transfers settle on TRON (TRC20); a typical network fee is fractions of a cent and confirmation takes a few seconds. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with TRX

One TRX top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

TRON is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with TRON?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a TRX payment take to confirm?

Typically a few seconds. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send TRX on?

TRON (TRC20). Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with TRON?

Yes — every product can be paid with TRX: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send TRX from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with BNB (Binance Coin) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with BNB (Binance Coin). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with BNB (Binance Coin)

BNB rides the BNB Smart Chain (BEP20) — the low-fee network Binance users already hold funds on. At QuantumProxies, BNB is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select BNB and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with BNB?

If your funds sit on Binance, paying with BNB over BEP20 is the shortest path: cheap withdrawal, seconds to confirm, no conversion step. Like every crypto payment here, a BNB checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with BNB

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose BNB and send the exact amount shown from any wallet or exchange. Confirmation typically takes a few seconds, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## BNB Payments: Network, Fees and Confirmation

BNB transfers settle on BNB Smart Chain (BEP20); a typical network fee is typically well under a dollar and confirmation takes a few seconds. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with BNB

One BNB top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

BNB is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with BNB?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a BNB payment take to confirm?

Typically a few seconds. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send BNB on?

BNB Smart Chain (BEP20). Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with BNB?

Yes — every product can be paid with BNB: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send BNB from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with Toncoin (TON) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with Toncoin (TON). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with Toncoin (TON)

Toncoin is the Telegram-native coin: seconds to settle, minimal fees, and a wallet already inside the app millions use daily. At QuantumProxies, Toncoin is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select TON and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with Toncoin?

If you hold TON in Telegram's wallet, paying an invoice is a two-tap transfer that confirms in seconds — no exchange account needed. Like every crypto payment here, a TON checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with Toncoin

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose TON and send the exact amount shown from any wallet or exchange. Confirmation typically takes a few seconds, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## TON Payments: Network, Fees and Confirmation

TON transfers settle on The Open Network (TON); a typical network fee is fractions of a cent and confirmation takes a few seconds. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with TON

One TON top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

Toncoin is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with Toncoin?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a TON payment take to confirm?

Typically a few seconds. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send TON on?

The Open Network (TON). Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with Toncoin?

Yes — every product can be paid with TON: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send TON from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with USD Coin (USDC) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with USD Coin (USDC). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with USD Coin (USDC)

USD Coin is the regulated dollar stablecoin: one USDC is one dollar, on Ethereum, TRON, Solana and most major networks. At QuantumProxies, USD Coin is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select USDC and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with USD Coin?

A USDC invoice equals its dollar amount to the cent — no volatility between checkout and confirmation — and you can send it on whichever supported network is cheapest for you. Like every crypto payment here, a USDC checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with USD Coin

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose USDC and send the exact amount shown from any wallet or exchange. Confirmation typically takes about 1–5 minutes, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## USDC Payments: Network, Fees and Confirmation

USDC transfers settle on ERC20, TRC20, Solana and more; a typical network fee is typically well under a dollar and confirmation takes about 1–5 minutes. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with USDC

One USDC top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

USD Coin is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with USD Coin?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a USDC payment take to confirm?

Typically about 1–5 minutes. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send USDC on?

ERC20, TRC20, Solana and more. Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with USD Coin?

Yes — every product can be paid with USDC: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send USDC from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with XRP (Ripple) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with XRP (Ripple). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with XRP (Ripple)

XRP settles on the XRP Ledger in 3–5 seconds with fees of a fraction of a cent — built for payments from day one. At QuantumProxies, XRP is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select XRP and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with XRP?

XRP is one of the fastest ways to clear an invoice: near-instant finality, negligible fees, and wide support across exchanges for direct withdrawals. Like every crypto payment here, a XRP checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with XRP

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose XRP and send the exact amount shown from any wallet or exchange. Confirmation typically takes a few seconds, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## XRP Payments: Network, Fees and Confirmation

XRP transfers settle on XRP Ledger; a typical network fee is fractions of a cent and confirmation takes a few seconds. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with XRP

One XRP top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

XRP is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [Cardano (ADA)](https://quantumproxies.io/buy-proxies-with-cardano)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with XRP?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a XRP payment take to confirm?

Typically a few seconds. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send XRP on?

XRP Ledger. Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with XRP?

Yes — every product can be paid with XRP: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send XRP from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Proxies with Cardano (ADA) | QuantumProxies.io

Pay for residential, datacenter, mobile and IPv6 proxies with Cardano (ADA). No KYC, automatic activation on confirmation, prices from $0.20/GB.

## Buy Proxies with Cardano (ADA)

Cardano is a proof-of-stake network with predictable, low fees and confirmation in a couple of minutes. At QuantumProxies, Cardano is one of 300+ cryptocurrencies accepted through NOWPayments, a non-custodial payment gateway: pick a plan, choose Crypto at checkout, select ADA and pay from any wallet — the listed price is exactly what you pay.

## Why Pay for Proxies with Cardano?

If ADA is what you hold, there's no need to convert first — the invoice takes Cardano directly and your balance is credited at the dollar value of the payment. Like every crypto payment here, a ADA checkout carries no name, card number or billing address — the invoice is a deposit address and an amount, and the purchase stays off your bank statement.

## How to Buy Proxies with Cardano

Create an account with an email address, pick a plan or a balance top-up, and select Crypto at checkout. On the invoice, choose ADA and send the exact amount shown from any wallet or exchange. Confirmation typically takes about 1–5 minutes, and your bandwidth is credited automatically — no manual review, no KYC at any plan size.

## ADA Payments: Network, Fees and Confirmation

ADA transfers settle on Cardano mainnet; a typical network fee is typically well under a dollar and confirmation takes about 1–5 minutes. Send on the same network the invoice specifies and the deposit is credited at face value. If you send slightly less than the invoiced amount, the invoice stays open for a second transfer — and support can reconcile a stuck payment from the invoice ID.

## What You Can Buy with ADA

One ADA top-up unlocks the whole catalog: premium residential proxies with city-level targeting at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile 4G/5G bandwidth, and dedicated ISP IPs at $2.50 per IP per month. Every plan includes SOCKS5 alongside HTTP/HTTPS at no surcharge.

## Other Ways to Pay

Cardano is one of 300+ coins our checkout accepts — Bitcoin, Ethereum, USDT, USDC and most liquid markets are all first-class options. Browse the full guide on the buy-proxies-with-crypto page, see the dedicated Tether guide if you hold stablecoins, or check out with PayPal, cards, Apple Pay and Google Pay if you'd rather pay in fiat.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## Pay with Your Favorite Coin

Dedicated guides for the most used cryptocurrencies at our checkout — and 300+ more coins are accepted the same way.

- [Bitcoin (BTC)](https://quantumproxies.io/buy-proxies-with-bitcoin)
- [Ethereum (ETH)](https://quantumproxies.io/buy-proxies-with-ethereum)
- [Litecoin (LTC)](https://quantumproxies.io/buy-proxies-with-litecoin)
- [Monero (XMR)](https://quantumproxies.io/buy-proxies-with-monero)
- [Solana (SOL)](https://quantumproxies.io/buy-proxies-with-solana)
- [Dogecoin (DOGE)](https://quantumproxies.io/buy-proxies-with-dogecoin)
- [TRON (TRX)](https://quantumproxies.io/buy-proxies-with-tron)
- [BNB (Binance Coin)](https://quantumproxies.io/buy-proxies-with-bnb)
- [Toncoin (TON)](https://quantumproxies.io/buy-proxies-with-ton)
- [USD Coin (USDC)](https://quantumproxies.io/buy-proxies-with-usdc)
- [XRP (Ripple)](https://quantumproxies.io/buy-proxies-with-xrp)
- [Tether (USDT)](https://quantumproxies.io/buy-proxies-with-usdt)

## Frequently Asked Questions

### Do I need KYC to buy proxies with Cardano?

No. An email address is the whole signup, at any plan size and on every product — residential, datacenter, mobile, ISP and IPv6. There is no identity-verification threshold.

### How long does a ADA payment take to confirm?

Typically about 1–5 minutes. Bandwidth is credited automatically as soon as the network confirms the transaction — no manual review is involved.

### Which network should I send ADA on?

Cardano mainnet. Always send on the network selected on the invoice; the deposit is then credited automatically at face value.

### Can I buy residential proxies with Cardano?

Yes — every product can be paid with ADA: premium residential at $2.50/GB, Residential Basic from $0.80/GB, datacenter from $0.50/GB, IPv6 from $0.20/GB, mobile bandwidth and dedicated ISP IPs. SOCKS5 is included on all plans.

### Can I pay the invoice with a different coin?

Each invoice is bound to the currency you select when opening it. If you change your mind, let it expire and open a new one with the right coin — or contact support with the invoice ID.

Send ADA from any wallet and get working proxies minutes later: no KYC, no card, and every network type — residential, datacenter, mobile, ISP and IPv6 — on one balance.


---

# Buy Datacenter Proxies – From $0.50/GB | QuantumProxies.io

Fast datacenter proxies with 1 Gbps+ speeds, rotating or dedicated IPs and unlimited concurrent sessions. Pay per GB from $0.50, trial plan available.

## Buy Datacenter Proxies

Datacenter proxies are IP addresses hosted on servers in commercial data centers rather than assigned by consumer ISPs. They are the fastest and cheapest proxy type — 1 Gbps+ connections from $0.50/GB — making them the right tool for high-volume scraping, SEO tools and automation on targets that don't aggressively block server IPs.

## What Are Datacenter Proxies?

What are data center proxies? Datacenter proxies (or proxy data center) are IP addresses hosted on servers in data centers—not tied to ISPs. They deliver blazing-fast, stable connections for bulk scraping, SEO, and load testing. A data center proxy server sits between your device and the internet, routing traffic through powerful cloud infrastructure. How do data center proxies work? They route your requests through datacenter IPs, making your traffic appear to originate from server locations. Unlike residential IPs, these are faster and more affordable.

### Understanding the Basics

Datacenter proxies typically consist of IP addresses generated by powerful servers located in data centers. The term 'datacenter proxies' (or data center proxies) refers to proxies hosted on data center infrastructure. A proxy server in data center offers anonymity and speed, ideal for businesses needing efficient handling of large data sets.

### How Do Data Center Proxies Work?

How do data center proxies work? Your traffic is routed through a data center proxy server—an intermediary that forwards requests from datacenter IP addresses. This provides faster speeds than residential connections and works well with tools requiring high throughput, such as sneaker bot data center proxy setups, scraping, and API automation. Compatibility with data center proxies is excellent for most automation frameworks.

### Data Center Proxy Server

A data center proxy server is a server deployed in a data center that acts as a proxy. What does a data center proxy look like? It typically appears as an IP address from cloud providers (AWS, DigitalOcean, Vultr, Linode) or enterprise datacenters. You connect via HTTP, HTTPS, or SOCKS5 using host:port and authentication.

## Benefits of Using Datacenter Proxies

The use of datacenter proxies presents numerous advantages for businesses. Not only do they offer enhanced speed and performance, but they also provide a cost-effective alternative to residential premium proxies. This makes them a preferred choice for companies that need to process large volumes of data efficiently.

### Speed and Performance

Datacenter proxies are renowned for their speed, which is crucial for businesses engaged in tasks such as web scraping and competitive analysis. Their ability to handle multiple requests simultaneously without compromising on speed makes them indispensable in high-demand scenarios.

### Cost-Effectiveness

Compared to residential premium proxies, datacenter proxies are significantly more affordable, providing businesses with a cost-effective solution for their proxy needs. This affordability, coupled with their performance benefits, makes them an attractive option for companies of all sizes.

## Data Center Proxies vs Residential: Difference Explained

Data center proxies vs residential proxies—what's the difference? The difference between data center and residential proxies is significant. Residential proxies vs data center: residential IPs come from real ISPs (homes), while data center proxies come from cloud servers. Data center vs residential proxies: datacenter is faster and cheaper; residential offers more anonymity. Residential vs data center proxies: choose datacenter for bulk scraping, SEO, sneaker bots; choose residential for ad verification, geo-restricted content, and anti-bot-heavy sites. Residential IPs vs data center proxies: residential IPs are harder to detect but slower.

### Difference Between Data Center and Residential Proxies

The key difference between data center and residential proxies: datacenter proxies originate from data center infrastructure (cloud servers), while residential proxies use IPs from real homes. Data center vs residential proxies: datacenter = speed + low cost; residential = anonymity + legitimacy. Residential and data center proxy plans can be combined—use datacenter for heavy automation, residential for sensitive tasks.

### When to Choose Datacenter vs Residential

Residential proxy or data center proxy? Use data center proxies for web scraping at scale, SEO monitoring, load testing, sneaker bot data center proxy provider setups (Vultr, AWS, DigitalOcean, Linode), best data center scraping proxies, data center proxies Shopify, and data center proxies VA (Virginia). Use residential for social media, ad verification, and geo-blocked content.

## Use Cases for Datacenter Proxies

Datacenter proxies are versatile tools with applications across various industries. They are particularly useful in SEO activities, data scraping, and analysis, where speed and reliability are paramount.

### Applications in SEO

SEO professionals use datacenter proxies for tasks like rank tracking, keyword analysis, and competitive research. The speed and reliability of datacenter proxies ensure that these tasks are completed efficiently.

### Data Scraping and Analysis

For businesses engaged in data scraping, datacenter proxies provide the necessary infrastructure to collect vast amounts of data without facing IP bans or slowdowns, facilitating smoother data analysis processes.

## Cheap Data Center Proxy & Data Center Rotating Proxies

Looking for a cheap data center proxy? Quantum Proxies offers affordable datacenter proxies from $2.50/IP. Data center rotating proxies automatically rotate IPs per request—ideal for scraping and avoiding blocks. Best data center proxies combine speed, reliability, and value. We provide data center proxies for scraping, sneaker bots, SEO tools, and more. UK data center proxies, data center proxies VA (Virginia), and north carolina data center proxies available.

### Cheap Data Center Proxy

A cheap data center proxy doesn't mean low quality. We offer cost-effective datacenter proxies with high speed and reliability. Buy data center proxies from Quantum Proxies with flexible plans—shared or dedicated, pay-per-GB or unlimited. Free data center proxies exist for testing, but for production we recommend our affordable paid plans.

### Data Center Rotating Proxies

Data center rotating proxies change your IP on each request or at set intervals. This minimizes block risk when scraping or running automation. Our rotating datacenter proxies work with major frameworks and sneaker bot data center proxy provider integrations. Best data center scraping proxies often use rotation for large-scale collection.

### Best Data Center Proxies

The best data center proxies offer speed, uptime, and compatibility. Quantum Proxies provides datacenter proxies compatible with sneaker bots, Shopify scraping, and SEO tools. Data center proxy server options include HTTP, HTTPS, SOCKS5. Monthly virginia data center proxies, data center proxies va, and UK data center proxies available for geo-specific needs.

## Buy Data Center Proxies & How to Create Data Center Proxies

Want to buy data center proxies? Quantum Proxies makes it easy—sign up, choose a plan, and get instant access. How to make data center proxies or how to create data center proxies? You can build your own by renting servers from Vultr, AWS, DigitalOcean, or Linode and configuring proxy software—but it's complex. Easier: buy data center proxies from a provider. Make your own data center proxies requires server management skills; we handle that for you.

### Where to Buy Data Center Proxies

Buy data center proxies from Quantum Proxies for instant setup, 24/7 support, and reliable infrastructure. We offer data center proxy server access via API and dashboard. Best for: web scraping, sneaker bot data center proxy provider setups, SEO monitoring, load testing. No need to make your own data center proxies—we provide ready-to-use solutions.

### How to Make or Create Data Center Proxies

How to make data center proxies or how to create data center proxies: rent a VPS (Vultr, AWS, DigitalOcean, Linode), install proxy software (Squid, 3proxy, etc.), configure authentication. Make your own data center proxies is possible but time-consuming—maintenance, IP rotation, and scaling add complexity. Most users prefer to buy data center proxies from a provider like Quantum Proxies for simplicity.

## Rotating, Shared and Dedicated Datacenter Proxies

Rotating datacenter proxies switch your exit IP on every request, spreading load across multiple /24 subnets so a single range ban never stops the job — ideal for crawling and bulk data collection. Static dedicated options keep the same IP for as long as you need it, which suits session-based work and tools that expect a stable address. Shared pools cost less and are fine for low-sensitivity targets; dedicated IPs are exclusively yours, so their reputation depends only on your own traffic. All variants speak HTTP, HTTPS and SOCKS5 and authenticate by credentials or IP whitelist.

## Datacenter Proxy Pricing: Pay Per GB, Never Per Seat

Datacenter bandwidth is billed per gigabyte, starting at $0.50/GB on volume plans, with a low-cost 10 GB trial plan to validate your targets before committing. There are no per-seat licenses, no thread limits and no expiry on purchased traffic. Because datacenter gigabytes cost a fraction of residential ones, the most efficient setups route high-volume, low-protection targets through datacenter IPs and reserve residential or mobile IPs for the hard targets — you can run both from the same dashboard and API key.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## What Are Datacenter Proxies?

IPs hosted on cloud servers, not linked to ISPs, offering blazing-fast connections for high-volume tasks.

### Pros

- Blazing-fast speeds for high-volume operations
- Cost-effective for large-scale operations
- Unlimited bandwidth options available

### Cons

- Easier to detect and block (common in blacklists)
- Less anonymity compared to residential IPs
- May not work with services that have strict anti-bot measures

## Use Cases

### Bulk Data Scraping

Perfect for high-volume data collection such as price comparison sites or market research.

### SEO Monitoring

Track search engine rankings at scale across different locations and keywords.

### Load Testing

Test your applications under high traffic conditions from multiple IP addresses.

## Technical Specifications

|  |  |
| --- | --- |
| Protocols | HTTP / HTTPS / SOCKS5 |
| Authentication | Username:Password or IP Whitelist |
| IP Pool | Shared & dedicated datacenter IPs |
| Geo-Targeting | Country-level selection |
| Session Types | Rotating (per-request) or Static (dedicated) |
| Concurrent Sessions | Unlimited |
| Speed | 1 Gbps+ per connection — no throttling |
| Latency | <50ms average response time |
| Billing | Pay-per-GB from $0.50/GB |
| Subnet Diversity | Multiple /24 subnets to avoid range bans |
| Dashboard | Real-time usage stats & IP management |
| Uptime | 99.9% guaranteed uptime SLA |

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### What are data center proxies?

Data center proxies (or datacenter proxies) are IP addresses hosted on servers in data centers—not tied to internet service providers (ISPs). They deliver blazing-fast connections for web scraping, SEO monitoring, load testing, and sneaker bots. A data center proxy server routes your traffic through cloud infrastructure, offering speed and cost-effectiveness.

### How do data center proxies work?

Data center proxies work by routing your requests through a proxy server in a data center. Your traffic appears to come from datacenter IP addresses (e.g., from AWS, DigitalOcean, Vultr, Linode) instead of your real IP. This provides faster speeds and lower costs than residential proxies, with excellent compatibility for automation and scraping.

### What is the difference between data center and residential proxies?

The difference between data center and residential proxies: data center proxies come from cloud servers (faster, cheaper), while residential proxies use IPs from real homes (more anonymous, harder to detect). Data center vs residential proxies: choose datacenter for bulk scraping, SEO, sneaker bots; residential for ad verification and anti-bot-heavy sites.

### Are there free data center proxies?

Free data center proxies exist for testing, but they often have limited bandwidth, slow speeds, and unreliable uptime. For production use—web scraping, sneaker bots, SEO—we recommend buying data center proxies from a provider like Quantum Proxies for reliability, support, and performance.

### What are datacenter proxies used for?

Datacenter proxies are used for tasks requiring high-speed data access, such as web scraping, SEO monitoring, and load testing. Their speed and cost-effectiveness make them ideal for large-scale operations, sneaker bot data center proxy setups, best data center scraping proxies, and data center proxies for Shopify.

### What are data center rotating proxies?

Data center rotating proxies automatically change your IP address per request or at set intervals. They minimize block risk when scraping or running automation. Quantum Proxies offers data center rotating proxies compatible with sneaker bots, scraping frameworks, and major automation tools.

### Where can I buy data center proxies?

You can buy data center proxies from Quantum Proxies. We offer cheap data center proxy plans from $2.50/IP, data center proxy server access via API, and options for UK data center proxies, data center proxies VA (Virginia), and more. No need to make your own data center proxies—instant setup with 24/7 support.

### Are datacenter proxies legal to use?

Yes, using datacenter proxies is legal as long as they are used in compliance with applicable laws and regulations. It's important to respect privacy and data protection standards when using proxies.

### Can datacenter proxies be used for social media automation?

Yes, datacenter proxies can be used for social media automation, but it's essential to ensure compliance with the terms of service of the social media platforms to avoid any potential issues.

### What factors should I consider when buying datacenter proxies?

When buying datacenter proxies, consider factors such as speed, bandwidth, IP pool size, compatibility with data center proxies for your tools, and the provider's reputation for reliability and customer support.

### What does pay-per-GB datacenter pricing mean?

You buy bandwidth, not IP seats or threads: every gigabyte of traffic through the proxy counts against your balance, starting at $0.50/GB on volume plans. Which makes per-GB pricing cheaper than monthly subscriptions for most workloads.

### Can I try datacenter proxies before buying a large plan?

Yes — there is a 10 GB datacenter trial plan for $8, enough to benchmark speed and test whether your target sites accept datacenter IPs before you commit to a volume plan.

### When should I use datacenter proxies instead of residential?

Use datacenter proxies when speed and cost per GB matter more than stealth: SERP tools, uptime monitoring, scraping sites with light bot protection, or internal load testing. If the target blocks server IP ranges or fingerprints heavily, switch those requests to residential or mobile IPs.

Datacenter proxies (data center proxies) offer unparalleled speed and efficiency for businesses. Buy data center proxies from Quantum Proxies for web scraping, SEO monitoring, sneaker bots, and load testing. Whether you need cheap data center proxies, data center rotating proxies, or a data center proxy server—we provide the best data center proxies with UK data center proxies, Virginia (VA) locations, and compatibility with Shopify, sneaker bots, and major cloud providers. Understand the difference between data center and residential proxies and choose the right solution. Visit our pricing page to get started.

## Sources

- [Data center (Wikipedia)](https://en.wikipedia.org/wiki/Data_center)
- [Autonomous system (Wikipedia)](https://en.wikipedia.org/wiki/Autonomous_system_(Internet))
- [RFC 9110: HTTP Semantics](https://www.rfc-editor.org/rfc/rfc9110.html)
- [X-Forwarded-For header (MDN)](https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Headers/X-Forwarded-For)
- [Scrapy: Downloader Middleware](https://docs.scrapy.org/en/latest/topics/downloader-middleware.html)


---

# Buy Mobile Proxies – Real 4G/5G IPs | QuantumProxies.io

Mobile proxies on real 4G/5G carrier IPs, trusted by Instagram, TikTok and every major platform. Rotating or sticky sessions from $2.50/GB at volume.

## Buy Mobile Proxies

Mobile proxies route your traffic through real 4G and 5G smartphone connections, so target platforms see a genuine mobile carrier IP — the most trusted address type on the internet. Ours start at $5 for 1 GB and drop to $2.50/GB at volume, with rotating or sticky sessions and country, region, city and carrier-level targeting.

## What Are Mobile Proxies?

What is a mobile proxy? Mobile proxies route traffic through real mobile carrier IPs—4G and 5G networks. Mobile proxy for Instagram, mobile proxies for instagram, and 4g mobile proxies for instagram are popular for social media. Best mobile proxies offer rotating mobile proxies or dedicated mobile proxy. Buy mobile proxy and mobile proxy buy from providers with mobile proxies usa, mobile proxy usa, uk mobile proxy. Mobile residential proxies and residential mobile proxy blend mobile authenticity with residential trust.

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## Why Mobile IPs Are the Hardest to Block

Mobile carriers use CGNAT (carrier-grade NAT), which puts hundreds or thousands of real subscribers behind every single public IP address. If a platform banned one of those IPs, it would lock out crowds of legitimate customers at once — so platforms treat mobile ranges with extreme leniency. That structural trust is why mobile proxies keep working on Instagram, TikTok and other aggressive platforms where datacenter IPs are blocked instantly and even residential IPs get challenged. Rotation makes it stronger still: each new session can surface on a different carrier IP, indistinguishable from normal phone traffic.

## Mobile vs Residential Proxies: Which Do You Need?

Both types use real ISP-assigned addresses, but they solve different problems. Residential proxies give you a huge pool — 90M+ IPs in 200+ countries — with pinpoint city-level targeting, ideal for scraping and verification at scale. Mobile proxies offer a smaller pool with a higher trust ceiling: CGNAT-shared carrier IPs that survive on the platforms that challenge everything else. The practical rule: social media account work and mobile-app testing go to mobile proxies; broad data collection goes to residential; and if a residential setup starts hitting challenges on a hard target, moving just that traffic to mobile usually fixes it.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## What Are Mobile Proxies?

IPs routed through mobile devices using 3G/4G/5G networks, offering genuine mobile carrier IP addresses.

### Pros

- Extremely low block rates (IPs rotate frequently)
- Ideal for mobile-specific tasks and applications
- Perfect for social media platforms with strict security

### Cons

- Higher cost compared to other proxy types
- Variable speeds depending on carrier and location
- Limited control over IP rotation timing

## Use Cases

### Social Media Management

Manage Instagram, TikTok, and other social accounts with the most authentic IP signatures.

### Mobile App Testing

Test how your mobile apps perform across different carriers and geographic locations.

### Mobile Web Scraping

Access mobile-optimized websites and APIs that require genuine mobile IP addresses.

## Technical Specifications

|  |  |
| --- | --- |
| Protocols | HTTP / HTTPS / SOCKS5 |
| Authentication | Username:Password or IP Whitelist |
| Network Type | Real 4G/LTE/5G mobile carrier connections |
| Geo-Targeting | Country, region, city and carrier-level selection |
| Session Types | Rotating (per-request) or Sticky (up to 24 h) |
| Concurrent Sessions | Unlimited |
| Bandwidth | Pay-per-GB — no speed cap |
| IP Rotation | Automatic or on-demand via API |
| Trust Level | Carrier-grade IPs shared via CGNAT |
| Use with | Instagram, TikTok, Facebook, sneaker bots, any app |
| Dashboard | Real-time usage, session control, IP info |
| Uptime | 99.9% guaranteed uptime SLA |

## More mobile proxies

- [Algeria Mobile Proxies](https://quantumproxies.io/mobile-proxies/algeria) — Algeria mobile proxies with real 4G/5G IPs from Algerie Telecom, ATM and Optimum Telecom. From $5 for 1 GB, valid 90 days. Region, city and carrier targeting.
- [Australia Mobile Proxies](https://quantumproxies.io/mobile-proxies/australia) — Australia mobile proxies with real 4G/5G IPs from Optus, Telstra and Vodafone. From $5 for 1 GB, valid 90 days. 5 regions, 5 cities, sticky up to 24 h.
- [Belarus Mobile Proxies](https://quantumproxies.io/mobile-proxies/belarus) — Belarus mobile proxies with real 4G/5G IPs from MTS, Best and A1. From $5 for 1 GB, valid 90 days. 6 regions, 11 cities, sticky up to 24 h.
- [Brazil Mobile Proxies](https://quantumproxies.io/mobile-proxies/brazil) — Brazil mobile proxies with real 4G/5G IPs from Claro, Vivo and TIM. From $5 for 1 GB, valid 90 days. 12 regions, 14 cities, sticky up to 24 h.
- [Canada Mobile Proxies](https://quantumproxies.io/mobile-proxies/canada) — Canada mobile proxies with real 4G/5G IPs from Telus Communications, Bell and Rogers. From $5 for 1 GB, valid 90 days. 6 regions, 19 cities, sticky up to 24 h.
- [Chile Mobile Proxies](https://quantumproxies.io/mobile-proxies/chile) — Chile mobile proxies with real 4G/5G IPs from Movistar, WOM and Claro. From $5 for 1 GB, valid 90 days. 7 regions, 7 cities, sticky up to 24 h.
- [Colombia Mobile Proxies](https://quantumproxies.io/mobile-proxies/colombia) — Colombia mobile proxies with real 4G/5G IPs from Claro, Movistar and Tigo. From $5 for 1 GB, valid 90 days. 5 regions, 5 cities, sticky up to 24 h.
- [Egypt Mobile Proxies](https://quantumproxies.io/mobile-proxies/egypt) — Egypt mobile proxies with real 4G/5G IPs from Orange, Vodafone and E&. From $5 for 1 GB, valid 90 days. 6 regions, 7 cities, sticky up to 24 h.
- [France Mobile Proxies](https://quantumproxies.io/mobile-proxies/france) — France mobile proxies with real 4G/5G IPs from SFR, Free and Bouygues Telecom. From $5 for 1 GB, valid 90 days. 4 regions, 6 cities, sticky up to 24 h.
- [Germany Mobile Proxies](https://quantumproxies.io/mobile-proxies/germany) — Germany mobile proxies with real 4G/5G IPs from O2, Telekom and Vodafone. From $5 for 1 GB, valid 90 days. Region, city, carrier targeting, sticky up to 24 h.
- [India Mobile Proxies](https://quantumproxies.io/mobile-proxies/india) — India mobile proxies with real 4G/5G IPs from Jio, Airtel, Vi and BSNL. From $5 for 1 GB, valid 90 days. State, city and carrier targeting, sticky up to 24 h.
- [Indonesia Mobile Proxies](https://quantumproxies.io/mobile-proxies/indonesia) — Indonesia mobile proxies with real 4G/5G IPs from Telkomsel, Indosat and XL Axiata. From $5 for 1 GB, valid 90 days. 28 regions, 47 cities, sticky up to 24 h.
- [Iraq Mobile Proxies](https://quantumproxies.io/mobile-proxies/iraq) — Iraq mobile proxies with real 4G/5G carrier IPs. From $5 for 1 GB, valid 90 days. 6 regions, 8 cities, sticky sessions up to 24 h.
- [Israel Mobile Proxies](https://quantumproxies.io/mobile-proxies/israel) — Israel mobile proxies with real 4G/5G IPs from Partner Communications and Pelephone. From $5 for 1 GB, valid 90 days. 3 regions, 8 cities, sticky up to 24 h.
- [Italy Mobile Proxies](https://quantumproxies.io/mobile-proxies/italy) — Italy mobile proxies with real 4G/5G IPs from Vodafone, TIM and Fastweb. From $5 for 1 GB, valid 90 days. 13 regions, 27 cities, sticky up to 24 h.
- [Japan Mobile Proxies](https://quantumproxies.io/mobile-proxies/japan) — Japan mobile proxies with real 4G/5G IPs from NTT Docomo Business and au One Net. From $5 for 1 GB, valid 90 days. 9 regions, 9 cities, sticky up to 24 h.
- [Kazakhstan Mobile Proxies](https://quantumproxies.io/mobile-proxies/kazakhstan) — Kazakhstan mobile proxies with real 4G/5G IPs from Tele2, Kazakhtelecom and Beeline. From $5 for 1 GB, valid 90 days. 18 regions, 18 cities, sticky up to 24 h.
- [Malaysia Mobile Proxies](https://quantumproxies.io/mobile-proxies/malaysia) — Malaysia mobile proxies with real 4G/5G IPs from CelcomDigi and Maxis Communications. From $5 for 1 GB, valid 90 days. 6 regions, 11 cities, sticky up to 24 h.
- [Morocco Mobile Proxies](https://quantumproxies.io/mobile-proxies/morocco) — Morocco mobile proxies with real 4G/5G IPs from Inwi, Orange and Maroc Telecom. From $5 for 1 GB, valid 90 days. 7 regions, 9 cities, sticky up to 24 h.
- [Nigeria Mobile Proxies](https://quantumproxies.io/mobile-proxies/nigeria) — Nigeria mobile proxies with real 4G/5G IPs from Airtel Networks, MTN and Globacom. From $5 for 1 GB, valid 90 days. 6 regions, 6 cities, sticky up to 24 h.
- [Pakistan Mobile Proxies](https://quantumproxies.io/mobile-proxies/pakistan) — Pakistan mobile proxies with real 4G/5G carrier IPs. From $5 for 1 GB, valid 90 days. 3 regions, 8 cities, sticky sessions up to 24 h.
- [Peru Mobile Proxies](https://quantumproxies.io/mobile-proxies/peru) — Peru mobile proxies with real 4G/5G IPs from Claro, Movistar and Bitel. From $5 for 1 GB, valid 90 days. 7 regions, 7 cities, sticky up to 24 h.
- [Philippines Mobile Proxies](https://quantumproxies.io/mobile-proxies/philippines) — Philippines mobile proxies with real 4G/5G carrier IPs. From $5 for 1 GB, valid 90 days. 11 regions, 36 cities, sticky sessions up to 24 h.
- [Poland Mobile Proxies](https://quantumproxies.io/mobile-proxies/poland) — Poland mobile proxies with real 4G/5G IPs from T-Mobile, Orange and Play. From $5 for 1 GB, valid 90 days. 16 regions, 40 cities, sticky up to 24 h.
- [Romania Mobile Proxies](https://quantumproxies.io/mobile-proxies/romania) — Romania mobile proxies with real 4G/5G IPs from Orange, Digi and Vodafone. From $5 for 1 GB, valid 90 days. 13 regions, 14 cities, sticky up to 24 h.
- [Russia Mobile Proxies](https://quantumproxies.io/mobile-proxies/russia) — Russia mobile proxies with real 4G/5G IPs from MTS, MegaFon and Beeline. From $5 for 1 GB, valid 90 days. 54 regions, 100 cities, sticky up to 24 h.
- [Saudi Arabia Mobile Proxies](https://quantumproxies.io/mobile-proxies/saudi-arabia) — Saudi Arabia mobile proxies with real 4G/5G IPs from STC, Mobily and Zain. From $5 for 1 GB, valid 90 days. 7 regions, 13 cities, sticky up to 24 h.
- [South Africa Mobile Proxies](https://quantumproxies.io/mobile-proxies/south-africa) — South Africa mobile proxies with real 4G/5G IPs from Telkom, MTN and Vodacom. From $5 for 1 GB, valid 90 days. 6 regions, 7 cities, sticky up to 24 h.
- [South Korea Mobile Proxies](https://quantumproxies.io/mobile-proxies/south-korea) — South Korea mobile proxies with real 4G/5G IPs from KT, LG Uplus and SK Telecom. From $5 for 1 GB, valid 90 days. 1 region, 7 cities, sticky up to 24 h.
- [Spain Mobile Proxies](https://quantumproxies.io/mobile-proxies/spain) — Spain mobile proxies with real 4G/5G IPs from Orange, Yoigo and Telefónica. From $5 for 1 GB, valid 90 days. 8 regions, 12 cities, sticky up to 24 h.
- [Switzerland Mobile Proxies](https://quantumproxies.io/mobile-proxies/switzerland) — Switzerland mobile proxies with real 4G/5G IPs from Sunrise, Salt and Swisscom. From $5 for 1 GB, valid 90 days. 7 regions, 9 cities, sticky up to 24 h.
- [Taiwan Mobile Proxies](https://quantumproxies.io/mobile-proxies/taiwan) — Taiwan mobile proxies with real 4G/5G IPs from Chunghwa Telecom and FarEasTone. From $5 for 1 GB, valid 90 days. 8 regions, 12 cities, sticky up to 24 h.
- [Thailand Mobile Proxies](https://quantumproxies.io/mobile-proxies/thailand) — Thailand mobile proxies with real 4G/5G IPs from AIS, 3BB Broadband and dtac. From $5 for 1 GB, valid 90 days. 13 regions, 14 cities, sticky up to 24 h.
- [Tunisia Mobile Proxies](https://quantumproxies.io/mobile-proxies/tunisia) — Tunisia mobile proxies with real 4G/5G IPs from Ooredoo, Tunisie Telecom and Orange. From $5 for 1 GB, valid 90 days. 7 regions, 7 cities, sticky up to 24 h.
- [Turkey Mobile Proxies](https://quantumproxies.io/mobile-proxies/turkey) — Turkey mobile proxies with real 4G/5G IPs from Turk Telekom, Vodafone and Turkcell. From $5 for 1 GB, valid 90 days. 12 regions, 14 cities, sticky up to 24 h.
- [UK Mobile Proxies](https://quantumproxies.io/mobile-proxies/uk) — UK mobile proxies with real 4G/5G IPs from Three, BT and O2. From $5 for 1 GB, valid 90 days. City and carrier targeting in 35 UK cities, sticky up to 24 h.
- [Ukraine Mobile Proxies](https://quantumproxies.io/mobile-proxies/ukraine) — Ukraine mobile proxies with real 4G/5G IPs from Kyivstar, Vodafone and Lifecell. From $5 for 1 GB, valid 90 days. 5 regions, 5 cities, sticky up to 24 h.
- [USA Mobile Proxies](https://quantumproxies.io/mobile-proxies/usa) — USA mobile proxies with real 4G/5G IPs from T-Mobile, AT&T and Verizon. From $5 for 1 GB, valid 90 days. State, city and carrier targeting, sticky up to 24 h.
- [Vietnam Mobile Proxies](https://quantumproxies.io/mobile-proxies/vietnam) — Vietnam mobile proxies with real 4G/5G IPs from Viettel, Mobifone and VNPT. From $5 for 1 GB, valid 90 days. 7 regions, 7 cities, sticky up to 24 h.
- [Facebook Ads Proxies](https://quantumproxies.io/proxies-for/facebook-ads) — Facebook Ads proxies for agencies running client Business Managers from the client's country. Real 4G/5G carrier IPs, sticky up to 24 h, from $5 for 1 GB.
- [Instagram Proxies](https://quantumproxies.io/proxies-for/instagram) — Instagram proxies for agencies and brands managing their own accounts: real 4G/5G carrier IPs, sticky up to 24 h, from $5 for 1 GB. Residential Premium from $4.
- [Twitter (X) Proxies](https://quantumproxies.io/proxies-for/twitter-x) — Twitter (X) proxies for managing your own accounts, social listening and data collection. Carrier IPs sticky up to 24 h from $5, residential from $0.80/GB.

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### What is a mobile proxy?

A mobile proxy routes your traffic through real mobile carrier IPs (4G/5G). Mobile proxy for Instagram, mobile proxy for TikTok, and youtube proxy for mobile use these IPs—platforms trust them. Best mobile proxies offer low block rates. Buy mobile proxy from Quantum Proxies.

### Mobile proxy for Instagram?

Mobile proxy for Instagram and mobile proxies for instagram use real 4G/5G IPs. 4g mobile proxies for instagram reduce bans. Best mobile proxies for social media. Buy mobile proxies with mobile proxies usa or uk mobile proxy. Essential for multi-account management.

### Mobile proxy for TikTok?

Mobile proxy for TikTok works the same—real carrier IPs. Best mobile proxies, 4g mobile proxies, rotating mobile proxies. Cheap mobile proxies from Quantum Proxies. Proxy for mobile videos and mobile proxy for videos.

### Best mobile proxies?

Best mobile proxies offer 4g mobile proxy, 5g mobile proxy, mobile proxy usa, uk mobile proxy. Buy mobile proxies with mobile proxy for Instagram support. Mobile proxy free trial to test. Cheap mobile proxies with quality—Quantum Proxies.

### Where to buy mobile proxies?

Buy mobile proxies from Quantum Proxies. Mobile proxy buy, mobile proxies buy. We offer mobile proxy for Instagram, mobile proxy for TikTok, youtube proxy for mobile. 4g mobile proxies, 5g mobile proxies. Mobile proxy free trial available.

### Are mobile proxies legal?

Yes. Use mobile proxies ethically—social media management, app testing, market research. Mobile proxy for Instagram, TikTok, YouTube within platform terms.

### Mobile proxies for anti-detect browsers?

Yes. Mobile proxies work with Multilogin, AdsPower, GoLogin. Best mobile proxies for fingerprint isolation. Mobile proxy for Instagram, TikTok in anti-detect setups.

### How do 4G and 5G mobile proxies work?

Your request goes to our gateway, which forwards it through a real smartphone connection on a 4G/LTE or 5G carrier network. The target site sees the carrier's IP address, exactly as if a normal phone user opened the page. Sessions can rotate per request or stay sticky for up to 24 hours.

### How much do mobile proxies cost?

Mobile plans are pay-per-GB: 1 GB costs $5 and the rate drops to $2.50/GB on the 100 GB plan. Bandwidth is valid for 90 days and every plan includes rotating and sticky sessions, country, region, city and carrier targeting, and HTTP/HTTPS/SOCKS5 support.

### Are mobile proxies better than residential proxies?

For social platforms and mobile apps, yes — CGNAT makes carrier IPs nearly impossible to block, so mobile proxies achieve the highest success rates on Instagram, TikTok and similar targets. For large-scale scraping with precise geo-targeting, residential proxies are usually the better value thanks to the much larger IP pool.

Mobile proxies are essential for Instagram, YouTube, TikTok, Facebook, and anti-detect browsers. Buy mobile proxies from Quantum Proxies—best mobile proxies, cheap mobile proxies, 4g mobile proxies, mobile proxy for Instagram. Explore our mobile proxy for TikTok and youtube proxy for mobile. What is a mobile proxy? Your key to low block rates. Get started today!

## Sources

- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space](https://www.rfc-editor.org/rfc/rfc6598.html)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [Mobile network operator (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_network_operator)
- [RFC 3022: Traditional IP Network Address Translator](https://www.rfc-editor.org/rfc/rfc3022.html)
- [ITU: Facts and Figures 2024](https://www.itu.int/itu-d/reports/statistics/facts-figures-2024/)


---

# Mobile Proxies for TikTok – 4G/5G IPs | QuantumProxies.io

Mobile proxies for TikTok on real 4G/5G carrier IPs: run multiple accounts, TikTok Shop and Ads Manager. From $5 for 1 GB, crypto accepted, no KYC.

## Mobile Proxies for TikTok

TikTok is a mobile-first platform, and its risk systems expect mobile traffic. A 4G/5G carrier IP is what a real user has; a datacenter IP is what a bot has. QuantumProxies mobile proxies give each TikTok account its own carrier IP, in the country the account claims to be in, with sessions that stay put for as long as you need them.

## Why mobile proxies are the right kind of proxy for TikTok

TikTok's traffic is overwhelmingly mobile, and carrier networks put thousands of real phones behind each public IP through CGNAT. That is why a mobile IP carries the highest trust of any proxy type: blocking it would block real users. Datacenter ranges are the opposite case — known hosting blocks that TikTok's systems can classify at a glance. Residential IPs sit in between. For account work, the IP type decides how much scrutiny every other signal gets.

## What you can run through them

Managing several creator or client accounts from one team without them being linked by IP. Operating TikTok Shop storefronts and Ads Manager accounts for different markets from the matching country. Researching trends, sounds and competitors from the geography that matters. Checking how geo-targeted campaigns actually render locally. In every case the proxy supplies the network identity; your browser profile, device fingerprint and behaviour supply the rest.

## Sticky sessions for accounts, rotation for research

An account should look like one person on one phone. Use a sticky session so the account keeps the same carrier IP across logins, posts and replies for the duration you choose. Research and monitoring are the opposite job: rotate so every request arrives from a different IP and nothing rate-limits you. Both modes are available on the same plan and switch with a parameter in the proxy string.

## Match the country to the account

TikTok cross-checks the IP location against the account's declared region, the device language and the content being posted. A US account driven from a French carrier IP is a mismatch that draws attention regardless of how clean the IP is. Country targeting is per request, so each account or store can live in its own market.

## What the proxy does not do

A mobile IP does not hide an automation tool that behaves like one — hundreds of identical actions per hour, no idle time, no scrolling. It does not fix a browser fingerprint that says desktop while the IP says mobile. And no proxy provider can promise a success rate on a platform whose detection changes weekly; anyone quoting one to two decimals is guessing. What the proxy reliably gives you is the network layer that real users have, so the rest of your setup is judged on its own merits.

## Pricing that starts small

Plans are pay-as-you-go by bandwidth: 1 GB for $5 to test a setup, 10 GB for $35, 25 GB for $75, 100 GB for $250 — $2.50 per GB at volume. Account management uses little data, so a small plan lasts. Bandwidth is valid for 90 days on the standard tiers. Pay by card, PayPal, balance or crypto; crypto and balance carry no VAT and need no KYC.


---

# Buy ISP Proxies – Static Residential IPs | QuantumProxies.io

ISP proxies: static residential IPs hosted on datacenter-grade lines. Dedicated IPs, unlimited sessions and per-IP pricing from $2.50/IP per month.

## Buy ISP Proxies

ISP proxies — also called static residential proxies — are IP addresses registered to real internet service providers but hosted on fast datacenter servers. You get the trust of a residential address with the speed and stability of a datacenter line: a dedicated static IP that stays yours, from $2.50/IP per month across 25 countries.

## What Are ISP Proxies?

What is an ISP proxy? What are ISP proxies? An ISP proxy server (or proxy server isp) uses real ISP IP addresses hosted in datacenters. ISP proxy meaning: you get the legitimacy of residential IPs with the speed of datacenter infrastructure. Static isp proxy and static isp proxies offer consistent IPs—perfect for UK isp proxy, proxy isp uk, and accounts requiring stability. Best isp proxy providers deliver isp proxy provider services with high uptime.

### ISP Proxy Meaning

ISP proxy meaning: An ISP proxy is a legitimate residential IP managed through a datacenter. What is an isp proxy? It's the hybrid of residential authenticity and datacenter speed. Proxy server isp and isp proxy server are common search terms—both refer to this same technology. Residential isp proxy blends ISP-sourced IPs with residential trust.

### ISP Static IPs

Static isp proxy and static isp proxies provide the same IP over time—ideal for social media, sneaker bots, and services that require consistent identity. UK isp proxy, proxy isp uk, and isp proxies uk offer geo-targeting for British accounts. Best isp proxy and best isp proxies combine speed, reliability, and legitimacy.

## Benefits of Using ISP Proxies

The primary benefits of ISP proxies include their superior speed and reliability compared to other proxy types. They are cost-effective and provide a stable IP solution for long-term projects. Their datacenter-hosted nature ensures high uptime and performance.

### Speed and Reliability

ISP proxies offer unmatched speed due to their powerful datacenter infrastructure, ensuring minimal latency and quick response times.

### Cost-Effectiveness

Compared to full residential premium proxies, ISP proxies provide a budget-friendly alternative without sacrificing quality or performance, making them an attractive option for businesses.

## ISP Proxies vs Residential Premium Proxies

ISP proxies vs residential and isp vs residential proxies: what's the difference? ISP residential proxies and residential isp proxy both use ISP-sourced IPs—but ISP proxies are datacenter-hosted (faster), while full residential rotate through real devices. ISP vs datacenter proxies: ISP has residential legitimacy; datacenter is cheapest but easier to detect. Choose isp proxies for sneaker bots, social media, ticketing; residential for heavy anti-bot sites.

### Differences in Performance

ISP proxies vs residential: ISP proxies are faster and often cheaper than full residential, with similar legitimacy. ISP vs residential proxies: use ISP for speed-critical tasks (sneaker bots, ticket buying); residential for stealth scraping. Best isp proxies for sneaker bots and isp proxies sneakers leverage static IPs and speed.

### Use Cases Comparison

ISP datacenter proxies and dc isp proxies: ISP proxies sit between residential and pure datacenter. ISP proxy vs residential—ISP wins on speed; residential on anonymity. Free isp proxy and isp proxy free exist for testing; for production, buy isp proxies from a provider like Quantum Proxies.

## Choosing the Best ISP Proxy

Best isp proxy and best isp proxies: look for speed, static IPs, UK isp proxy and geo options. Buy isp proxies from providers with isp proxy provider reputation. Cheap isp proxies don't mean low quality—Quantum Proxies offers competitive isp proxy buy options. Best isp proxy providers offer rotating isp proxies, static isp proxy, and isp proxies for sale with support.

### Factors to Consider

When choosing: consider isp proxy provider, isp proxy providers, uptime, and isp proxy meaning in your use case. What is isp proxy and what are isp proxies? They're ISP-sourced IPs in datacenters—best for social media, sneaker bots, e-commerce. Private isp proxies and premium isp proxies offer dedicated options.

### Top Providers

Buy isp proxies from Quantum Proxies for isp proxies uk, proxy isp usa, us isp proxy, canadian isp proxies, and eu isp proxies. We offer best isp proxy providers quality with static isp proxy, rotating isp proxies, and isp proxies for bots. How to get isp proxies and how to create isp proxies? Use a provider—we handle infrastructure.

## Use Cases for ISP Proxies

ISP proxies for sneaker bots: best isp proxies for sneaker bots and isp sneaker proxies leverage static IPs and speed. ISP proxies for sale support social media management, isp proxies for bots, and e-commerce. Space isp proxies and sprint isp proxies are niche; we offer reliable isp proxy server options for all use cases.

### Social Media Management

Social media: static isp proxy maintains account identity. Best isp proxy for multi-account management. UK isp proxy, proxy isp uk for British platforms. ISP residential proxies and isp proxy provider services ensure platform compliance.

### E-commerce and Ticketing

Sneaker bots: isp proxies sneakers and best isp proxies for sneaker bots need speed + legitimacy. Buy isp proxies with static IPs for consistent checkout. Rotating isp proxies for high-volume. ISP proxy server and proxy server isp deliver the performance needed.

## Static Residential Proxies: A Trusted IP That Never Rotates

A static residential proxy keeps one ISP-registered address assigned exclusively to you for as long as you hold the plan. That permanence is the point: platforms score long-lived, consistent IPs far higher than addresses that appear once and vanish. It makes ISP proxies the right choice for managing accounts, running storefronts, operating bots that need a stable identity, or any workflow where re-verifying from a new IP would burn the account. Because the IP lives in a datacenter, you also skip the variable speeds of real home connections — sessions are unlimited, and the line sustains 1 Gbps+.

## How Much Do ISP Proxies Cost?

ISP proxies are billed per IP, not per gigabyte: $2.50 per IP at the entry tier with unmetered usage on the address, and duration discounts up to 12% when you commit to 3-month terms. Compare that to per-GB residential pricing and the economics are simple — if one identity generates heavy traffic (a storefront, a monitored account, a long-running bot), a dedicated static IP is cheaper; if you need thousands of short-lived identities, rotating residential proxies win. Many teams run both, and the dashboard manages the two side by side.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## What Are ISP Proxies?

Real residential IPs hosted in datacenters, combining legitimacy with speed for the ideal balance.

### Pros

- Faster than residential premium proxies with better legitimacy
- Less likely to be flagged than datacenter IPs
- Static IP addresses for consistent access

### Cons

- More expensive than datacenter proxies
- Limited IP pool compared to residential
- May require longer setup times

## Use Cases

### Social Media Management

Manage multiple accounts with static IPs that appear legitimate to platforms.

### Account Management

Maintain consistent access to services that require stable IP addresses.

### E-commerce Operations

Handle high-volume transactions with reliable, fast connections.

## Technical Specifications

|  |  |
| --- | --- |
| Protocols | HTTP / HTTPS / SOCKS5 |
| Authentication | Username:Password or IP Whitelist |
| IP Type | Static residential IPs from real ISPs |
| Countries | 25 countries available |
| IP Assignment | Dedicated — exclusively yours |
| Session Duration | Permanent static IPs (no rotation) |
| Concurrent Sessions | Unlimited per IP |
| Speed | 1 Gbps+ — datacenter-grade performance |
| Billing | Per-IP monthly pricing from $2.50/IP |
| Duration Discounts | Up to 12% off for 3-month plans |
| Dashboard | IP management, usage stats, instant provisioning |
| Uptime | 99.9% guaranteed uptime SLA |

## More ISP proxies

- [UK ISP Proxies](https://quantumproxies.io/isp-proxies/uk) — Dedicated UK ISP proxies (static residential IPs) from $2.50/IP per month: unmetered bandwidth, HTTP/HTTPS/SOCKS5, instant delivery, up to 12% off on 120 days.
- [USA ISP Proxies](https://quantumproxies.io/isp-proxies/usa) — Dedicated US ISP proxies (static residential IPs) from $2.50/IP per month: unmetered bandwidth, HTTP/HTTPS/SOCKS5, instant delivery, up to 12% off on 120 days.
- [Sneaker Proxies](https://quantumproxies.io/proxies-for/sneakers) — Sneaker proxies for retail releases and Shopify drops: dedicated ISP IPs from $2.50/IP per month, unmetered, 25 countries incl. US/UK/DE/JP, instant delivery.
- [Static Residential Proxies](https://quantumproxies.io/static-residential-proxies) — Static residential (ISP) proxies: dedicated never-rotating IPs in 25 countries, unmetered bandwidth, from $2.50/IP per month, exact price in the configurator.

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### What is an ISP proxy?

An ISP proxy is a type of proxy that uses IP addresses from Internet Service Providers (ISPs) but hosted in datacenters. An ISP proxy server (or proxy server isp) combines residential legitimacy with datacenter speed—ideal for social media, sneaker bots, and multi-account management. What is isp proxy meaning? It's the hybrid that gives you both authenticity and performance.

### What are ISP proxies?

ISP proxies are static or rotating IP addresses sourced from ISPs and hosted in datacenters. They offer the legitimacy of residential IPs with the speed of datacenter proxies. Best isp proxies provide static isp proxy for consistent access, or rotating isp proxies for variety. Buy isp proxies for UK isp proxy, social media, sneaker bots, and e-commerce.

### ISP proxy vs residential - which to choose?

ISP proxies vs residential: ISP proxies are faster and often cheaper, with similar legitimacy. ISP vs residential proxies: choose ISP for speed-critical tasks (sneaker bots, ticketing, social media); residential for heavy anti-bot sites requiring maximum stealth. ISP vs residential proxies both offer authenticity—ISP adds speed.

### Best ISP proxy for sneaker bots?

Best isp proxies for sneaker bots and isp proxies sneakers need static isp proxy or rotating isp proxies with speed + legitimacy. Buy isp proxies from a provider with low latency. ISP proxy server and proxy server isp from Quantum Proxies deliver the performance sneaker bot users need. Cheap isp proxies can work—choose reliability.

### Where can I buy ISP proxies?

Buy isp proxies from Quantum Proxies. We offer static isp proxy, rotating isp proxies, UK isp proxy (proxy isp uk), US options (proxy isp usa, us isp proxy), and more. Best isp proxy providers like us deliver isp proxy provider services with 24/7 support. ISP proxies for sale with flexible plans.

### Are ISP proxies legal?

Yes, using ISP proxies is legal when used ethically and in compliance with platform terms of service. Use isp proxies for legitimate purposes: social media management, market research, ad verification, e-commerce.

### ISP proxies for social media?

Absolutely. ISP proxies are ideal for social media—static isp proxy maintains account identity, best isp proxy offers speed. UK isp proxy and proxy isp uk for British accounts. ISP proxy provider services help manage multiple accounts without bans.

### What is a static residential proxy?

It is the same thing as an ISP proxy: an IP address registered to a consumer internet service provider but hosted on datacenter hardware. The address never rotates and is dedicated to you, combining residential-level trust with datacenter speed and uptime.

### What is a dedicated ISP proxy?

A dedicated ISP proxy is a static residential IP assigned exclusively to one customer — no sharing. Its reputation depends only on your traffic, which is exactly what you want for account management, storefronts and long-lived logins.

### How much do ISP proxies cost?

Pricing is per IP per month: $2.50 for a single IP, $12.50 for 5 IPs and $50 for 20 IPs, with usage unmetered per address and up to 12% off on 3-month terms. There is no bandwidth billing on ISP plans.

ISP proxies offer the best of residential legitimacy and datacenter speed. Buy isp proxies from Quantum Proxies for static isp proxy, best isp proxy, cheap isp proxies, and UK isp proxy. Whether you need isp proxies for sneaker bots, social media, or e-commerce—we deliver. What is an isp proxy? It's your edge. Explore our isp proxy server options today!

## Sources

- [Internet service provider (Wikipedia)](https://en.wikipedia.org/wiki/Internet_service_provider)
- [ARIN: IPv4 Addressing Options](https://www.arin.net/resources/guide/ipv4/)
- [ARIN: Using Whois](https://www.arin.net/resources/registry/whois/)
- [RFC 7020: The Internet Numbers Registry System](https://www.rfc-editor.org/rfc/rfc7020.html)
- [Regional Internet registry (Wikipedia)](https://en.wikipedia.org/wiki/Regional_Internet_registry)


---

# Buy IPv6 Proxies – From $0.20/GB | QuantumProxies.io

IPv6 proxies with millions of unique IPs for scraping and automation from $0.20/GB. Rotating or static, HTTP/SOCKS5, plus a free IPv6 site checker.

## Buy IPv6 Proxies

IPv6 proxies route your traffic through addresses from the next-generation internet protocol, where entire /48 subnets hold more IPs than the whole IPv4 internet. That abundance is why they cost a fraction of IPv4 proxies — from $0.20/GB, dropping under $0.10/GB at volume — making IPv6 the cheapest way to run bulk operations on sites that support it.

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## Check IPv6 Support Before You Buy

IPv6 proxies only work on websites that actually accept IPv6 connections — roughly half of the major web today, including Google, YouTube, Facebook and Instagram, but not every target. That is why we built a free IPv6 compatibility checker: it resolves the site's AAAA DNS records and then makes a live connection over IPv6 through our real proxy network, confirming end-to-end reachability rather than guessing from DNS alone. Run your target list through the checker first; if the sites pass, IPv6 bandwidth at $0.20/GB will do the same job as IPv4 bandwidth at many times the price.

## IPv6 Proxy Format and Setup

You connect to our gateway with the standard host:port:username:password format — no bracketed IPv6 literals to handle, because the gateway speaks IPv4 to your client and exits to the target over IPv6. Every tool that supports an HTTP, HTTPS or SOCKS5 proxy works unchanged: cURL, Python requests, Scrapy, Puppeteer, antidetect browsers. Rotation is available per request for crawling, or keep a static IPv6 address for session work. Setup takes a minute: create the proxy in the dashboard, pick rotating or static, copy the connection string into your tool.

## Built for developers

One gateway host — everything else is controlled from the proxy username: country, state, city, ISP, rotation and session lifetime. Copy a snippet and you're live in under a minute.

- Ready-to-run code samples
- Full REST API for automation
- Endpoint generator in the dashboard
- Works with any HTTP or SOCKS5 client

## Give your AI agent real proxies

QuantumProxies ships an official MCP server. Add one command to Claude, Cursor or any MCP client, and your agent can generate proxies, pick locations and fetch web data on its own.

### Add the server

Paste the server URL and sign in with OAuth, or run one npx command.

### Describe the job

"Check these prices with US residential IPs" — plain language is enough.

### The agent does the rest

It generates proxies, targets the right country and collects the data.

Explore the MCP server

## Works with your stack

Standard HTTP(S) and SOCKS5 means zero lock-in: plug QuantumProxies into scraping frameworks, antidetect browsers and automation tools without adapters.

## Get your first proxy in minutes

Create an account, top up and generate proxies straight from the dashboard. Pay per GB, no subscription, and geo-targeting is included on every plan. No subscription required — pay per GB and top up whenever you need to.

Create free account

## What Are IPv6 Proxies?

Proxies using IPv6 addresses, which are abundant and underutilized, providing access to trillions of unique IPs.

### Pros

- Lower detection risk (less crowded than IPv4)
- Sustainable for long-term projects with vast IP pool
- Cost-effective scaling for massive operations

### Cons

- Not all services support IPv6 yet
- May require additional configuration
- Limited geographic targeting options

## Use Cases

### Large-Scale Scraping

Handle massive data collection projects with millions of unique IPs.

### Bypassing IPv4 Bans

Access services that have blocked your IPv4 addresses using IPv6 alternatives.

### Future-Proofing

Prepare for the transition to IPv6 as the standard internet protocol.

## Technical Specifications

|  |  |
| --- | --- |
| IP Version | IPv6 (dual-stack compatible) |
| Protocols | HTTP / HTTPS / SOCKS5 |
| Authentication | Username:Password or IP Whitelist |
| IP Pool | Millions of unique IPv6 addresses |
| Geo-Targeting | Country-level selection |
| Session Types | Rotating or Static |
| Concurrent Sessions | Unlimited |
| Speed | 1 Gbps+ — optimized for bulk operations |
| Subnet Diversity | Massive /48 and /64 subnets |
| Cost Efficiency | Up to 90% cheaper than IPv4 proxies |
| Dashboard | Real-time usage & management console |
| Uptime | 99.9% guaranteed uptime SLA |

## More IPv6 proxies by country

- [Australia IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/australia) — Australia IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Australian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your…
- [Austria IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/austria) — Austria IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Austrian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target…
- [Brazil IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/brazil) — Brazil IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Brazilian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target…
- [Canada IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/canada) — Canada IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Canadian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.
- [China IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/china) — China IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Chinese IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.
- [France IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/france) — France IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static French IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.
- [Germany IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/germany) — Germany IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static German IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.
- [India IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/india) — India IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Indian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.
- [Italy IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/italy) — Italy IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Italian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.
- [Japan IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/japan) — Japan IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Japanese IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.
- [Netherlands IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/netherlands) — Netherlands IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Dutch IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target…
- [Poland IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/poland) — Poland IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Polish IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.
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- [Spain IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/spain) — Spain IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Spanish IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.
- [UK IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/uk) — UK IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static British IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.
- [USA IPv6 Proxies](https://quantumproxies.io/ipv6-proxies/usa) — USA IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static American IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## Residential vs Datacenter vs ISP vs Mobile vs IPv6 Proxies

Every proxy type trades off trust, speed and cost differently. Here is how our five networks compare, so you can match the proxy type to the job.

| Proxy type | IP source | Best for | Detection risk | Price |
| --- | --- | --- | --- | --- |
| Residential | Real home ISP connections | Web scraping, ad verification, geo-restricted content | Very low | From $2.50/GB |
| Residential Basic | Same residential pool, budget routing | Light scraping, SEO tools, price monitoring | Low | From $0.80/GB |
| Datacenter | Cloud and datacenter servers | High-volume scraping of low-protection targets | Moderate | From $0.50/GB |
| ISP (static residential) | ISP-registered IPs on datacenter lines | Account management, long sessions, sneaker drops | Very low | From $2.50/IP |
| Mobile | Real 4G/5G carrier networks | Social media, app testing, the toughest targets | Lowest | From $2.50/GB |
| IPv6 | Massive IPv6 subnets | Bulk operations on IPv6-ready websites | Low on supported sites | From $0.20/GB |

All plans include HTTP, HTTPS and SOCKS5 support, username:password or IP-whitelist authentication, and the same dashboard and REST API.

## Frequently Asked Questions

### What are IPv6 proxies?

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### Do all websites support IPv6 proxies?

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### What format do IPv6 proxies use?

The same simple format as our other products: host:port:username:password. Your client talks to the gateway over IPv4, and the gateway exits to the target over IPv6, so every standard tool works without special IPv6 handling.

### How much do IPv6 proxies cost?

IPv6 bandwidth starts at $0.20/GB on the 100 GB plan and drops under $0.10/GB on multi-terabyte plans — up to 90% cheaper than comparable IPv4 traffic, because IPv6 addresses exist in practically unlimited supply.

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## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [Google IPv6 adoption statistics](https://www.google.com/intl/en/ipv6/statistics.html)
- [APNIC: IPv6 Measurement Maps](https://stats.labs.apnic.net/ipv6)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)


---

# IPv6 Compatibility Checker | Free IPv6 Website Test - Quantum Proxies

Free IPv6 compatibility checker. Test if any website supports IPv6 with an AAAA DNS lookup and a live connection test through a real IPv6 proxy network.

## IPv6 Compatibility Checker

The free IPv6 compatibility checker tests whether any website supports IPv6 — an AAAA DNS lookup plus a live connection test through a real IPv6 proxy network, so you know if IPv6 proxies will work before you buy.

## AAAA + live test

We resolve the domain's AAAA records and then actually connect over IPv6 through our proxy network, confirming real end-to-end reachability rather than just DNS presence.

## Why it matters

IPv6 proxies are far cheaper and harder to exhaust, but only work on IPv6-ready targets. This tool tells you instantly whether a site qualifies.

## Frequently Asked Questions

### What is an IPv6 compatibility checker?

An IPv6 compatibility checker tests whether a website can be reached over the IPv6 protocol. It looks up the domain's AAAA DNS records and performs a live connection test through a real IPv6 network, so you know if the site will work with IPv6 proxies before you buy them.

### Why don't all websites support IPv6?

Many websites still run on IPv4-only infrastructure. If a site does not publish AAAA DNS records or its servers don't accept IPv6 connections, it cannot be reached through an IPv6 proxy. Large platforms like Google, YouTube, Facebook and Instagram support IPv6, but smaller or older sites often do not.

### How does this IPv6 test work?

The checker runs two tests: first it queries the domain's DNS for AAAA (IPv6) records, then it loads the website through the Quantum Proxies IPv6 network to confirm it actually responds over IPv6. Both tests together give a reliable compatibility verdict.

### What should I use if my target website is not IPv6 compatible?

If a site fails the IPv6 test, use IPv4-based proxies instead: residential proxies for maximum legitimacy, ISP proxies for speed with residential trust, or datacenter proxies for high-volume workloads. Quantum Proxies offers all of them.

### Why choose IPv6 proxies at all?

IPv6 proxies are dramatically cheaper than IPv4 proxies and come in virtually unlimited quantities, making them perfect for high-volume automation on IPv6-enabled targets. As long as your target supports IPv6, they offer the best cost per request on the market.

### Is this IPv6 compatibility test free?

Yes, the checker is completely free and requires no account. There is a soft rate limit to keep the service fast for everyone.


---

# Special Solutions | Quantum Proxies - Custom Proxies

Custom proxy solutions tailored to your specific needs. Enterprise-grade infrastructure and dedicated support.

## Special Solutions

Special Solutions delivers custom, enterprise-grade proxy infrastructure tailored to high-volume and specialized use cases — dedicated pools, custom geo-targeting, and hands-on support.

## Custom infrastructure

Dedicated residential, datacenter or mobile pools sized to your workload, with custom rotation, sticky-session policies and geo-targeting built around your requirements.

## Enterprise support

Direct technical contact, onboarding help and SLAs for teams running mission-critical scraping, ad verification or data-collection operations at scale.


---

# Chrome Extension | Quantum Proxies Manager - One-Click Proxy for Chrome

Quantum Proxies Manager is a free Chrome extension to enable, switch, and manage your proxies directly from the browser. One-click toggle, automatic rotation, geo-targeting, bandwidth monitoring, and IP whitelist. Install from Chrome Web Store.

## Chrome Extension

Turn your proxies on and off from the Chrome toolbar: pick a plan, choose where you exit from, and browse. Geo-targeting, rotating or sticky sessions, WebRTC leak protection and usage alerts are built in — no manual proxy configuration.

- Free extension — you only pay for the proxy plan
- Works with every Quantum Proxies plan type
- No browsing history, URLs or page content collected

## Everything the extension does

Version 1.2 puts the whole proxy workflow in the popup: connect, target the exit you need, and check you are not leaking — without opening the dashboard.

### Connect & control

- **One-click connect** — Pick one of your plans, flip the toggle, and every tab goes through the proxy. Flip it back to browse direct.
- **One-click sign in, or an API key** — Already signed into the dashboard in this browser? Continue with one click. Otherwise paste an API key — it stays on your device.
- **Live connection status** — The popup shows the exit IP you are on, its country and city, and the plan and session mode currently active.
- **Balance and usage in the header** — Your account balance sits in the header, the active plan's bandwidth in a progress bar, with alerts before you run out.

### Targeting & sessions

- **Country, state and city targeting** — Choose exactly where your traffic exits from. On mobile plans you can go down to the carrier.
- **Rotating or sticky sessions** — A fresh IP on every request, or the same IP held from 1 to 60 minutes for logins and checkouts.
- **Auto-rotation for dedicated IPs** — ISP and datacenter IPs rotate on their own: time-based from 10 seconds to 24 hours, or on every request.
- **A profile per workflow** — Save geo, rotation and protocol as a profile, then switch between profiles straight from the popup.

### Privacy & checks

- **WebRTC leak protection** — While a proxy is active, Chrome is blocked from exposing your real IP through WebRTC. On by default, switchable in Options → Privacy.
- **One-tap leak test** — Checks your exit IP, WebRTC exposure and system-versus-proxy timezone coherence, and reports pass, warn or fail.
- **Test and rotate on demand** — Verify the proxy responds before a long run, or pull a fresh IP immediately, without leaving the popup.
- **IP whitelist and alerts** — Add the IP you connect from to the whitelist in one tap, and get notified on low bandwidth, plan expiry or proxy errors.

## How the extension works

Install it, sign in with your Quantum Proxies account or an API key, then drive your proxy from the toolbar. Here is the exact flow.

### Install the extension

Add Quantum Proxies Manager from the Chrome Web Store. The extension appears in your browser toolbar. No desktop app required.

### Sign in with your account or API key

Open the popup and continue with one click if you are already signed into the dashboard, or paste an API key. Email and password with 2FA also work. Credentials stay on your device.

### Select a plan and turn it on

Choose one of your active plans in the dropdown, then flip the switch. All browser traffic is routed through that proxy. Flip it off to disconnect.

### Optional: targeting, sessions and alerts

Set country, state and city — or the carrier on mobile plans — pick rotating or sticky sessions, enable auto-rotation for dedicated IPs, and get Chrome notifications for low bandwidth or plan expiry.

## Works with every plan you own

Residential, mobile, ISP, datacenter and IPv6 plans all show up in the popup's plan picker, each with the targeting options its network supports.

- [Residential Premium](https://quantumproxies.io/residential-proxies)
- [Residential Basic](https://quantumproxies.io/residential-basic-proxies)
- [Mobile Proxies](https://quantumproxies.io/mobile-proxies)
- [ISP Proxies](https://quantumproxies.io/isp-proxies)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [IPv6 Proxies](https://quantumproxies.io/ipv6-proxies)

Plans are bought and managed in the dashboard. The extension is free; it needs an active plan with available bandwidth.

## What the extension can and cannot see

Chrome asks for a few permissions at install time. Here is what each one is used for.

- **Proxy & request authentication** — Routes browser traffic through the proxy you selected and supplies its credentials. The extension does not read or modify the pages you open.
- **Privacy (WebRTC)** — Applies the Chrome policy that stops WebRTC from revealing your real IP while a proxy is active.
- **Storage** — Keeps your settings, profiles and your API key on your device, in Chrome's local storage.
- **Alarms & notifications** — Schedules automatic rotation and warns you about low bandwidth, plan expiry or connection errors.

The extension does not collect or store your browsing history, the URLs you visit or page content. The proxy and leak tests query public IP lookup services and send no account data.

## What is Quantum Proxies Manager?

Quantum Proxies Manager is the official Chrome extension for Quantum Proxies. It connects to your account and puts your proxies in the browser toolbar: no dashboard round-trip, no proxy strings to copy into Chrome or into a third-party switcher. Install it, sign in once, and turn a plan on or off with a single click.

Sign in with one click if you are already logged into the dashboard, with your email and password (2FA supported), or with an API key — credentials are stored locally in Chrome and used only to talk to Quantum Proxies servers. Profiles let you keep one setup for scraping and another for account work, and switch between them in the popup.

## Why use a proxy extension for Chrome?

A browser extension is the fastest way to enable or disable a proxy without touching system settings or configuring each application. From the popup you toggle the proxy, target the country, state or city you need, choose rotating or sticky sessions, and confirm with the leak test that your exit IP, WebRTC and timezone all agree — the checks that decide whether a session looks consistent to the site you are visiting.

## Who is the extension for?

It is built for anyone who already uses Quantum Proxies from Chrome: developers testing geo-specific behaviour, marketers verifying ads and search results by country, teams managing accounts that must keep a stable IP, and anyone who would rather not reconfigure a proxy by hand every time the task changes.

## Frequently asked questions

### Is Quantum Proxies Manager free?

Yes. The extension is free to install from the Chrome Web Store. You need an active Quantum Proxies account and a plan with available bandwidth to route traffic through it.

### How do I install the extension?

Open the Chrome Web Store listing from the button on this page (or search for Quantum Proxies Manager), click Add to Chrome and accept the permissions. The extension icon then appears in your toolbar.

### Can I sign in without copying an API key?

Yes. If you are already signed into the dashboard in the same browser, the login screen offers a one-click Continue and retrieves your key through that session. You can still paste an API key, or use email and password with two-factor authentication.

### Which proxy plans work in the extension?

All of them: Residential Premium, Residential Basic, Residential Private, Mobile, ISP, Datacenter and IPv6. The popup lists the plans on your account and shows the targeting options each network supports.

### Does the extension stop WebRTC leaks?

Yes. While a proxy is active the extension applies the Chrome policy that prevents WebRTC from exposing your real IP. It is on by default and can be switched off in Options → Privacy. The Leaks button re-checks exit IP, WebRTC and timezone whenever you want.

### What permissions does the extension need?

Proxy and request authentication to route traffic and supply credentials, privacy to block WebRTC leaks, storage for settings and your key, and alarms plus notifications for rotation and usage alerts. It does not read your browsing history or page content.

### Do I need a Quantum Proxies account?

Yes. The extension manages the plans on your account; it does not include proxy traffic of its own. Create an account, pick a plan in the dashboard, then sign in from the popup.

### Does the extension work with other Chromium browsers?

It is published on the Chrome Web Store and built for Google Chrome. It may work in other Chromium-based browsers such as Edge or Brave when they allow installing Chrome Web Store extensions.

Install the free extension from the Chrome Web Store and manage your proxies without leaving the browser.


---

# Partners | Quantum Proxies - Our Partners

Discover our trusted partners and integration solutions. Expand your proxy capabilities with our partner network.

## Partners

We collaborate with industry-leading companies to provide you with the best tools and services. Browse our friends and partners below.

## Our partners

### Overlaxed

Overlaxed™ Cloud is a leading provider of reliable and affordable cloud computing and cloud hosting services.

[Visit Website](https://www.overlaxed.com/from/official-partner-quantumproxies/)

### pro-ak.store

pro-ak.store is a specialized marketplace for advertising infrastructure built for media buyers and performance marketers. Operating since 2023, the store has earned a reputation as a reliable supplier of high-quality advertising assets for clients across the CIS/Russia, Ukraine, Brazil, Chile, and multiple markets in Europe and Asia.

[Visit Website](https://pro-ak.store)

### QuanticData

QuanticData is a web data platform for developers and AI teams. It pairs four proxy networks — residential, mobile, datacenter and IPv6, 80M+ IPs across 200+ countries — with pay-per-success APIs that turn any page, search result or entire website into clean Markdown and structured JSON: web scraping, SERP (Google, Bing, DuckDuckGo), batch, crawl, map, SEO audit and 31 ready-made collectors. Every API is also exposed as an MCP tool, so AI agents like Claude and Cursor can search, scrape and crawl on their own. Blocks, timeouts and retries are never billed, and every account gets $1 of free API usage each month — no credit card required.

[Visit Website](https://quanticdata.io/?utm_source=quantumproxy)

### ACQUISTIAMO VEICOLI

acquistiamoveicoli.it provides fast and secure vehicle appraisal and purchase services, offering instant valuations, professional inspection, quick payment, and complete paperwork management for private sellers, businesses, and fleets.

[Visit Website](https://acquistiamoveicoli.it)

### SCRAPPEY

Scrappey.com simplifies web scraping with a robust API that handles anti-bot measures and CAPTCHAs, along with features like rotating proxies and headless browsing for seamless extraction. It offers transparent pricing plans suitable for individuals, startups, and enterprises, with features like concurrent requests, premium proxies, and JavaScript rendering, and hassle-free cancellation options.

[Visit Website](https://scrappey.com/)

### CLOAKING HOUSE

Cloaking House is a service offering a full suite of cloaking tools: AI-generated white pages, traffic filtering, two types of integration with no coding required, API access, detailed analytics, and dedicated support. Promo code "QUANTUM30" gives 30% off.

[Visit Website](https://cloaking.house/?utm_source=QUANTUMPROXIES)

### Cloudbypass API - Bypass CloudFlare

The Cloudbypass API is designed to bypass Cloudflare’s WAF protections. It supports evading JavaScript challenges, Turnstile, Kasada, and Incapsula. In addition, it allows you to configure custom browser fingerprints and device attributes, including referer headers, user agents, and headless browser detection.

[Visit Website](https://www.cloudbypass.com/index_en.php)

### RentPhone

RentPhone USA provides real Android device rentals located in the United States, powered by genuine US carrier SIM connections. Our devices work smoothly with financial and verification apps, without any black-screen issues, giving users reliable access for testing, automation, or daily use.

[Visit Website](https://rentphoneusa.com/?utm_source=QuantumProxy)

### Vision Browser

Vision is a reliable and user-friendly anti-detect browser that helps you efficiently and securely manage multiple accounts across various platforms. - Supports UDP over SOCKS5 - Synchronizer - 99.987% uptime - Regular updates, fast customer support, and constant communication with users - Real browser fingerprints collected from real users, ensuring zero mismatches - Passes checkers without any issues - Flexible teamwork - Unique proxy encryption functionality

[Visit Website](https://browser.vision/?utm_source=partner&utm_medium=link&utm_campaign=quantumproxies)

### Laurel Agency

Laurel Agency provides A-tier premium agency ad accounts, that allow you to run any kind of ads (GH, BH too) without any restrictions or bans, bring you unlimited scaling from the first day, guarantee best CPMs and CPCs and keep your Pixel data safe forever.

[Visit Website](https://www.laurelagency.co/)

### AccFarm.org

Get bulk verified accounts from AccFarm — ad-ready Facebook, Instagram, Gmail, TikTok & more with instant delivery and secure formats. Ideal for agencies, growth teams and high-volume sellers.

[Visit Website](https://AccFarm.org)

### PRO AGENCY

Premium Facebook Ad Accounts Rental. 24/7 Appeals & Content Audit. Massive starter pack: Free Blue Tick Pages, VPS & Pixel. Scale smoothly with us now! - PROMO CODE: QUANTUM03

[Visit Website](https://proagency.work/)

### MoreLogin

MoreLogin is the first in the anti-detect industry to roll out a CloudPhone solution. MoreLogin also provides a safer and more efficient antidetect browser, which makes it easier to protect your account and more simply witness the growth of income, truly independent traffic arbitration and affiliate marketing native fingerprints.

[Register Now](https://www.morelogin.com/register/?from=Quantumproxies)

### MTWSPY

MTWSPY is a creative intelligence tool built for fast launches in nutra, crypto, and gambling. 🟢No cloaking — everything you see in the feed is available to view and download 🟢Powerful analytics — save time and budget 🟢No geo limits — 75+ countries with new data added constantly 🟢25+ filters — deep search by offer, domain, IP, and more

[Visit Website](https://mtwspy.com?utm_source=httpsquantumproxies.io&utm_medium=organic&utm_campaign=partners)

### XLogin Antidetect Browser

Create secure, unique-fingerprint profiles to manage unlimited accounts safely. XLogin Antidetect Browser keeps your operations fully isolated and risk-free. Free trial available!

[Visit Website](https://xlogin.us/?sub=quantumproxies)

### deiter-shop.ru

deiter-shop.ru is more than just a website, it is a whole ecosystem for those who work in the field of online business. Here you will find everything you need for work: from proxies and servers to affiliate programs, cases and useful articles.

[Visit Website](https://deiter-shop.ru)

### White Link

White Link is a tool for manually creating white pages, designed to ensure campaign stability on strict platforms such as Google Ads, Meta Ads, TikTok Ads, Bing Ads, and others.

[Visit Website](https://white-link.pro/?utm_source=quantumproxies.io&promo=QuantumProxies)

### Pay2.House

Pay2.House — virtual cards for stable and reliable work with advertising platforms, including Facebook, Google, TikTok, as well as online services. Trusted BINs ensure high approval rates, cards support Apple Pay and most international sites, while mass issuance and API make scaling and automation effortless.

[Visit Website](https://pay2.house/?utm_source=quantumproxies&utm_medium=referral&utm_campaign=quantumproxies)

### Money Safe

We would like to introduce our new partner, Money Safe, the best service for creating White Pages. These pages are designed to quickly pass moderation on advertising networks. Use the promocode QPROXY to get a 10% lifetime discount on any Money Safe plan.

[Visit Website](https://money-safe.org/?utm_source=quantumproxies.io&utm_promo=QPROXY)

### UniMessanger

UniMessenger is a suite of programs for working with WhatsApp, Instagram, and other messengers and social networks via emulators (Android) and phones. API-based solutions are also planned. The programs let you manage a large number of accounts and automate actions: bulk messaging, dialogues, warming up, follows/likes/comments, posting, and much more. Multithreading, proxies, a task scheduler, statistics, and account export/import are supported. There is a knowledge base and video tutorials. The programs are maintained and updated, new features are added, and user requests are taken into account.

[Visit Website](https://unimessenger.ru/?utm_source=quantumproxies&utm_medium=banner&utm_campaign=partners)

### FuncCards

FuncCards is a modern virtual card platform for companies, digital teams, and performance marketers who require reliable, high-limit payment tools for online advertising, subscriptions, and corporate expenses. The service provides instant virtual card issuance with exclusive BINs that improve approval rates on platforms such as Meta, Google, TikTok and other advertising networks. FuncCards offers a unified balance, sub-accounts, assign permissions, set spend limits, and track every transaction with full transparency. The platform supports crypto and fiat top-ups. 24/7 support

[Visit Website](https://funccards.com/)

### CaptchaAi

CaptchaAI is an AI‑powered CAPTCHA‑solving service that saves you time and resources by solving challenges with high accuracy. It supports reCAPTCHA v2 & v3, BLS Captcha, GeeTest, Cloudflare Turnstile, and 27,500+ image captchas, delivering reliable, scalable performance for developers and automation users at an affordable price. Key Features: ✅ Lowest Price — Plans start at just $15. ✅ Unlimited Solves — No limits, no restrictions. ✅ Top Accuracy — Trained AI models for many CAPTCHA types. ✅ Smart Automation — No manual effort. ✅ Easy Integration — Developer-friendly API. 🎯 Special Offer for QuantumProxies Users Get up to 15% OFF all plans — no hidden fees, no limits. 💡 Solve smarter. Spend less. Scale faster.

[Visit Website](https://captchaai.com/lp/quantumproxies-special-offer.298337)

### Antic browser

This is a powerful free anti-detect browser built on Flutter for creating an unlimited number of profiles with flexible customization for any tasks. The solution guarantees complete confidentiality for the users themselves, as well as ease of setup and a minimalist interface.

[Visit Website](https://www.antic-browser.info/)

### Hidemium

Hidemium, an anti-detect solution, ensures a highly secure environment for managing numerous accounts. It shields your device and real IP effectively, preventing WebRTC leaks. With automated functions, simply drag and drop buttons to execute browser tasks, mimicking real user behavior effortlessly.

[Visit Website](https://go.hidemium.com/quantumproxies)

### FlashID Anti-browser

FlashID——Leader in Antidetect Browser and Cloud Phone 🌍 FlashID combines the power of a Cloud Phone environment and an advanced Anti-Detect Browser to provide an integrated platform for global cross-border teams. We bring together anti-detection technology, virtualized devices, automation, RPA, and open APIs into one powerful tool, setting the industry standard for secure and efficient multi-account management. Trusted by e-commerce and social media marketing professionals worldwide, FlashID empowers you to scale your operations safely, automate tasks, and accelerate growth without limits.

[Visit Website](https://www.flashid.net/share/QuantumProxies)

### VMLogin Antidetect Browser

Run multiple isolated browsers with unique fingerprints for secure multi-account management. Free trial available.

[Visit Website](https://www.vmlogin.us/?ref=quantumproxies)

### Antidetect Omnilogin

The ultimate antidetect browser with advanced multi-account management technology for safely operating thousands of accounts from a single device. Features include independent virtual profiles, no-code automation, sync actions, and full HTTP/SOCKS5/SOCKS5-UDP support with unlimited IPv6 creation.

[Visit Website](https://www.omnilogin.net/)

### Undetectable browser

Undetectable browser - is a professional anti-detect browser that protects your online identity by altering your device's digital fingerprint, including OS, cookies, languages, fonts, User-Agent, and even mobile device data. Paired with a proxy, it allows the creation of unique browser profiles with individual settings and extensions, making them appear as real users. This advanced fingerprint-switching technology offers heightened security and anonymity, surpassing regular proxies or VPNs by preventing websites from detecting any connections between profiles. Perfect for multi accounting, crypto wallets, and web scraping. Promo code - QUANTUMPROXIES20 - 20% off your first purchase of any license, valid until December 1, 2026.

[Visit Website](https://undetectable.io/?utm_source=quantumproxies&utm_medium=affiliate)

### MostLogin

MostLogin: 100% Free Anti-Detection Browser (Cloud Phone + Free API Integration + Sync System + Team Collaboration)

[Visit Website](https://www.mostlogin.com/?invite-code=quantumproxies1)

### DIEG — Expert Tech Insights & In-depth Software Reviews

DIEG is a specialized technical service dedicated to digital privacy, cybersecurity, and the network infrastructure—including hosting, VPS, and dedicated servers—that powers the modern internet. By bridging the gap between technical specifications and practical application, we help our audience navigate today's complex technological landscape. Beyond software reviews, DIEG serves as a vital knowledge base featuring strategic guides on selecting reliable hosting and VPS solutions. These resources empower users to protect their digital footprint and optimize their online performance. By focusing on core infrastructure components, we help readers find the ideal balance between cost, security, and efficiency in a constantly changing digital environment. Visit our expert analysis of Quantum Proxies for a detailed breakdown of their network architecture and reliability. Our review features authentic ratings and feedback from real users, providing the transparency needed to make an informed decision for your technical stack.

[Visit Website](https://dieg.info)

### White Link

White Link is a tool for manually creating white pages, designed to ensure campaign stability on strict platforms such as Google Ads, Meta Ads, TikTok Ads, Bing Ads, and others.

[Visit Website](https://white-link.pro/?utm_source=quantumproxies.io&promo=QuantumProxies)

### hoax.tech

Intelligent cloaking service powered by JS Fingerprinting and a built-in neural network to detect advanced bots and moderators. The ultimate tool for running high-risk niches on Google, Facebook, TikTok, Bing, Taboola, Reddit and other ad networks.

[Visit Website](https://hoax.tech/?promo=QUANTUMPROXIES)

### Push.Express

Push.Express is a professional push notification platform built to increase user engagement, retention, ROI, and LTV across PWA applications, websites, and mobile apps on Android and iOS. You can set up, send, and analyze all push campaigns from a single window.. Push.Express is easy to set up and does not require deep technical expertise. It is a reliable solution for teams looking to turn push notifications into a scalable, data-driven growth channel. 🚀

[Visit Website](https://push.express/?utm_source=Quantumproxies)

### AntiDetectHub — Technical Analysis & AntiDetect Score Rankings

AntidetectHub is a specialized technical platform focused on the comparative analysis of professional browsing tools and digital identity management. Our resource is built for teams and experts who require more than just basic reviews; we provide deep "Browser vs. Browser" evaluations based on our proprietary AntiDetect Score.

[Visit Website](https://antidetecthub.com)

### 海外账号批发网

Tuitehao.cc社媒账号数字商城，专注提供多平台社交媒体账号资源与数字化账号服务，涵盖海外主流社媒账号类型，适用于运营推广、广告投放与矩阵管理等多种场景，支持稳定供应与批量使用需求。 一、丰富的社交媒体账号资源

[Visit Website](https://www.tuitehao.cc/)

### ZeroCloak

ZeroCloak is a powerful and reliable platform built for advertisers who need full control over their traffic. Designed as the best ads cloaking tool for modern marketing, it helps protect campaigns from bots, unwanted visitors, and automated ad reviewers while delivering real users to the correct landing pages. With ZeroCloak, traffic can be filtered using advanced rules based on country, device type, IP address, browser, and behavioral signals. Approved visitors are routed to the main offer, while risky or non-target traffic is redirected to safe or alternate pages. This reduces policy violations and helps keep advertising accounts stable across platforms such as Google Ads, Facebook Ads, and TikTok Ads.

[Visit Website](https://zerocloak.com/?utm_source=quantumproxies&utm_medium=referral&utm_campaign=best_ads_cloaking_tool)

### Captchas.io

One of the fastest and accurate automated CAPTCHA solver & bypass API web service provider.

[Visit Website](https://captchas.io)

### Spy.House

Spy.House is a professional spy service for finding profitable ad creatives, bundles, and offers in TikTok и Facebook, Push, Inpage. 185+ countries worldwide. 12M creatives daily. 16+ filters. Creatives from all popular verticals. Promo code (30% discount on your first deposit): QUANTUM30

[Visit Website](https://spy.house/?utm_source=quantum)

### BitBrowser

BitBrowser is the leading anti-detect browser in 2025, designed for secure multi-account management. It creates independent browser profiles with unique fingerprints and proxy support to avoid account association. With Google/Firefox kernels, RPA automation, API, and batch tools, BitBrowser is ideal for e-commerce, social media, Web3, SEO, and team collaboration.

[Visit Website](https://www.bitbrowser.net/)

### ALISMS.ORG

your access to 1 million virtual numbers from 215 countries, prices starting at $0.01. Fast API, support for 7000+ services, 24/7 support. Get started today!

[Visit Website](https://alisms.org/)

### SOCNET

SOCNET is the store of digital accounts and gift cards (subscriptions) for all services: TikTok, Instagram, Reddit, Twitter, Telegram, FaceBook, Linkedin, Discord accounts, Emails (Outlook, Hotmail, Gmail, Rambler, Firstmail and other emails), WhatsApp, CHAT GPT and gift cards (subscriptions) on many services for everyone on cheap prices!

[View Socnet](https://socnet.store/dolphin)

### Linken Sphere

Linken Sphere - an anti-detect browser for secure, scalable work with any anti-fraud systems. Create sessions with one click, bulk-import data, and manage profiles securely. Convenient proxy manager, role-based team access controls, private proxies at competitive prices, traffic-usage optimization, and other tools that simplify your workflow. Sign up and get 5 profiles free.

[Visit Website](https://ls.app/?utm_source=quantumproxies&utm_medium=partner&utm_campaign=listing)

### eCards

eCards is one of the first virtual card services for advertising in the market. Launched in 2020, the platform has already onboarded 7,700+ teams and solo media buyers, with over 1,000,000 cards issued. This growth is driven by trusted BINs, stable infrastructure, and a transparent financial model.

[Visit Website](https://go.ecards.cab/Quantumproxies)

### SMSBOWER

SMSBOWER is a comprehensive verification service provider delivering virtual phone numbers and temporary email solutions for businesses, marketing teams, and digital agencies worldwide. The platform enables instant account creation and verification across 600+ services including Telegram, WhatsApp, Google, Facebook, TikTok, Steam, Discord, and major e-commerce marketplaces. Virtual Phone Numbers: Access real-time SMS verification codes with precise country and operator selection across 200+ locations. Perfect for one-time registrations or enterprise-scale bulk operations requiring high-volume account creation with guaranteed code delivery and exceptional success rates. Email Solutions: Choose between paid temporary mailboxes (Gmail, Yandex, Outlook) designed for long-term marketing campaigns and team collaboration, or free disposable emails requiring zero registration—ideal for quick verifications without exposing primary contact information. Built for Professional Scale: The unified dashboard provides complete balance management, order tracking, and advanced filtering capabilities. Transparent pay-per-use pricing eliminates hidden fees and expiring credits, while 24/7 support via Telegram, website chat, and email ensures seamless operations. SMSBOWER is trusted by affiliate marketers, SMM specialists, SaaS teams, and agencies for maintaining clean account structures, reducing ban rates, and scaling multi-account advertising strategies with enterprise-grade reliability and cost efficiency.

[Visit Website](https://smsbower.app/?utm_source=partners&utm_medium=quantumproxies&utm_campaign=partners)

### SaleSmartly

SaleSmartly is an all-in-one omnichannel messaging platform for growing teams and global businesses. It brings Live Chat, WhatsApp, Facebook Messenger, Instagram, TikTok, Telegram, Line, Email, WeChat, and Zalo into one unified inbox — helping marketing, sales, and support teams respond faster, engage customers better, and convert conversations into growth.

[Visit Website](https://share.salesmartly.com/Quantumproxies)

### EpicPWA

EpicPWA is a PWA app builder with powerful features for media buyers. Create ready-to-launch apps in 10 minutes without coding: 20+ analytics metrics, 85+ templates, built-in hosting, AI content generation, and full push control. Test your funnels as fast as possible with a free plan.

[Visit Website](https://epicpwa.net/?utm_source=google&utm_medium=quantumproxies&utm_campaign=partners)

### CPA.HOUSE

Multi-vertical CPA network A wide range of exclusive and in-house offers. No matter what vertical you specialize in - nutra, sweepsteaks, gambling, dating or others - you will easily find the right offer for your audience. 🔥 Why affiliates choose CPA.House? ✔️ 5500+ offers in various verticals. ✔️ Convenient dashboard and detailed statistics. ✔️ Fast moderation of traffic sources. ✔️ Individual terms for affiliates with high volumes of traffic. ✔️ High market rates and stable payouts.

[Visit Website](https://cpa.house/)

### CLON BROWSER

For multi-account asset management, use ClonBrowser fingerprint browser. It is a professional and secure browser in the industry that allows users to edit and control browser fingerprints and other information. It supports multi-agent protocols and can be connected to any platform for multi-account collaboration. It provides a variety of advanced fingerprint options, network proxy plug-ins and RPA automation tools to meet users' professional needs. It provides a variety of templates and account management functions to manage multiple accounts conveniently and securely. You can find attentive customer service and business technical support at any time throughout the entire process.

[Visit Website](https://www.clonbrowser.com)

### AdSmash

AdSmash is a trusted platform for teams using Facebook agency accounts. It provides stable setup, quick access to verified accounts, and fast support — helping you run and scale your ads with confidence.

[Visit Website](https://adsmash.pro/?utm_source=quantum_proxies)

### Incogniton Browser

Incogniton is an anti-detect browser designed for professionals managing multiple online accounts. It creates unique, isolated browsing profiles, making each appear as a distinct user on a different device. This prevents detection and blocks, ensuring account longevity across platforms like social media, e-commerce, and ad networks. Incogniton offers advanced digital fingerprint protection, secure team collaboration, and a stable environment to streamline multi-account operations, reduce bans, and enhance productivity. Use the code UPITNOW for 17% coupon code

[Visit Website](https://www.incogniton.com)

### Telegram Expert

Telegram Expert is a professional automation platform designed for large-scale work in Telegram. The software combines account registration, bulk messaging, audience scraping, invite tools, account warming, proxy management, and analytics in one system. It is built for traffic arbitrage, marketing teams, lead generation, and businesses that rely on speed, scale, and стабильность in Telegram workflows. Instead of juggling multiple services and manual processes, Telegram Expert provides full control over Telegram operations: session management, automation tools, secure account handling, and flexible workflows tailored to different tasks. The platform helps reduce launch time, minimize ban risks, and build a stable infrastructure for long-term Telegram marketing and communication. Telegram Expert works equally well for solo specialists and large teams managing high volumes of accounts and traffic. Everything required for professional Telegram automation is available in a single platform.

[Visit Website](https://en.telegramexpert.pro/)

### bookselects

Explore recommended books from experts based on your interests.

[bookselects.com](https://bookselects.com)

### Real Site Worth

Free website and domain value calculator Paste a website URL or bare domain. Real Site Worth returns a conservative range and confidence posture before you sell. https:// example.com or yourdomain.com

[real site worth](https://realsiteworth.com)

### Afina

Afina is an anti-detect browser built for teams that need controlled multi-account work, not just separate profiles. It combines clean browser environments, proxy and fingerprint management, visual RPA automation, Synchronizer, API workflows and MCP Server support, helping affiliate, Web3, e-commerce and SMM teams scale daily account operations with less manual routineSALE20 — 20% discount on all plans except Max, SALE30 — 30% discount on the Max plan.

[Visit Website](https://afina.io/)

### TheShitBot (TSB)

The sneaker and collectibles market has evolved into a highly competitive space, where speed, reliability, and the right infrastructure play a crucial role. The Shit Bot (TSB) is an automation platform built to help resellers participate in limited releases across major retailers. By continuously adapting to changes in the market and retailer technologies, TSB has helped users secure sought-after products, including Travis Scott releases and popular Pokémon collectibles, while supporting a growing community of resellers worldwide.

[Start Now](https://www.theshitbot.com/)

### ExitAnty

ExitAnty is the first anti—detection browser for your iPhone! What can ExitAnty do? * Change UA, Screen Resolution, Canvas, WebGL and many other parameters. * The ability to create isolated browser sessions, they will be available on all your devices. * Add a Socks5 proxy for each browser session. * Team Mode — Create sessions and share them with team members. * Encrypt all cookies using the AES-256 algorithm. * Realistic profiles for macOS Safari and iOS. * Warming up cookies using a cookie robot, import/export cookies. * Imitation of manual input. ExitAnty is available for download on the AppStore. Promocode -10% QUANTUMPROXIES

[Visit Website](https://exitanty.com?utm_source=quantumProxies&utm_medium=banner&utm_id=G-NHZZFGEFBS)

### CheckVCC

CheckVCC is a trusted platform that specializes in offering verified social media accounts and high-quality digital products. Whether you're aiming to boost your online presence with pre-verified accounts or in need of premium digital assets, CheckVCC provides a secure and seamless experience. With a strong focus on customer satisfaction and data security, CheckVCC ensures that you receive top-tier, verified accounts and digital products to elevate both your business and personal projects.

[Visit Website](https://checkvcc.com/)

### Global Follower Growth Master

Global Follower Master is a comprehensive marketing platform that provides global cross-border entrepreneurs, studios, and businesses with various resources needed for social media platforms, including followers, comments, views, and popularity.

[Visit Website](https://www.famesweb.com)

## Want to be our partner?

Contact us on Telegram (@quantumproxies) or via live chat on the site to discuss partnership opportunities.


---

# Referral Program | Quantum Proxies

Earn 15% of every purchase your referrals make, paid as account credit. Share your link and track clicks, sign-ups and commissions in real time.

## Referral Program

The Quantum Proxies referral program pays you 15% of every purchase your referrals make. Take it as account credit, or ask us for a cash payout from €50 in crypto, PayPal or SEPA bank transfer. Sign up, share your link, and earn as your referrals buy.

## Get your referral link

Every account comes with a unique referral link and dashboard where you can monitor clicks, sign-ups and commissions. No approval process — start sharing immediately after you register.

## 15% on every purchase

You earn 15% of each payment your referrals make — not just the first order — credited to your account balance. Spend it on any Quantum Proxies plan or API, or ask for a cash payout in crypto, PayPal or SEPA bank transfer once you have accumulated €50 in commission. There is no withdraw button: you ask us, and we check and send each payout by hand. A 30-day cookie keeps the referral yours.

## Scale your earnings

Perfect for affiliates and power users: the more qualified traffic you send, the more you earn, with real-time stats and credit that applies across our entire 90M+ IP network.


---

# IP Quality Checker | Quantum Proxies - Free IP Check

Free IP quality and fraud score checker. Verify IP reputation, detect fraud, and check IP quality instantly.

## IP Quality Checker

The free IP checker verifies any IP address instantly: quality score, fraud and risk signals, ISP and organization, geolocation, and proxy/VPN detection — no signup required.

## IP quality & fraud score

Get a fraud/risk score plus flags for proxy, VPN, TOR and hosting IPs, so you can assess whether an address is residential and trustworthy before you use it.

## Reputation & geo

See ISP, ASN, country, region and city for any IP, and check how it's likely to be perceived by anti-bot systems and fraud filters.


---

# API & Developer Tools | Quantum Proxies - REST API for Proxies

Integrate Quantum Proxies into your apps with our REST API. Get balance, list plans and orders, generate residential and datacenter proxies, geo-targeting, and full documentation. Interactive playground and API keys. Get started in minutes.

## API & Developer Tools

The Quantum Proxies REST API lets you manage proxies and run automation programmatically. Generate proxy strings for every plan, target by country/state/city/ASN, whitelist IPs, and read your balance, plans and orders — all with a single API key.

## What you can do

Generate residential, datacenter, ISP, IPv6 and mobile proxies with full geo-targeting and rotating or sticky sessions. Whitelist IPs for credential-free authentication, list your active proxies and orders, and check your account balance.

## Authentication

Every request uses a Bearer API key (qp_live_…) created in your dashboard. The base URL is https://app.quantumproxies.io/api/v1 and all responses share a JSON envelope with a payload object.

## Built for developers

Clear endpoints, an interactive playground, a downloadable OpenAPI spec, and code examples in cURL, JavaScript and Python. Integrate proxy generation into your scrapers, bots and apps in minutes.


---

# About Quantum Proxies

Learn about Quantum Proxies, our mission, values, and commitment to providing premium proxy services.

## About Quantum Proxies

Quantum Proxies (quantumproxies.io) is a proxy and web-data provider founded in 2020. We run residential, datacenter, ISP, mobile and IPv6 proxy pools — 90M+ IPs across 200+ countries with 99.9% uptime — plus a SERP API, a scraping API, 100 ready-made collectors and a free MCP server, all billed from one pay-as-you-go balance with a REST API and 24/7 support.

## What we do

We give businesses and developers reliable, ethically sourced proxies for web scraping, ad verification, brand protection, price and SEO monitoring, and social media automation — at transparent, competitive pricing: residential from $0.80/GB, datacenter from $0.50/GB, ISP from $2.50 per IP, IPv6 from $0.083/GB. Every plan is pay as you go, with no minimum commitment and a free trial.

## Proxy types we operate

Residential Basic and Residential Premium (rotating or sticky sessions, country, state and city targeting, ISP and ASN filters), Datacenter (static IPs and traffic plans), ISP proxies on real carrier ranges, Mobile 4G/5G proxies on carrier SIMs with region gateways, and IPv6 pools for high-volume, low-cost traffic. HTTP, HTTPS and SOCKS5 on every pool.

## Web-data APIs and AI tools

The same balance pays for the Scraper API (any page to Markdown or JSON), the SERP API (Google, Bing and DuckDuckGo results parsed over HTTP, including AI Overviews), 100 collectors for sites such as Amazon, Google Maps, LinkedIn and Zillow, and the Quantum Proxies MCP server that lets Claude, Cursor and any MCP client scrape, search, map and crawl through residential proxies. Our SDKs and the MCP server are open source on GitHub.

## Not to be confused with quantumproxies.net

Quantum Proxies at this domain is not affiliated with quantumproxies.net, a separate sneaker-proxy and server reseller. Our dashboard, API and support all live under our own domain (app., api. and support@), and our customer reviews are on Trustpilot.

## Why teams choose us

A large, diverse IP pool, real geo-targeting, a first-party scraping API and MCP server, per-success billing on the data APIs (a failed request is never charged), and responsive human support on Telegram, Discord and email make Quantum Proxies a dependable partner for data collection at any scale.

## Where to find us

Customer reviews on Trustpilot, open-source SDKs and the MCP server on GitHub, the community on Telegram and Discord, the documentation under /api and the status page under /status — links below.

Find Quantum Proxies on [Trustpilot](https://www.trustpilot.com/review/quantumproxies.io), [GitHub](https://github.com/quantumproxies), [Telegram](https://t.me/quantumproxies) and [Discord](https://discord.gg/fX7K4DgXrD). Documentation: [API reference](https://quantumproxies.io/api). Status: [status page](https://quantumproxies.io/status).


---

# Careers | Quantum Proxies

Join our team and help build the future of proxy services. Explore open positions and grow with us.

## Careers

Join Quantum Proxies. We're building the infrastructure that powers web scraping and data collection for developers and businesses worldwide, and we're always interested in talented people.

## Work with us

We value engineers and operators who care about reliability, performance and clean product experiences. If proxies, scraping infrastructure and developer tools excite you, get in touch.


---

# Contact Us | Quantum Proxies

Get in touch with Quantum Proxies support team for assistance, questions, or business inquiries.

## Contact Us

Get in touch with the Quantum Proxies team for support, sales or partnership questions. We offer 24/7 assistance for accounts, technical setup and custom solutions.

## Support & sales

Reach us for help with proxy setup, API integration, billing, or enterprise and custom requirements. Our team responds quickly across chat and email.


---

# Privacy Policy | Quantum Proxies

Read our privacy policy to understand how we collect, use, and protect your personal information.

## Privacy Policy

Read our privacy policy to understand how we collect, use, and protect your personal information.


---

# Terms of Service | Quantum Proxies

Read our terms of service to understand the rules and regulations for using Quantum Proxies services.

## Terms of Service

Read our terms of service to understand the rules and regulations for using Quantum Proxies services.


---

# Billing Agreement | Quantum Proxies

How Quantum Proxies subscriptions, auto-recharge and PayPal charges work: your authorization for recurring payments, cancellation, refunds and disputes.

## Billing Agreement

How Quantum Proxies subscriptions, auto-recharge and PayPal charges work: your authorization for recurring payments, cancellation, refunds and disputes.


---

# Scraper API Terms of Service | Quantum Proxies

Terms of Service for the Quantum Proxies Scraper API: acceptable use, API keys, billing, fair use, data rights, warranties and liability.

## Scraper API Terms of Service

Terms of Service for the Quantum Proxies Scraper API: acceptable use, API keys, billing, fair use, data rights, warranties and liability.


---

# Chrome Extension Privacy Policy | Quantum Proxies

Privacy policy for Quantum Proxies Manager Chrome extension: what data we store locally, how we use it, and your rights.

## Chrome Extension Privacy Policy

Privacy policy for Quantum Proxies Manager Chrome extension: what data we store locally, how we use it, and your rights.


---

# SERP API – Google, Bing & DuckDuckGo Search Results as JSON | Quantum Proxies

Structured SERP API: Google, Bing and DuckDuckGo organic, shopping, images and news results as clean JSON. Real residential proxies, no blocks.

## SERP API

The SERP API returns Google, Bing and DuckDuckGo search results as clean, structured JSON — organic results, shopping, images, news and rich elements — scraped through real residential proxies so you get unblocked, geo-accurate data.

## Structured results

Organic listings with title, link, snippet and position, plus shopping products with prices, image packs, news, related searches, people-also-ask, knowledge panels and AI overviews where available.

## No blocks, real geo

Requests exit through residential IPs with real-browser TLS fingerprints and automatic retry on a fresh IP, so search engines return genuine localized results instead of captchas.

## Use cases

Rank tracking, keyword research, competitor and price monitoring, ad verification, and feeding search data into dashboards or LLM pipelines.

## Sources

- [Google Crawler (User Agent) Overview](https://developers.google.com/crawling/docs/crawlers-fetchers/overview-google-crawlers)
- [Robots.txt Introduction and Guide (Google Search Central)](https://developers.google.com/search/docs/crawling-indexing/robots/intro)
- [RFC 9309: Robots Exclusion Protocol](https://www.rfc-editor.org/rfc/rfc9309.html)
- [Search engine results page (Wikipedia)](https://en.wikipedia.org/wiki/Search_engine_results_page)
- [Custom Search JSON API (Google for Developers)](https://developers.google.com/custom-search/v1/overview)


---

# SERP API Documentation | Quantum Proxies

SERP API reference: endpoints, parameters and response schema for Google, Bing and DuckDuckGo search results as JSON.

## SERP API Documentation

SERP API documentation: endpoints, parameters and the full response schema for Google, Bing and DuckDuckGo search results as JSON. Learn how to query organic, shopping, images and news verticals.

## Reference

Every parameter, engine and search type is documented with request and response examples, so you can integrate structured search data quickly and reliably.


---

# Web Scraping & Extract API – Markdown, HTML & AI Extraction | Quantum Proxies

Scrape any page to Markdown/HTML/JSON through residential proxies with real-browser TLS fingerprints. Structured and AI extraction, crawl, map and batch.

## Web Scraping & Extract API

The Extract API scrapes any web page to clean Markdown, HTML or plain text through residential proxies with real-browser TLS fingerprints. It uses a fast TLS tier by default and only spins up a headless browser when a page is bot-challenged.

## Smart engine

The auto engine resolves most pages on the fast TLS tier, retries on a fresh exit IP if blocked, and escalates to a stealth headless browser only on a real challenge — maximum speed, minimum cost.

## Structured & AI extraction

Pull specific fields with CSS selectors, or describe what you want in natural language and let AI extraction return structured JSON. Mobile emulation, screenshots and page actions are supported.

## Crawl, map & batch

Discover a site's URLs with map, crawl a whole site to Markdown per page, or scrape many URLs asynchronously with batch — all through the same residential-proxy pipeline.

## Sources

- [CommonMark Spec](https://spec.commonmark.org/0.31.2/)
- [The /llms.txt file (llmstxt.org)](https://llmstxt.org/)
- [RFC 8259: The JSON Data Interchange Format](https://www.rfc-editor.org/rfc/rfc8259.html)
- [Web scraping (Wikipedia)](https://en.wikipedia.org/wiki/Web_scraping)
- [Intro to How Structured Data Markup Works (Google Search Central)](https://developers.google.com/search/docs/appearance/structured-data/intro-structured-data)


---

# Web Data for LLMs – Clean Markdown & RAG-ready Context | Quantum Proxies

Turn any URL into LLM-ready Markdown with token accounting and RAG chunking. Grounding search and AI extraction through residential proxies.

## Web Data for LLMs

Turn any URL into LLM-ready Markdown with token accounting and RAG-friendly chunking. Web Data for LLMs gives AI agents and pipelines clean, grounded web context through residential proxies.

## LLM-ready output

Pages come back as clean Markdown stripped of navigation and boilerplate, with token estimates and optional overlap-aware chunking so you can drop them straight into a RAG index or prompt.

## Grounding search

Run a search, fetch the top results in parallel as Markdown, and get a citation-ready context block under a token budget — ideal for answer engines and research agents.

## AI extraction

Describe the data you need and receive structured JSON, extracted from real, unblocked pages through residential IPs.

## Sources

- [The /llms.txt file (llmstxt.org)](https://llmstxt.org/)
- [RFC 9309: Robots Exclusion Protocol](https://www.rfc-editor.org/rfc/rfc9309.html)
- [Retrieval-augmented generation (Wikipedia)](https://en.wikipedia.org/wiki/Retrieval-augmented_generation)
- [Overview of OpenAI Crawlers](https://developers.openai.com/api/docs/bots)
- [Common Crawl - Overview](https://commoncrawl.org/overview)


---

# Web Scraping MCP Server with OAuth | QuantumProxies.io

Web scraping MCP server for Claude, Cursor and any MCP client. Sign in with OAuth 2.1, no API key to paste, and get 28 tools to scrape, search, map and crawl.

## MCP server for web scraping and AI agents

The QuantumProxies.io MCP server gives Claude, Cursor and any MCP client 28 tools to scrape, search, map and crawl the live web through residential proxies. Add https://api.quantumproxies.io/mcp to a client that supports OAuth sign-in, sign in to your account and click Allow access. No API key to copy.

- OAuth 2.1 sign-in
- Free, pay only API usage
- 28 tools
- Any MCP client

## Connect with OAuth in four steps

For MCP clients that support OAuth sign-in, the authorization flow defined in the MCP specification.

1. **Add the server URL**: Paste https://api.quantumproxies.io/mcp into your client, for example as a custom connector in Claude.
2. **Sign in**: The client opens the QuantumProxies.io sign-in page. Log in, or create a free account.
3. **Allow access**: A consent screen asks you to confirm. Click Allow access and the client is connected.
4. **Ask your agent**: The 28 tools are available right away. Usage is billed to your account balance, like any API key.

Each connection gets its own API key, named MCP · \<client name>, on the API keys page of your dashboard. Delete that key and the client is disconnected.

## OAuth or API key?

Both reach the same endpoint and the same 28 tools.

### OAuth sign-in

For chat apps and desktop clients. Nothing to copy or store: the client holds short-lived tokens, and every connection appears as its own key that you can delete.

### API key

For scripts, CI and headless agents, and for the local npx package. Send a qp_live_ key as Authorization: Bearer or X-Api-Key to the hosted endpoint, or set QUANTUMPROXIES_API_KEY for the local server.

## Skills for AI agents

Five SKILL.md files teach Claude Code, Claude.ai, Codex, Cursor, Gemini CLI and any agent that reads the open Agent Skills format how to use QuantumProxies.io correctly. Install them once; the agent loads the right one when the task needs it.

Install with one command: `npx skills add https://quantumproxies.io`. Works with the skills CLI in 70+ agents. Claude Code also loads a skill folder copied into ~/.claude/skills; Codex, Cursor and Gemini CLI read ~/.agents/skills.

- [`use-data-api`](https://quantumproxies.io/.well-known/agent-skills/use-data-api/SKILL.md): Call the REST Data API: authentication, response envelope, async jobs, references
- [`use-mcp-server`](https://quantumproxies.io/.well-known/agent-skills/use-mcp-server/SKILL.md): Connect any MCP client: hosted OAuth endpoint or local npm package, tool presets
- [`scrape-to-markdown`](https://quantumproxies.io/.well-known/agent-skills/scrape-to-markdown/SKILL.md): One URL to clean Markdown or structured fields; batch, map and crawl for many
- [`generate-proxies`](https://quantumproxies.io/.well-known/agent-skills/generate-proxies/SKILL.md): Proxy strings from your plans: geo-targeting, sticky sessions, IP whitelists
- [`find-business-leads`](https://quantumproxies.io/.well-known/agent-skills/find-business-leads/SKILL.md): Business lists and datasets: Collectors, AI Places Finder, dataset builder

[Discovery index (/.well-known/agent-skills/)](https://quantumproxies.io/.well-known/agent-skills/index.json) · [Source and Claude Code plugin on GitHub](https://github.com/quantumproxies/quantumproxies-skills)

The hosted endpoint follows the authorization part of the MCP specification: it is an OAuth 2.1 protected resource, and a request without credentials gets a 401 response that tells the client where to sign in. Keys still work on the same URL, so nothing breaks for existing setups.

## Remote MCP server URL and discovery

The hosted server lives at https://api.quantumproxies.io/mcp and speaks Streamable HTTP. It publishes OAuth protected resource metadata (RFC 9728) at https://api.quantumproxies.io/.well-known/oauth-protected-resource/mcp, which names https://app.quantumproxies.io as the authorization server. That server publishes its own metadata (RFC 8414) at /.well-known/oauth-authorization-server. A client that implements MCP authorization finds all of this on its own, starting from the 401 response.

## How the OAuth 2.1 sign-in is secured

PKCE with the S256 method is required on every authorization. Clients can register through Dynamic Client Registration (RFC 7591) or identify themselves with a Client ID Metadata Document. Access tokens last one hour; refresh tokens last 30 days and rotate on every use. Tokens are bound to the MCP endpoint with resource indicators (RFC 8707) and are never forwarded to other services.

## Manage and disconnect clients

Every client you allow gets a dedicated API key named MCP · \<client name> on the API keys page of your dashboard. Its usage is billed to your account balance, like any other API key. Delete the key and that client is disconnected, while your other clients and keys keep working.

## Connect with an API key instead

API keys keep working on the same endpoint: send a qp_live_ key as Authorization: Bearer or in the X-Api-Key header. The local package, npx -y quantumproxies-mcp, runs over stdio on your machine and reads the key from the QUANTUMPROXIES_API_KEY environment variable. Use a key wherever there is no browser to sign in: scripts, CI and headless agents.

## 28 tools your agent gets

Search, read, crawl and turn the live web into source-backed context or validated rows. Long-running tools expose status calls, so agents can poll without downloading the same data twice.

- `scrape`: One URL to clean Markdown, HTML or text through a residential proxy with a real-browser TLS fingerprint. Optional CSS-selector or AI extraction to structured JSON.
- `search`: Structured Google, Bing or DuckDuckGo results, including engine-specific verticals, rich blocks and pagination metadata.
- `search_and_read`: Search the live web, fetch the top sources and return citation-ready context bounded to your agent's token budget.
- `map`: Discover a site's URLs in seconds from sitemaps and homepage links, to find the right pages before scraping, without a full crawl.
- `crawl` + `crawl_status`: Async crawl from a seed URL, every page converted to Markdown. Include and exclude filters, depth control, progress with crawl_status.
- `batch` + `batch_status`: Scrape up to 1,000 URLs asynchronously with shared options and poll incremental per-URL results.
- `search_bulk` + `search_bulk_status`: Collect several SERP pages asynchronously, keeping page-one enrichments and merging duplicate organic results.
- `unlock`: Web Unlocker as a tool: replay any HTTP request (method, headers, body) through a residential exit, retry on a fresh IP and escalate a blocked GET to a real browser. A still-blocked page comes back flagged, never as a silent 200.
- `create_dataset` + `dataset_status`: Turn a plain-language request into a validated dataset with incremental rows and signed CSV/JSON downloads.
- `seo_audit`: Compare a page's no-JS and rendered SEO views: metadata, canonical, headings, content and structured-data differences.
- `ai_visibility`: Can ChatGPT, Claude, Perplexity, Google AI Overview and Bing Copilot read and cite a page? On-page audit scored per pillar with blockers and fixes, plus an optional citation panel that asks the engines.
- `generate_parser` + `save_parser_preset` + `list_parser_presets` + `parser_preset_stats` + `heal_parser_preset`: Learn CSS selectors for a page layout once with an LLM, then reuse them as free deterministic extraction. Five tools generate, save, list, score and self-heal parsers when a site changes.
- `list_collectors` + `run_collector` + `collector_run_status`: list_collectors, run_collector and collector_run_status: semantic inputs like keyword and location instead of URLs. Amazon, Google Maps, LinkedIn jobs, app stores and 70 more, billed per delivered row.
- `list_proxies` + `generate_proxies` + `proxy_locations` + `whitelist_ip`: list_proxies, generate_proxies, proxy_locations and whitelist_ip give the agent ready-to-use proxy endpoints of every type, with geo targeting down to city, ISP or ASN.
- `report`: Send feedback to the team from inside the agent: a bug, a missing feature or collector, a question. Works without an API key.

## Frequently Asked Questions

### What is the QuantumProxies.io MCP server?

It is a free Model Context Protocol server that connects the QuantumProxies.io Scraper API to Claude, Cursor and any MCP client. Your agent gets 28 tools to scrape, search, map and crawl the web through residential proxies with real-browser TLS fingerprints. Use the hosted endpoint with OAuth sign-in or run the npx package locally.

### Does the MCP server support OAuth?

Yes. The hosted endpoint at https://api.quantumproxies.io/mcp supports OAuth 2.1 sign-in as defined in the MCP authorization specification. Add the URL to a client that supports OAuth sign-in, log in to QuantumProxies.io and click Allow access. PKCE is required, access tokens last one hour and refresh tokens rotate.

### How do I connect the MCP server to Claude?

In Claude, add https://api.quantumproxies.io/mcp as a custom connector and sign in when the QuantumProxies.io page opens. In Claude Code, run claude mcp add --transport http quantumproxies https://api.quantumproxies.io/mcp, then /mcp to sign in. Claude Desktop can also run the local npx package with an API key.

### How do I disconnect a client?

Open the API keys page of your dashboard. Every client connected with OAuth has its own key, named MCP · \<client name>. Delete that key and the client loses access; your other clients and API keys are not affected. To connect it again, add the server URL and sign in once more.

### Can I still use an API key?

Yes. Send a qp_live_ key as Authorization: Bearer or X-Api-Key to https://api.quantumproxies.io/mcp, or run the local package with npx -y quantumproxies-mcp and the QUANTUMPROXIES_API_KEY environment variable. A key is the simpler choice for scripts, CI and headless agents, where there is no browser to sign in.

### How much does it cost?

The MCP server itself is free. You only pay standard pay-as-you-go pricing for the API calls it makes, the same rates as calling the Scraper API directly, billed to your account balance whether you connect with OAuth or a key. New accounts get free credits to test, no credit card required.

### Is there a remote MCP server, or only the local package?

Both. The hosted endpoint at https://api.quantumproxies.io/mcp speaks Streamable HTTP for clients that prefer a URL, with OAuth sign-in or an API key, and exposes the same 28 tools. The npx package runs on your machine over stdio and authenticates with your API key.

### Where does it run? Do you see my data?

The local package runs on your machine via npx and talks to the public QuantumProxies.io API with your own qp_live_ key: no internal secrets in the package and no extra hop. The hosted endpoint makes the same API calls with the key tied to your connection; OAuth tokens are never forwarded to other services.

### Which MCP clients are supported?

Any client that speaks the Model Context Protocol. Clients that connect to remote servers over Streamable HTTP and support OAuth sign-in use the hosted URL; stdio clients such as Claude Desktop, Claude Code, Cursor, Windsurf, VS Code and Zed can run the local package with the same five-line JSON.

### What tools does my agent get?

Twenty-eight tools: scrape, unlock, seo_audit, ai_visibility, search, search_and_read, map, crawl and batch with status polling, search_bulk and create_dataset with their status tools, generate_parser with four self-healing preset tools, three Collector tools over the ready-made scrapers, four proxy tools for endpoints, geo targeting and IP whitelists, and report to send feedback to the team.

### Why not let the agent fetch pages itself?

Plain HTTP fetches from an agent get blocked by anti-bot systems on exactly the pages worth reading. The MCP server routes every request through residential IPs with browser-grade TLS fingerprints, automatic retry on block and a stealth browser fallback, so the agent reads the real page, not a captcha.

## Related products

- [Extract API: any page to Markdown or JSON](https://quantumproxies.io/extract-api)
- [Web data for LLMs and RAG](https://quantumproxies.io/web-data-for-llms)
- [SERP API for Google, Bing and DuckDuckGo](https://quantumproxies.io/serp-api)
- [Web Unlocker for bot-protected sites](https://quantumproxies.io/web-unlocker)
- [Residential proxies](https://quantumproxies.io/residential-proxies)

## Sources

- [What is the Model Context Protocol (MCP)?](https://modelcontextprotocol.io/docs/2026-07-28/getting-started/intro)
- [Model Context Protocol Specification](https://modelcontextprotocol.io/specification/2025-06-18)
- [Introducing the Model Context Protocol (Anthropic)](https://www.anthropic.com/news/model-context-protocol)
- [modelcontextprotocol/modelcontextprotocol (GitHub)](https://github.com/modelcontextprotocol/modelcontextprotocol)
- [Model Context Protocol (Wikipedia)](https://en.wikipedia.org/wiki/Model_Context_Protocol)


---

# Web Unlocker API — Anti-Bot Bypass | QuantumProxies.io

Web Unlocker API and forward proxy: residential exits, real browser TLS fingerprints, retry on a fresh IP and browser escalation when a site blocks the request.

## Web Unlocker API for sites that block bots

A web unlocker takes an ordinary HTTP request and replays it from a residential IP under a real browser TLS fingerprint, retries on a fresh IP when the target blocks it and switches to a real browser when a JavaScript challenge appears. QuantumProxies.io offers one as a REST endpoint and as a forward proxy, on one prepaid balance.

- Residential or mobile exits in 200+ countries
- Six browser TLS fingerprints, rotated on retry
- A blocked page is flagged, never returned as a silent 200
- REST endpoint or forward proxy, same account

## How the Web Unlocker works

### 1 · Your request leaves as a browser

The identity headers your client sends (User-Agent, Accept, Sec-Fetch-*) are replaced by a set that matches the TLS handshake. Authorization, cookies, content type and custom headers pass through untouched.

### 2 · A blocked GET retries on a fresh IP

A challenge or refusal triggers a retry on a new residential exit under a different fingerprint family: Chrome, Firefox, Brave. Up to three TLS attempts inside a 90-second budget.

### 3 · Still blocked? A real browser takes over

When every TLS attempt is challenged, a headless browser fetches the page and answers the JavaScript challenge. When you pass a sticky session id, the clearance cookie it earns is kept and replayed on your next requests to that site in the same session.

## Three ways to call it

Same engine underneath. Pick the interface your code already speaks.

### REST endpoint

POST /api/v1/scraper/unlock with your API key. No proxy protocol and no certificate: a normal HTTPS call that returns the target's status, headers, body and a blocked flag.

### Forward proxy

Point any HTTP client at unlock.quantumproxies.io:9000 with a proxy sub-user from the dashboard. Targeting rides in the username: country, state, city, session, TLS profile and tier.

### Control headers

x-qp-url, x-qp-country, x-qp-session, x-qp-render, x-qp-keep-headers, x-qp-success-status and x-qp-timeout steer a single request. The header spellings of the two most common commercial unlockers are accepted too.

The QuantumProxies.io Web Unlocker is built for the pages a plain HTTP client cannot get: the ones where the anti-bot layer scores the TLS handshake and the HTTP/2 settings before it reads a single header. A fetch or requests call carries its runtime's signature whatever User-Agent it sets. The unlocker fixes that at the transport layer and, unlike the Extract API, hands back the origin's raw response: any method, your own headers and body, a login or a cart held on one exit IP.

## What a web unlocker does that a proxy does not

A rotating residential proxy changes where a request comes from. It does not change what the request looks like: the TLS handshake, the HTTP/2 frame order and the header set still say Python or Node, and modern bot walls score exactly that. A web unlocker rewrites the request into one a real browser would send, retries under a different fingerprint when the origin refuses it, and switches to a real browser when the origin demands JavaScript. You keep the proxy interface; the unlocker adds the judgement.

## Real browser TLS fingerprints

Every attempt leaves under one of six browser profiles: Chrome, Firefox, Safari, Safari iOS, Edge or Brave, plus a mobile Safari option on the REST endpoint. When you pin none, retries rotate the family, so a site that has burned one handshake meets another. The identity headers are rewritten to match the profile, because a Chrome handshake carrying a Firefox User-Agent is a louder signal than either alone. Authorization, Cookie, Content-Type and custom X-* headers are forwarded verbatim, and keepHeaders sends yours as-is when you replay a captured app request.

## Retry on a fresh IP, then a real browser

A blocked GET is retried on a new residential exit with a rotated fingerprint, up to three TLS attempts within a 90-second budget. If every attempt comes back challenged, the request escalates to a headless browser that answers the JavaScript challenge and returns the rendered page. POST, PUT and DELETE never retry on an HTTP response: a 403 means the origin saw the request, and replaying it could double-submit an order or a form. Set render to html or png to start in the browser, or render to false to stay on the TLS tier.

## A block is reported, never disguised as success

Every response is classified before it reaches you. The classifier reads the headers and body that bot-defence vendors sign their pages with and names both the vendor (cloudflare, datadome, akamai and others) and the class of block: js_challenge, captcha, access_denied, rate_limited, fingerprint, geo or timeout. On the REST endpoint a still-blocked page arrives with blocked set to true and the page itself for inspection. On the forward proxy a challenge served with a 2xx becomes a 502 with the x-qp-unlocker-blocked header, while a genuine origin refusal (403, 429, 503) is relayed intact. Interactive captchas are not solved: they come back labelled captcha.

## Sessions, geo-targeting and per-site memory

Pass a country, and optionally a state or city, to exit from that market. Leave it empty and the exit country is chosen from the target's top-level domain, with the United States as the fallback. A sticky session id keeps one exit IP across calls for 3 to 1,440 minutes, so a login, a cart or a paginated listing stays on one identity. The unlocker also remembers, per domain, which tier and fingerprint family passed recently and starts there next time, and it quarantines an exit a site has just refused instead of offering it to that site again.

## Premium and Mobile tiers, prepaid per GB

The Web Unlocker runs on two exit pools: Premium on residential IPs and Mobile on 4G/5G carrier IPs, each with its own prepaid GB balance bought from the dashboard. Usage is measured in bytes moved, including retries and browser renders, and when a balance runs out the proxy answers 402 instead of failing silently. The price per GB of each tier is shown on the Web Unlocker page of the dashboard, next to the buy button. There is no subscription and no minimum term.

## Migrating an existing unlocker integration

The forward proxy accepts the control-header spellings of the two most common commercial unlockers alongside its own x-qp-* headers, so an integration usually migrates by changing the proxy host and the credentials and nothing else. Proxy mode carries targeting in the username the way the residential proxies already do: country, state, city, session, profile and tier. HTTPS through the proxy needs the interception certificate, downloadable from the API with your key. Direct mode with x-qp-url and the REST endpoint need no certificate at all.

## When to use the Web Unlocker instead of the Extract API

Use the Extract API when you want a page as Markdown, HTML or structured JSON and do not care how it was fetched. Use the Web Unlocker when you need the origin's raw response: a JSON API behind a bot wall, a POST that submits a form, a request with your own authorization header, a cookie jar you manage yourself, or an existing scraper that already speaks proxy protocol. Both live on the same account and the same residential network; only the unlocker bills from its own prepaid GB balance.

## Frequently Asked Questions

### What is a web unlocker?

A web unlocker is a service that takes a normal HTTP request and delivers it to a bot-protected site as a real browser would: from a residential IP, with a browser TLS fingerprint and matching headers, retrying on a fresh IP when blocked and using a real browser for JavaScript challenges. It returns the origin's raw response.

### How is a web unlocker different from a rotating residential proxy?

A proxy only changes the source IP. Your client's TLS handshake and header set still reveal an automated tool, and that is what modern bot walls score. The unlocker rewrites the request to match a browser, retries under another fingerprint when refused and escalates to a browser when JavaScript is demanded.

### Does the Web Unlocker solve CAPTCHAs?

It answers JavaScript challenges with a real browser and, inside a sticky session, keeps the clearance cookie for later requests to the same site. Interactive captchas that require a human are not solved: the response comes back labelled captcha, with the vendor named, so your code can decide what to do next.

### Can I send POST requests with my own headers and body?

Yes. Any HTTP method is forwarded with your body, in text or base64. Authorization, Cookie, Content-Type and custom X-* headers pass through verbatim; only the identity headers are rewritten. A POST is attempted exactly once, because replaying it after a response could double-submit a form or an order.

### How is the Web Unlocker billed?

Per GB, from a prepaid balance you buy in the dashboard for the tier you use: Premium on residential exits or Mobile on carrier exits. All bytes moved count, retries and browser renders included. When the balance is exhausted the proxy answers 402. The current price per GB is shown in the dashboard.

### What happens when a page is still blocked after every attempt?

It is never returned as a silent success. The REST endpoint sets blocked to true and includes the block class and vendor next to the page. The forward proxy turns a challenge served with a 2xx into a 502 with an x-qp-unlocker-blocked header, and relays a real 403, 429 or 503 from the origin unchanged.

### Can I keep the same IP across several requests?

Yes. Pass a session id, in the request body or in the proxy username, and every call with that id leaves from the same exit IP for 3 to 1,440 minutes. That is how a login, a shopping cart or a paginated listing stays on one identity instead of changing IP on every page.

### Do I need to install a certificate?

Only for HTTPS through the classic forward proxy, which terminates TLS to rewrite the request; the interception certificate is downloaded from the API with your key. Direct mode, where the target goes in the x-qp-url header, and the REST endpoint need no certificate at all.

### Which countries can I exit from?

The Premium tier uses the same residential network as the Residential Premium proxies, with country, state and city targeting across 200+ countries. The Mobile tier uses 4G/5G carrier IPs. When you set no country, the exit is chosen from the target's top-level domain, with the United States as the fallback.

## Related products

- [Residential Web Unlocker](https://quantumproxies.io/web-unlocker/residential)
- [Mobile Web Unlocker on 4G/5G IPs](https://quantumproxies.io/web-unlocker/mobile)
- [Extract API: any page as Markdown, HTML or JSON](https://quantumproxies.io/extract-api)
- [SERP API: search results as structured JSON](https://quantumproxies.io/serp-api)
- [Residential Premium proxies](https://quantumproxies.io/residential-proxies)
- [Mobile proxies on 4G/5G carrier IPs](https://quantumproxies.io/mobile-proxies)
- [REST API reference](https://quantumproxies.io/api)
- [MCP server for AI agents](https://quantumproxies.io/mcp-server)

## Sources

- [RFC 9110: HTTP Semantics — safe and idempotent methods](https://www.rfc-editor.org/rfc/rfc9110.html#name-safe-methods)
- [RFC 9110: The CONNECT method](https://www.rfc-editor.org/rfc/rfc9110.html#name-connect)
- [RFC 8446: The Transport Layer Security (TLS) Protocol Version 1.3](https://www.rfc-editor.org/rfc/rfc8446.html)
- [Proxy-Authorization header (MDN Web Docs)](https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Headers/Proxy-Authorization)
- [JA3: a method for profiling SSL/TLS clients (Salesforce, GitHub)](https://github.com/salesforce/ja3)


---

# Scraper API — Scrape, Search, Map & Crawl | Quantum Proxies

One API to scrape pages, get structured search results, map and crawl sites and power AI agents — through residential proxies with real-browser fingerprints.

## Scraper API — Scrape, Search, Map & Crawl

One API to scrape pages, get structured search results, map and crawl sites and power AI agents — through residential proxies with real-browser fingerprints.


---

# Proxy Locations by Country: 211 Countries | Quantum Proxies

All 211 proxy locations we cover: residential, ISP, datacenter, mobile and IPv6 IPs with country codes, city targeting and rotating or sticky sessions.

## Proxy Locations by Country

QuantumProxies covers 211 countries. Every location on this page works with residential, datacenter, ISP, mobile and IPv6 IPs, supports city- and state-level targeting, and is selected with its two-letter country code in the proxy username — country-us for the United States.

## Most requested proxy locations

The countries our customers target most often. Each one has a dedicated page with local use cases, setup and pricing.

- [United States](https://quantumproxies.io/residential-proxies/usa) — country-us
- [United Kingdom](https://quantumproxies.io/residential-proxies/uk) — country-gb
- [Germany](https://quantumproxies.io/residential-proxies/germany) — country-de
- [Canada](https://quantumproxies.io/residential-proxies/canada) — country-ca
- [India](https://quantumproxies.io/residential-proxies/india) — country-in
- [France](https://quantumproxies.io/residential-proxies/france) — country-fr
- [Australia](https://quantumproxies.io/residential-proxies/australia) — country-au
- [Japan](https://quantumproxies.io/residential-proxies/japan) — country-jp
- [Brazil](https://quantumproxies.io/residential-proxies/brazil) — country-br
- [Mexico](https://quantumproxies.io/residential-proxies/mexico) — country-mx
- [Spain](https://quantumproxies.io/residential-proxies/spain) — country-es
- [Italy](https://quantumproxies.io/residential-proxies/italy) — country-it

## All proxy locations by region

Every country in the network, grouped by region, with the code you pass to the gateway. 181 of them have a dedicated page and are linked below; the rest are targeted exactly the same way from the dashboard and the API.

### Europe

- [Albania (al)](https://quantumproxies.io/residential-proxies/albania)
- [Andorra (ad)](https://quantumproxies.io/residential-proxies/andorra)
- [Armenia (am)](https://quantumproxies.io/residential-proxies/armenia)
- [Austria (at)](https://quantumproxies.io/residential-proxies/austria)
- [Belarus (by)](https://quantumproxies.io/residential-proxies/belarus)
- [Belgium (be)](https://quantumproxies.io/residential-proxies/belgium)
- [Bosnia and Herzegovina (ba)](https://quantumproxies.io/residential-proxies/bosnia)
- [Bulgaria (bg)](https://quantumproxies.io/residential-proxies/bulgaria)
- [Croatia (hr)](https://quantumproxies.io/residential-proxies/croatia)
- [Cyprus (cy)](https://quantumproxies.io/residential-proxies/cyprus)
- [Czech Republic (cz)](https://quantumproxies.io/residential-proxies/czech-republic)
- [Denmark (dk)](https://quantumproxies.io/residential-proxies/denmark)
- [Estonia (ee)](https://quantumproxies.io/residential-proxies/estonia)
- Faroe Islands (fo)
- [Finland (fi)](https://quantumproxies.io/residential-proxies/finland)
- [France (fr)](https://quantumproxies.io/residential-proxies/france)
- [Georgia (ge)](https://quantumproxies.io/residential-proxies/georgia)
- [Germany (de)](https://quantumproxies.io/residential-proxies/germany)
- Gibraltar (gi)
- [Greece (gr)](https://quantumproxies.io/residential-proxies/greece)
- Guernsey (gg)
- [Hungary (hu)](https://quantumproxies.io/residential-proxies/hungary)
- [Iceland (is)](https://quantumproxies.io/residential-proxies/iceland)
- [Ireland (ie)](https://quantumproxies.io/residential-proxies/ireland)
- Isle of Man (im)
- [Italy (it)](https://quantumproxies.io/residential-proxies/italy)
- Jersey (je)
- [Kosovo (xk)](https://quantumproxies.io/residential-proxies/kosovo)
- [Latvia (lv)](https://quantumproxies.io/residential-proxies/latvia)
- [Liechtenstein (li)](https://quantumproxies.io/residential-proxies/liechtenstein)
- [Lithuania (lt)](https://quantumproxies.io/residential-proxies/lithuania)
- [Luxembourg (lu)](https://quantumproxies.io/residential-proxies/luxembourg)
- [Malta (mt)](https://quantumproxies.io/residential-proxies/malta)
- [Moldova (md)](https://quantumproxies.io/residential-proxies/moldova)
- [Montenegro (me)](https://quantumproxies.io/residential-proxies/montenegro)
- [Netherlands (nl)](https://quantumproxies.io/residential-proxies/netherlands)
- [North Macedonia (mk)](https://quantumproxies.io/residential-proxies/macedonia)
- [Norway (no)](https://quantumproxies.io/residential-proxies/norway)
- [Poland (pl)](https://quantumproxies.io/residential-proxies/poland)
- [Portugal (pt)](https://quantumproxies.io/residential-proxies/portugal)
- [Romania (ro)](https://quantumproxies.io/residential-proxies/romania)
- [Russia (ru)](https://quantumproxies.io/residential-proxies/russia)
- [Serbia (rs)](https://quantumproxies.io/residential-proxies/serbia)
- [Slovakia (sk)](https://quantumproxies.io/residential-proxies/slovakia)
- [Slovenia (si)](https://quantumproxies.io/residential-proxies/slovenia)
- [Spain (es)](https://quantumproxies.io/residential-proxies/spain)
- [Sweden (se)](https://quantumproxies.io/residential-proxies/sweden)
- [Switzerland (ch)](https://quantumproxies.io/residential-proxies/switzerland)
- [Turkey (tr)](https://quantumproxies.io/residential-proxies/turkey)
- [Ukraine (ua)](https://quantumproxies.io/residential-proxies/ukraine)
- [United Kingdom (gb)](https://quantumproxies.io/residential-proxies/uk)

### North America

- Bermuda (bm)
- [Canada (ca)](https://quantumproxies.io/residential-proxies/canada)
- Greenland (gl)
- Saint Pierre and Miquelon (pm)
- [United States (us)](https://quantumproxies.io/residential-proxies/usa)

### Latin America & Caribbean

- Anguilla (ai)
- [Antigua and Barbuda (ag)](https://quantumproxies.io/residential-proxies/antigua-and-barbuda)
- [Argentina (ar)](https://quantumproxies.io/residential-proxies/argentina)
- Aruba (aw)
- [Bahamas (bs)](https://quantumproxies.io/residential-proxies/bahamas)
- [Barbados (bb)](https://quantumproxies.io/residential-proxies/barbados)
- [Belize (bz)](https://quantumproxies.io/residential-proxies/belize)
- [Bolivia (bo)](https://quantumproxies.io/residential-proxies/bolivia)
- Bonaire (bq)
- [Brazil (br)](https://quantumproxies.io/residential-proxies/brazil)
- British Virgin Islands (vg)
- Cayman Islands (ky)
- [Chile (cl)](https://quantumproxies.io/residential-proxies/chile)
- [Colombia (co)](https://quantumproxies.io/residential-proxies/colombia)
- [Costa Rica (cr)](https://quantumproxies.io/residential-proxies/costa-rica)
- [Cuba (cu)](https://quantumproxies.io/residential-proxies/cuba)
- Curacao (cw)
- [Dominica (dm)](https://quantumproxies.io/residential-proxies/dominica)
- [Dominican Republic (do)](https://quantumproxies.io/residential-proxies/dominican-republic)
- [Ecuador (ec)](https://quantumproxies.io/residential-proxies/ecuador)
- [El Salvador (sv)](https://quantumproxies.io/residential-proxies/el-salvador)
- Falkland Islands (fk)
- French Guiana (gf)
- [Grenada (gd)](https://quantumproxies.io/residential-proxies/grenada)
- Guadeloupe (gp)
- [Guatemala (gt)](https://quantumproxies.io/residential-proxies/guatemala)
- [Guyana (gy)](https://quantumproxies.io/residential-proxies/guyana)
- [Haiti (ht)](https://quantumproxies.io/residential-proxies/haiti)
- [Honduras (hn)](https://quantumproxies.io/residential-proxies/honduras)
- [Jamaica (jm)](https://quantumproxies.io/residential-proxies/jamaica)
- Martinique (mq)
- [Mexico (mx)](https://quantumproxies.io/residential-proxies/mexico)
- [Nicaragua (ni)](https://quantumproxies.io/residential-proxies/nicaragua)
- [Panama (pa)](https://quantumproxies.io/residential-proxies/panama)
- [Paraguay (py)](https://quantumproxies.io/residential-proxies/paraguay)
- [Peru (pe)](https://quantumproxies.io/residential-proxies/peru)
- [Puerto Rico (pr)](https://quantumproxies.io/residential-proxies/puerto-rico)
- [Saint Kitts and Nevis (kn)](https://quantumproxies.io/residential-proxies/saint-kitts-and-nevis)
- [Saint Lucia (lc)](https://quantumproxies.io/residential-proxies/saint-lucia)
- Saint Martin (mf)
- [Saint Vincent and the Grenadines (vc)](https://quantumproxies.io/residential-proxies/saint-vincent-and-the-grenadines)
- Sint Maarten (sx)
- [Suriname (sr)](https://quantumproxies.io/residential-proxies/suriname)
- [Trinidad and Tobago (tt)](https://quantumproxies.io/residential-proxies/trinidad-and-tobago)
- Turks and Caicos Islands (tc)
- U.S. Virgin Islands (vi)
- [Uruguay (uy)](https://quantumproxies.io/residential-proxies/uruguay)
- [Venezuela (ve)](https://quantumproxies.io/residential-proxies/venezuela)

### Asia & Pacific

- [Afghanistan (af)](https://quantumproxies.io/residential-proxies/afghanistan)
- [Australia (au)](https://quantumproxies.io/residential-proxies/australia)
- [Azerbaijan (az)](https://quantumproxies.io/residential-proxies/azerbaijan)
- [Bangladesh (bd)](https://quantumproxies.io/residential-proxies/bangladesh)
- [Bhutan (bt)](https://quantumproxies.io/residential-proxies/bhutan)
- [Brunei (bn)](https://quantumproxies.io/residential-proxies/brunei)
- [Cambodia (kh)](https://quantumproxies.io/residential-proxies/cambodia)
- [China (cn)](https://quantumproxies.io/residential-proxies/china)
- Cook Islands (ck)
- [Fiji (fj)](https://quantumproxies.io/residential-proxies/fiji)
- French Polynesia (pf)
- Guam (gu)
- [Hong Kong (hk)](https://quantumproxies.io/residential-proxies/hong-kong)
- [India (in)](https://quantumproxies.io/residential-proxies/india)
- [Indonesia (id)](https://quantumproxies.io/residential-proxies/indonesia)
- [Japan (jp)](https://quantumproxies.io/residential-proxies/japan)
- [Kazakhstan (kz)](https://quantumproxies.io/residential-proxies/kazakhstan)
- [Kyrgyzstan (kg)](https://quantumproxies.io/residential-proxies/kyrgyzstan)
- [Laos (la)](https://quantumproxies.io/residential-proxies/laos)
- Macao (mo)
- [Malaysia (my)](https://quantumproxies.io/residential-proxies/malaysia)
- [Maldives (mv)](https://quantumproxies.io/residential-proxies/maldives)
- [Mongolia (mn)](https://quantumproxies.io/residential-proxies/mongolia)
- [Myanmar (mm)](https://quantumproxies.io/residential-proxies/myanmar)
- [Nepal (np)](https://quantumproxies.io/residential-proxies/nepal)
- New Caledonia (nc)
- [New Zealand (nz)](https://quantumproxies.io/residential-proxies/new-zealand)
- [Pakistan (pk)](https://quantumproxies.io/residential-proxies/pakistan)
- [Philippines (ph)](https://quantumproxies.io/residential-proxies/philippines)
- [Singapore (sg)](https://quantumproxies.io/residential-proxies/singapore)
- [South Korea (kr)](https://quantumproxies.io/residential-proxies/south-korea)
- [Sri Lanka (lk)](https://quantumproxies.io/residential-proxies/sri-lanka)
- [Taiwan (tw)](https://quantumproxies.io/residential-proxies/taiwan)
- [Tajikistan (tj)](https://quantumproxies.io/residential-proxies/tajikistan)
- [Thailand (th)](https://quantumproxies.io/residential-proxies/thailand)
- [Uzbekistan (uz)](https://quantumproxies.io/residential-proxies/uzbekistan)
- [Vietnam (vn)](https://quantumproxies.io/residential-proxies/vietnam)
- Wallis and Futuna (wf)

### Middle East

- [Bahrain (bh)](https://quantumproxies.io/residential-proxies/bahrain)
- [Iran (ir)](https://quantumproxies.io/residential-proxies/iran)
- [Iraq (iq)](https://quantumproxies.io/residential-proxies/iraq)
- [Israel (il)](https://quantumproxies.io/residential-proxies/israel)
- [Jordan (jo)](https://quantumproxies.io/residential-proxies/jordan)
- [Kuwait (kw)](https://quantumproxies.io/residential-proxies/kuwait)
- [Lebanon (lb)](https://quantumproxies.io/residential-proxies/lebanon)
- [Oman (om)](https://quantumproxies.io/residential-proxies/oman)
- [Palestine (ps)](https://quantumproxies.io/residential-proxies/palestine)
- [Qatar (qa)](https://quantumproxies.io/residential-proxies/qatar)
- [Saudi Arabia (sa)](https://quantumproxies.io/residential-proxies/saudi-arabia)
- [Syria (sy)](https://quantumproxies.io/residential-proxies/syria)
- [United Arab Emirates (ae)](https://quantumproxies.io/residential-proxies/uae)
- [Yemen (ye)](https://quantumproxies.io/residential-proxies/yemen)

### Africa

- [Algeria (dz)](https://quantumproxies.io/residential-proxies/algeria)
- [Angola (ao)](https://quantumproxies.io/residential-proxies/angola)
- [Benin (bj)](https://quantumproxies.io/residential-proxies/benin)
- [Botswana (bw)](https://quantumproxies.io/residential-proxies/botswana)
- [Burkina Faso (bf)](https://quantumproxies.io/residential-proxies/burkina-faso)
- [Burundi (bi)](https://quantumproxies.io/residential-proxies/burundi)
- [Cameroon (cm)](https://quantumproxies.io/residential-proxies/cameroon)
- [Cape Verde (cv)](https://quantumproxies.io/residential-proxies/cape-verde)
- [Central African Republic (cf)](https://quantumproxies.io/residential-proxies/central-african-republic)
- [Chad (td)](https://quantumproxies.io/residential-proxies/chad)
- [Comoros (km)](https://quantumproxies.io/residential-proxies/comoros)
- [Djibouti (dj)](https://quantumproxies.io/residential-proxies/djibouti)
- [DR Congo (cd)](https://quantumproxies.io/residential-proxies/dr-congo)
- [Egypt (eg)](https://quantumproxies.io/residential-proxies/egypt)
- [Equatorial Guinea (gq)](https://quantumproxies.io/residential-proxies/equatorial-guinea)
- [Eswatini (sz)](https://quantumproxies.io/residential-proxies/eswatini)
- [Ethiopia (et)](https://quantumproxies.io/residential-proxies/ethiopia)
- [Gabon (ga)](https://quantumproxies.io/residential-proxies/gabon)
- [Gambia (gm)](https://quantumproxies.io/residential-proxies/gambia)
- [Ghana (gh)](https://quantumproxies.io/residential-proxies/ghana)
- [Guinea (gn)](https://quantumproxies.io/residential-proxies/guinea)
- [Guinea-Bissau (gw)](https://quantumproxies.io/residential-proxies/guinea-bissau)
- [Ivory Coast (ci)](https://quantumproxies.io/residential-proxies/ivory-coast)
- [Kenya (ke)](https://quantumproxies.io/residential-proxies/kenya)
- [Lesotho (ls)](https://quantumproxies.io/residential-proxies/lesotho)
- [Liberia (lr)](https://quantumproxies.io/residential-proxies/liberia)
- [Libya (ly)](https://quantumproxies.io/residential-proxies/libya)
- [Madagascar (mg)](https://quantumproxies.io/residential-proxies/madagascar)
- [Malawi (mw)](https://quantumproxies.io/residential-proxies/malawi)
- [Mali (ml)](https://quantumproxies.io/residential-proxies/mali)
- [Mauritania (mr)](https://quantumproxies.io/residential-proxies/mauritania)
- [Mauritius (mu)](https://quantumproxies.io/residential-proxies/mauritius)
- Mayotte (yt)
- [Morocco (ma)](https://quantumproxies.io/residential-proxies/morocco)
- [Mozambique (mz)](https://quantumproxies.io/residential-proxies/mozambique)
- [Namibia (na)](https://quantumproxies.io/residential-proxies/namibia)
- [Niger (ne)](https://quantumproxies.io/residential-proxies/niger)
- [Nigeria (ng)](https://quantumproxies.io/residential-proxies/nigeria)
- [Republic of the Congo (cg)](https://quantumproxies.io/residential-proxies/congo)
- Reunion (re)
- [Rwanda (rw)](https://quantumproxies.io/residential-proxies/rwanda)
- [Sao Tome and Principe (st)](https://quantumproxies.io/residential-proxies/sao-tome-and-principe)
- [Senegal (sn)](https://quantumproxies.io/residential-proxies/senegal)
- [Seychelles (sc)](https://quantumproxies.io/residential-proxies/seychelles)
- [Sierra Leone (sl)](https://quantumproxies.io/residential-proxies/sierra-leone)
- [Somalia (so)](https://quantumproxies.io/residential-proxies/somalia)
- [South Africa (za)](https://quantumproxies.io/residential-proxies/south-africa)
- [South Sudan (ss)](https://quantumproxies.io/residential-proxies/south-sudan)
- [Sudan (sd)](https://quantumproxies.io/residential-proxies/sudan)
- [Tanzania (tz)](https://quantumproxies.io/residential-proxies/tanzania)
- [Togo (tg)](https://quantumproxies.io/residential-proxies/togo)
- [Tunisia (tn)](https://quantumproxies.io/residential-proxies/tunisia)
- [Uganda (ug)](https://quantumproxies.io/residential-proxies/uganda)
- [Zambia (zm)](https://quantumproxies.io/residential-proxies/zambia)
- [Zimbabwe (zw)](https://quantumproxies.io/residential-proxies/zimbabwe)

## How to target a country

Country selection happens in the proxy username, so you can change location per request without touching the host or the port.

1. Append country-\<code> to your username — the code is listed next to every country above.
2. Add session-\<id> to keep the same exit IP across requests; leave it out to rotate on every request.
3. Narrow it down with city-\<city> or state-\<state> on the networks that support it.

Not sure where an IP actually exits? Run it through the free IP checker before you launch a job.

## Which network is available where

The same country code works across every network — only the coverage differs.

- Residential proxies — 211 countries: Real home IPs, rotating or sticky, with city and state targeting.
- Datacenter proxies — Global pool: The cheapest per GB, for high-volume scraping of tolerant targets.
- ISP proxies — 25 countries: Static residential IPs that stay yours, from $2.50 per IP a month.
- Mobile proxies — 50+ countries: 500k+ 4G/5G carrier IPs for the hardest targets.
- IPv6 proxies — Global pool: Large IPv6 ranges for targets that accept IPv6 traffic.

## Proxy locations FAQ

### What does proxy location mean?

A proxy location is the country — and optionally the city or state — the exit IP belongs to. The site you visit sees that location instead of yours, so pages, prices and search results are served exactly as a local visitor sees them.

### How many countries do your proxies cover?

211 countries and territories, listed in full on this page. 181 have a dedicated page with local use cases; all 211 can be targeted from the dashboard and the API with their two-letter country code.

### What is the proxy country code?

It is the ISO 3166-1 alpha-2 code of the country — us, gb, de, br. You append it to the proxy username as country-de to force an exit IP in that country. Every country on this page shows its code.

### Can I target a city or a state instead of a whole country?

Yes. On the residential and mobile networks you can add city-\<city> or state-\<state> after the country code. How many IPs a given city has depends on the market, so large cities give the most stable pools.

### How do I check which country my proxy IP is in?

Send the request through our free IP checker: it returns country, city, ASN and a fraud score, so you can confirm the exit matches the location you targeted before you launch a job.

### Do all locations support rotating and sticky sessions?

Yes. Every country supports both modes: rotate the IP on each request for scraping, or pass a session id to keep the same IP for logins, carts and checkout flows.

## Targeting code for every country

### Europe

- United Kingdom — `country-gb` — https://quantumproxies.io/residential-proxies/uk
- Germany — `country-de` — https://quantumproxies.io/residential-proxies/germany
- France — `country-fr` — https://quantumproxies.io/residential-proxies/france
- Spain — `country-es` — https://quantumproxies.io/residential-proxies/spain
- Italy — `country-it` — https://quantumproxies.io/residential-proxies/italy
- Netherlands — `country-nl` — https://quantumproxies.io/residential-proxies/netherlands
- Turkey — `country-tr` — https://quantumproxies.io/residential-proxies/turkey
- Poland — `country-pl` — https://quantumproxies.io/residential-proxies/poland
- Russia — `country-ru` — https://quantumproxies.io/residential-proxies/russia
- Belgium — `country-be` — https://quantumproxies.io/residential-proxies/belgium
- Sweden — `country-se` — https://quantumproxies.io/residential-proxies/sweden
- Switzerland — `country-ch` — https://quantumproxies.io/residential-proxies/switzerland
- Austria — `country-at` — https://quantumproxies.io/residential-proxies/austria
- Portugal — `country-pt` — https://quantumproxies.io/residential-proxies/portugal
- Ireland — `country-ie` — https://quantumproxies.io/residential-proxies/ireland
- Denmark — `country-dk` — https://quantumproxies.io/residential-proxies/denmark
- Norway — `country-no` — https://quantumproxies.io/residential-proxies/norway
- Finland — `country-fi` — https://quantumproxies.io/residential-proxies/finland
- Romania — `country-ro` — https://quantumproxies.io/residential-proxies/romania
- Hungary — `country-hu` — https://quantumproxies.io/residential-proxies/hungary
- Czech Republic — `country-cz` — https://quantumproxies.io/residential-proxies/czech-republic
- Greece — `country-gr` — https://quantumproxies.io/residential-proxies/greece
- Ukraine — `country-ua` — https://quantumproxies.io/residential-proxies/ukraine
- Croatia — `country-hr` — https://quantumproxies.io/residential-proxies/croatia
- Serbia — `country-rs` — https://quantumproxies.io/residential-proxies/serbia
- Bulgaria — `country-bg` — https://quantumproxies.io/residential-proxies/bulgaria
- Slovakia — `country-sk` — https://quantumproxies.io/residential-proxies/slovakia
- Slovenia — `country-si` — https://quantumproxies.io/residential-proxies/slovenia
- Lithuania — `country-lt` — https://quantumproxies.io/residential-proxies/lithuania
- Latvia — `country-lv` — https://quantumproxies.io/residential-proxies/latvia
- Estonia — `country-ee` — https://quantumproxies.io/residential-proxies/estonia
- Iceland — `country-is` — https://quantumproxies.io/residential-proxies/iceland
- Luxembourg — `country-lu` — https://quantumproxies.io/residential-proxies/luxembourg
- Cyprus — `country-cy` — https://quantumproxies.io/residential-proxies/cyprus
- Malta — `country-mt` — https://quantumproxies.io/residential-proxies/malta
- Georgia — `country-ge` — https://quantumproxies.io/residential-proxies/georgia
- Armenia — `country-am` — https://quantumproxies.io/residential-proxies/armenia
- Moldova — `country-md` — https://quantumproxies.io/residential-proxies/moldova
- Belarus — `country-by` — https://quantumproxies.io/residential-proxies/belarus
- North Macedonia — `country-mk` — https://quantumproxies.io/residential-proxies/macedonia
- Kosovo — `country-xk` — https://quantumproxies.io/residential-proxies/kosovo
- Bosnia and Herzegovina — `country-ba` — https://quantumproxies.io/residential-proxies/bosnia
- Albania — `country-al` — https://quantumproxies.io/residential-proxies/albania
- Andorra — `country-ad` — https://quantumproxies.io/residential-proxies/andorra
- Montenegro — `country-me` — https://quantumproxies.io/residential-proxies/montenegro
- Liechtenstein — `country-li` — https://quantumproxies.io/residential-proxies/liechtenstein
- Faroe Islands — `country-fo`
- Gibraltar — `country-gi`
- Guernsey — `country-gg`
- Isle of Man — `country-im`
- Jersey — `country-je`

### North America

- United States — `country-us` — https://quantumproxies.io/residential-proxies/usa
- Canada — `country-ca` — https://quantumproxies.io/residential-proxies/canada
- Bermuda — `country-bm`
- Greenland — `country-gl`
- Saint Pierre and Miquelon — `country-pm`

### Latin America & Caribbean

- Brazil — `country-br` — https://quantumproxies.io/residential-proxies/brazil
- Mexico — `country-mx` — https://quantumproxies.io/residential-proxies/mexico
- Argentina — `country-ar` — https://quantumproxies.io/residential-proxies/argentina
- Colombia — `country-co` — https://quantumproxies.io/residential-proxies/colombia
- Peru — `country-pe` — https://quantumproxies.io/residential-proxies/peru
- Chile — `country-cl` — https://quantumproxies.io/residential-proxies/chile
- Venezuela — `country-ve` — https://quantumproxies.io/residential-proxies/venezuela
- Ecuador — `country-ec` — https://quantumproxies.io/residential-proxies/ecuador
- Costa Rica — `country-cr` — https://quantumproxies.io/residential-proxies/costa-rica
- Panama — `country-pa` — https://quantumproxies.io/residential-proxies/panama
- Guatemala — `country-gt` — https://quantumproxies.io/residential-proxies/guatemala
- Dominican Republic — `country-do` — https://quantumproxies.io/residential-proxies/dominican-republic
- Puerto Rico — `country-pr` — https://quantumproxies.io/residential-proxies/puerto-rico
- Bolivia — `country-bo` — https://quantumproxies.io/residential-proxies/bolivia
- Paraguay — `country-py` — https://quantumproxies.io/residential-proxies/paraguay
- Uruguay — `country-uy` — https://quantumproxies.io/residential-proxies/uruguay
- Trinidad and Tobago — `country-tt` — https://quantumproxies.io/residential-proxies/trinidad-and-tobago
- Jamaica — `country-jm` — https://quantumproxies.io/residential-proxies/jamaica
- Cuba — `country-cu` — https://quantumproxies.io/residential-proxies/cuba
- Haiti — `country-ht` — https://quantumproxies.io/residential-proxies/haiti
- Honduras — `country-hn` — https://quantumproxies.io/residential-proxies/honduras
- El Salvador — `country-sv` — https://quantumproxies.io/residential-proxies/el-salvador
- Nicaragua — `country-ni` — https://quantumproxies.io/residential-proxies/nicaragua
- Belize — `country-bz` — https://quantumproxies.io/residential-proxies/belize
- Guyana — `country-gy` — https://quantumproxies.io/residential-proxies/guyana
- Suriname — `country-sr` — https://quantumproxies.io/residential-proxies/suriname
- Bahamas — `country-bs` — https://quantumproxies.io/residential-proxies/bahamas
- Barbados — `country-bb` — https://quantumproxies.io/residential-proxies/barbados
- Antigua and Barbuda — `country-ag` — https://quantumproxies.io/residential-proxies/antigua-and-barbuda
- Dominica — `country-dm` — https://quantumproxies.io/residential-proxies/dominica
- Grenada — `country-gd` — https://quantumproxies.io/residential-proxies/grenada
- Saint Kitts and Nevis — `country-kn` — https://quantumproxies.io/residential-proxies/saint-kitts-and-nevis
- Saint Lucia — `country-lc` — https://quantumproxies.io/residential-proxies/saint-lucia
- Saint Vincent and the Grenadines — `country-vc` — https://quantumproxies.io/residential-proxies/saint-vincent-and-the-grenadines
- Anguilla — `country-ai`
- Aruba — `country-aw`
- Bonaire — `country-bq`
- British Virgin Islands — `country-vg`
- Cayman Islands — `country-ky`
- Curacao — `country-cw`
- Falkland Islands — `country-fk`
- French Guiana — `country-gf`
- Guadeloupe — `country-gp`
- Martinique — `country-mq`
- Saint Martin — `country-mf`
- Sint Maarten — `country-sx`
- Turks and Caicos Islands — `country-tc`
- U.S. Virgin Islands — `country-vi`

### Asia & Pacific

- India — `country-in` — https://quantumproxies.io/residential-proxies/india
- Australia — `country-au` — https://quantumproxies.io/residential-proxies/australia
- Japan — `country-jp` — https://quantumproxies.io/residential-proxies/japan
- South Korea — `country-kr` — https://quantumproxies.io/residential-proxies/south-korea
- Indonesia — `country-id` — https://quantumproxies.io/residential-proxies/indonesia
- Vietnam — `country-vn` — https://quantumproxies.io/residential-proxies/vietnam
- Malaysia — `country-my` — https://quantumproxies.io/residential-proxies/malaysia
- Thailand — `country-th` — https://quantumproxies.io/residential-proxies/thailand
- Philippines — `country-ph` — https://quantumproxies.io/residential-proxies/philippines
- Singapore — `country-sg` — https://quantumproxies.io/residential-proxies/singapore
- Hong Kong — `country-hk` — https://quantumproxies.io/residential-proxies/hong-kong
- Taiwan — `country-tw` — https://quantumproxies.io/residential-proxies/taiwan
- New Zealand — `country-nz` — https://quantumproxies.io/residential-proxies/new-zealand
- Pakistan — `country-pk` — https://quantumproxies.io/residential-proxies/pakistan
- Bangladesh — `country-bd` — https://quantumproxies.io/residential-proxies/bangladesh
- Kazakhstan — `country-kz` — https://quantumproxies.io/residential-proxies/kazakhstan
- Uzbekistan — `country-uz` — https://quantumproxies.io/residential-proxies/uzbekistan
- Sri Lanka — `country-lk` — https://quantumproxies.io/residential-proxies/sri-lanka
- Nepal — `country-np` — https://quantumproxies.io/residential-proxies/nepal
- Cambodia — `country-kh` — https://quantumproxies.io/residential-proxies/cambodia
- Myanmar — `country-mm` — https://quantumproxies.io/residential-proxies/myanmar
- Laos — `country-la` — https://quantumproxies.io/residential-proxies/laos
- Azerbaijan — `country-az` — https://quantumproxies.io/residential-proxies/azerbaijan
- China — `country-cn` — https://quantumproxies.io/residential-proxies/china
- Afghanistan — `country-af` — https://quantumproxies.io/residential-proxies/afghanistan
- Mongolia — `country-mn` — https://quantumproxies.io/residential-proxies/mongolia
- Kyrgyzstan — `country-kg` — https://quantumproxies.io/residential-proxies/kyrgyzstan
- Tajikistan — `country-tj` — https://quantumproxies.io/residential-proxies/tajikistan
- Bhutan — `country-bt` — https://quantumproxies.io/residential-proxies/bhutan
- Maldives — `country-mv` — https://quantumproxies.io/residential-proxies/maldives
- Brunei — `country-bn` — https://quantumproxies.io/residential-proxies/brunei
- Fiji — `country-fj` — https://quantumproxies.io/residential-proxies/fiji
- Cook Islands — `country-ck`
- French Polynesia — `country-pf`
- Guam — `country-gu`
- Macao — `country-mo`
- New Caledonia — `country-nc`
- Wallis and Futuna — `country-wf`

### Middle East

- Israel — `country-il` — https://quantumproxies.io/residential-proxies/israel
- United Arab Emirates — `country-ae` — https://quantumproxies.io/residential-proxies/uae
- Saudi Arabia — `country-sa` — https://quantumproxies.io/residential-proxies/saudi-arabia
- Qatar — `country-qa` — https://quantumproxies.io/residential-proxies/qatar
- Kuwait — `country-kw` — https://quantumproxies.io/residential-proxies/kuwait
- Bahrain — `country-bh` — https://quantumproxies.io/residential-proxies/bahrain
- Oman — `country-om` — https://quantumproxies.io/residential-proxies/oman
- Jordan — `country-jo` — https://quantumproxies.io/residential-proxies/jordan
- Lebanon — `country-lb` — https://quantumproxies.io/residential-proxies/lebanon
- Iran — `country-ir` — https://quantumproxies.io/residential-proxies/iran
- Iraq — `country-iq` — https://quantumproxies.io/residential-proxies/iraq
- Syria — `country-sy` — https://quantumproxies.io/residential-proxies/syria
- Yemen — `country-ye` — https://quantumproxies.io/residential-proxies/yemen
- Palestine — `country-ps` — https://quantumproxies.io/residential-proxies/palestine

### Africa

- South Africa — `country-za` — https://quantumproxies.io/residential-proxies/south-africa
- Nigeria — `country-ng` — https://quantumproxies.io/residential-proxies/nigeria
- Egypt — `country-eg` — https://quantumproxies.io/residential-proxies/egypt
- Kenya — `country-ke` — https://quantumproxies.io/residential-proxies/kenya
- Morocco — `country-ma` — https://quantumproxies.io/residential-proxies/morocco
- Algeria — `country-dz` — https://quantumproxies.io/residential-proxies/algeria
- Tunisia — `country-tn` — https://quantumproxies.io/residential-proxies/tunisia
- Ghana — `country-gh` — https://quantumproxies.io/residential-proxies/ghana
- Tanzania — `country-tz` — https://quantumproxies.io/residential-proxies/tanzania
- Uganda — `country-ug` — https://quantumproxies.io/residential-proxies/uganda
- Ethiopia — `country-et` — https://quantumproxies.io/residential-proxies/ethiopia
- Libya — `country-ly` — https://quantumproxies.io/residential-proxies/libya
- Sudan — `country-sd` — https://quantumproxies.io/residential-proxies/sudan
- Angola — `country-ao` — https://quantumproxies.io/residential-proxies/angola
- Ivory Coast — `country-ci` — https://quantumproxies.io/residential-proxies/ivory-coast
- Senegal — `country-sn` — https://quantumproxies.io/residential-proxies/senegal
- Cameroon — `country-cm` — https://quantumproxies.io/residential-proxies/cameroon
- Zimbabwe — `country-zw` — https://quantumproxies.io/residential-proxies/zimbabwe
- Botswana — `country-bw` — https://quantumproxies.io/residential-proxies/botswana
- Zambia — `country-zm` — https://quantumproxies.io/residential-proxies/zambia
- Mozambique — `country-mz` — https://quantumproxies.io/residential-proxies/mozambique
- Madagascar — `country-mg` — https://quantumproxies.io/residential-proxies/madagascar
- Malawi — `country-mw` — https://quantumproxies.io/residential-proxies/malawi
- Namibia — `country-na` — https://quantumproxies.io/residential-proxies/namibia
- Rwanda — `country-rw` — https://quantumproxies.io/residential-proxies/rwanda
- Somalia — `country-so` — https://quantumproxies.io/residential-proxies/somalia
- South Sudan — `country-ss` — https://quantumproxies.io/residential-proxies/south-sudan
- DR Congo — `country-cd` — https://quantumproxies.io/residential-proxies/dr-congo
- Republic of the Congo — `country-cg` — https://quantumproxies.io/residential-proxies/congo
- Central African Republic — `country-cf` — https://quantumproxies.io/residential-proxies/central-african-republic
- Chad — `country-td` — https://quantumproxies.io/residential-proxies/chad
- Niger — `country-ne` — https://quantumproxies.io/residential-proxies/niger
- Mali — `country-ml` — https://quantumproxies.io/residential-proxies/mali
- Burkina Faso — `country-bf` — https://quantumproxies.io/residential-proxies/burkina-faso
- Benin — `country-bj` — https://quantumproxies.io/residential-proxies/benin
- Togo — `country-tg` — https://quantumproxies.io/residential-proxies/togo
- Guinea — `country-gn` — https://quantumproxies.io/residential-proxies/guinea
- Guinea-Bissau — `country-gw` — https://quantumproxies.io/residential-proxies/guinea-bissau
- Sierra Leone — `country-sl` — https://quantumproxies.io/residential-proxies/sierra-leone
- Liberia — `country-lr` — https://quantumproxies.io/residential-proxies/liberia
- Gambia — `country-gm` — https://quantumproxies.io/residential-proxies/gambia
- Mauritania — `country-mr` — https://quantumproxies.io/residential-proxies/mauritania
- Cape Verde — `country-cv` — https://quantumproxies.io/residential-proxies/cape-verde
- Sao Tome and Principe — `country-st` — https://quantumproxies.io/residential-proxies/sao-tome-and-principe
- Equatorial Guinea — `country-gq` — https://quantumproxies.io/residential-proxies/equatorial-guinea
- Gabon — `country-ga` — https://quantumproxies.io/residential-proxies/gabon
- Burundi — `country-bi` — https://quantumproxies.io/residential-proxies/burundi
- Djibouti — `country-dj` — https://quantumproxies.io/residential-proxies/djibouti
- Comoros — `country-km` — https://quantumproxies.io/residential-proxies/comoros
- Seychelles — `country-sc` — https://quantumproxies.io/residential-proxies/seychelles
- Mauritius — `country-mu` — https://quantumproxies.io/residential-proxies/mauritius
- Lesotho — `country-ls` — https://quantumproxies.io/residential-proxies/lesotho
- Eswatini — `country-sz` — https://quantumproxies.io/residential-proxies/eswatini
- Mayotte — `country-yt`
- Reunion — `country-re`


---

# 74 Ready-Made Scraper APIs | QuantumProxies

74 ready-made scraper APIs: Google, Amazon, eBay, LinkedIn, Indeed, Reddit, YouTube, TikTok, Instagram, Zillow and more. Typed rows, billed per delivered result.

## 74 ready-made scraper APIs

A collector is a scraper you run with a semantic input — a keyword and a location, an ASIN, a package name, a profile handle — instead of a list of URLs. Each returns typed rows with a published schema, billed per delivered row.

## Every collector

- [Web search API](https://quantumproxies.io/scraper-api/collectors/google-search-results-api) — Organic search results for a query — Google, Bing or DuckDuckGo, by country. $0.0004 per result.
- [Image search API](https://quantumproxies.io/scraper-api/collectors/image-scraper-api) — Google Images results for a query — thumbnail, source page and host. $0.0003 per image.
- [Video search API](https://quantumproxies.io/scraper-api/collectors/video-search-api) — Google Videos results for a query — platform, channel, date and duration. $0.0004 per video.
- [Keyword ideas API](https://quantumproxies.io/scraper-api/collectors/keyword-research-api) — Keyword suggestions people actually type, expanded from one seed. $0.0002 per keyword.
- [Amazon search API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api) — Amazon search results for a keyword — ASIN, price, rating, reviews, image. $0.001 per product.
- [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) — Full detail for a list of ASINs — price, rating, availability, category. $0.003 per product.
- [eBay search API](https://quantumproxies.io/scraper-api/collectors/ebay-scraper-api) — eBay listings for a keyword — price, condition, format, shipping, seller location. $0.001 per listing.
- [AliExpress search API](https://quantumproxies.io/scraper-api/collectors/aliexpress-scraper-api) — AliExpress listings — sale price, discount, orders, store and rating. $0.001 per item.
- [YouTube search API](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api) — YouTube search results without the Data API — views, channel, duration. $0.0008 per video.
- [App Store apps API](https://quantumproxies.io/scraper-api/collectors/app-store-scraper-api) — Apple App Store apps by search term or by app/bundle id. $0.0008 per app.
- [Google Play apps API](https://quantumproxies.io/scraper-api/collectors/google-play-scraper-api) — Google Play app detail by package name — rating, reviews, category, price. $0.003 per app.
- [Zillow search API](https://quantumproxies.io/scraper-api/collectors/zillow-scraper-api) — Zillow listings for a location — price, beds, baths, sqft, coordinates. $0.001 per listing.
- [Instagram profile API](https://quantumproxies.io/scraper-api/collectors/instagram-scraper-api) — Public Instagram profile stats — followers, following, posts, bio. $0.004 per profile.
- [TikTok profile API](https://quantumproxies.io/scraper-api/collectors/tiktok-scraper-api) — Public TikTok profile stats — followers, likes, videos, bio. $0.004 per profile.
- [LinkedIn profile API](https://quantumproxies.io/scraper-api/collectors/linkedin-profile-scraper-api) — Public LinkedIn profile preview — name, headline, company, location. $0.005 per profile.
- [LinkedIn company API](https://quantumproxies.io/scraper-api/collectors/linkedin-company-scraper-api) — Public LinkedIn company page — employees, followers, industry, HQ. $0.005 per company.
- [YouTube channel API](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) — A channel's uploads with views, duration and channel stats. $0.0008 per video.
- [TikTok video API](https://quantumproxies.io/scraper-api/collectors/tiktok-video-scraper-api) — Per-video TikTok metrics — views, likes, comments, shares, saves. $0.004 per video.
- [LinkedIn jobs API](https://quantumproxies.io/scraper-api/collectors/linkedin-jobs-scraper-api) — Public LinkedIn job listings for a role and location. $0.001 per job.
- [Indeed jobs API](https://quantumproxies.io/scraper-api/collectors/indeed-scraper-api) — Indeed listings with structured salary ranges, per market. $0.001 per job.
- [Reddit posts API](https://quantumproxies.io/scraper-api/collectors/reddit-scraper-api) — Public Reddit posts by search query and/or subreddit, with score and comments. $0.0005 per post.
- [Google Maps places API](https://quantumproxies.io/scraper-api/collectors/google-maps-scraper-api) — Businesses for a keyword in a location — name, rating, address, phone, website, coordinates. $0.001 per place.
- [Place reviews API](https://quantumproxies.io/scraper-api/collectors/google-reviews-scraper-api) — Google reviews of one place — rating, date, text, author, owner reply. $0.0005 per review.
- [Google Jobs API](https://quantumproxies.io/scraper-api/collectors/google-jobs-scraper-api) — Job listings for a title in a location — company, salary, schedule, source board. $0.001 per listing.
- [Google News API](https://quantumproxies.io/scraper-api/collectors/google-news-scraper-api) — News articles for a topic in a country — title, source, date, snippet, link. $0.0005 per article.
- [Google Shopping API](https://quantumproxies.io/scraper-api/collectors/google-shopping-scraper-api) — Shopping listings for a product query — price, seller, rating, product id. $0.001 per listing.
- [Product offers API](https://quantumproxies.io/scraper-api/collectors/product-offers-api) — All seller offers for one Google Shopping product — seller, price, total, link. $0.002 per offer.
- [Hotels API](https://quantumproxies.io/scraper-api/collectors/google-hotels-scraper-api) — Google Hotels properties for a city and dates — nightly price, total, rating, amenities. $0.002 per property.
- [Local business leads API](https://quantumproxies.io/scraper-api/collectors/local-business-leads-api) — Businesses for a keyword + location enriched with emails, phones and socials from their websites. $0.01 per lead.
- [Site contacts API](https://quantumproxies.io/scraper-api/collectors/email-scraper-api) — Emails, phones, socials and postal addresses published on a website — one record per domain. $0.02 per site.
- [Company profile API](https://quantumproxies.io/scraper-api/collectors/company-data-api) — One structured company record from a domain — name, description, industry, HQ, socials, contacts, logo. $0.03 per profile.
- [Business directory API](https://quantumproxies.io/scraper-api/collectors/business-directory-api) — Businesses listed in Italian directories for a category and a place — the small ones Google misses. $0.001 per business.
- [SEC EDGAR filings API](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) — SEC filings — full-text search across all filings, or one company's filing history. $0.0005 per filing.
- [DeFi TVL (DeFiLlama) API](https://quantumproxies.io/scraper-api/collectors/defillama-api) — Total value locked per blockchain — DeFiLlama data, keyless. $0.0003 per chain.
- [Wayback Machine snapshots API](https://quantumproxies.io/scraper-api/collectors/wayback-machine-api) — Archived snapshots of a URL or domain from the Internet Archive's CDX API. $0.0003 per snapshot.
- [Clinical trials (ClinicalTrials.gov) API](https://quantumproxies.io/scraper-api/collectors/clinical-trials-api) — Studies from ClinicalTrials.gov — status, phase, conditions, interventions, sponsor. $0.0005 per study.
- [Certificate Transparency (subdomains) API](https://quantumproxies.io/scraper-api/collectors/certificate-transparency-api) — Subdomains and issued certificates for a domain, from CT logs — the OSINT subdomain finder. $0.0004 per record.
- [Wikidata entity search API](https://quantumproxies.io/scraper-api/collectors/wikidata-api) — Resolve a name to a stable Wikidata entity id — the join key for entity linking. $0.0003 per entity.
- [Google Trends — trending now API](https://quantumproxies.io/scraper-api/collectors/google-trends-scraper-api) — Today's trending searches for a country, with traffic band and attached news stories. $0.0005 per trend.
- [Google Autocomplete API](https://quantumproxies.io/scraper-api/collectors/google-autocomplete-api) — Raw Google autocomplete suggestions for one seed query, with Google's relevance score. $0.0002 per suggestion.
- [Google Events API](https://quantumproxies.io/scraper-api/collectors/google-events-scraper-api) — Event cards for a query — title, date, venue, address and link. $0.002 per event.
- [Google Flights API](https://quantumproxies.io/scraper-api/collectors/google-flights-scraper-api) — Flight itineraries between two airports — airline, times, stops, price, emissions. $0.003 per itinerary.
- [Google Lens (reverse image) API](https://quantumproxies.io/scraper-api/collectors/reverse-image-search-api) — Visual matches for a public image URL — where an image appears across the web. $0.002 per match.
- [App Store reviews API](https://quantumproxies.io/scraper-api/collectors/app-store-reviews-api) — Customer reviews of an App Store app — rating, title, text, version, votes. $0.0005 per review.
- [Crypto market data (CoinGecko) API](https://quantumproxies.io/scraper-api/collectors/crypto-market-data-api) — Live crypto market rows — price, market cap, volume, 24h range, supply. $0.0002 per coin.
- [Hacker News stories API](https://quantumproxies.io/scraper-api/collectors/hacker-news-api) — HN stories by search query or the live front page — points, comments, links. $0.0003 per story.
- [Wikipedia articles API](https://quantumproxies.io/scraper-api/collectors/wikipedia-scraper-api) — Article summaries by title list or search query — extract, description, thumbnail, Wikidata id. $0.0005 per article.
- [YouTube video details API](https://quantumproxies.io/scraper-api/collectors/youtube-video-data-api) — Full metadata per video id — exact views and likes, length, category, captions. $0.001 per video.
- [Zillow property details API](https://quantumproxies.io/scraper-api/collectors/zillow-property-data-api) — Full detail per zpid — price, beds/baths, size, year, description, price history, photos. $0.003 per property.
- [GitHub repository search API](https://quantumproxies.io/scraper-api/collectors/github-repository-search-api) — Repository search — name, description, language, stars, topics. No token, no API quota. $0.0005 per repository.
- [Idealista listings API](https://quantumproxies.io/scraper-api/collectors/idealista-scraper-api) — Property listings from Idealista Spain/Italy/Portugal — price, rooms, size, agency. $0.001 per listing.
- [Kleinanzeigen ads API](https://quantumproxies.io/scraper-api/collectors/kleinanzeigen-scraper-api) — Classified ads from Kleinanzeigen.de — price, location, date, description. $0.001 per ad.
- [Autotrader car listings API](https://quantumproxies.io/scraper-api/collectors/autotrader-scraper-api) — US car listings — price, MSRP, mileage, specs, VIN, dealer distance from a ZIP. $0.001 per listing.
- [Flipkart search API](https://quantumproxies.io/scraper-api/collectors/flipkart-scraper-api) — Product search on Flipkart India — price, MRP, discount, ratings, availability. $0.001 per product.
- [eBay item details API](https://quantumproxies.io/scraper-api/collectors/ebay-product-api) — Full detail per eBay item id — price, condition, seller, item specifics, photos. $0.003 per product.
- [Yahoo Finance market data API](https://quantumproxies.io/scraper-api/collectors/yahoo-finance-api) — Live quote + history for stocks, ETFs and indices — price, volume, day and 52-week range. $0.001 per quote.
- [Stack Overflow questions API](https://quantumproxies.io/scraper-api/collectors/stackoverflow-scraper-api) — Questions from Stack Overflow and sister sites — score, answers, views, tags, author. $0.0003 per question.
- [Steam game data API](https://quantumproxies.io/scraper-api/collectors/steam-api) — Steam store data — search games or pull full detail: price, genres, Metacritic, reviews. $0.0008 per app.
- [npm package search API](https://quantumproxies.io/scraper-api/collectors/npm-registry-api) — Search the npm registry — version, description, license, downloads, quality score, links. $0.0003 per package.
- [CVE vulnerabilities (NVD) API](https://quantumproxies.io/scraper-api/collectors/cve-api) — Vulnerabilities from the NIST NVD — CVE id, description, CVSS score, severity, CWE. $0.0004 per CVE.
- [FDA adverse events (openFDA) API](https://quantumproxies.io/scraper-api/collectors/fda-api) — Drug adverse-event reports from the FDA FAERS database — drugs, reactions, seriousness. $0.0004 per report.
- [Academic papers (OpenAlex) API](https://quantumproxies.io/scraper-api/collectors/academic-paper-api) — Scholarly works from OpenAlex — title, authors, year, citations, DOI, abstract. Scholar alternative. $0.0004 per work.
- [PyPI package data API](https://quantumproxies.io/scraper-api/collectors/pypi-api) — Python package metadata from PyPI — version, summary, license, Python support, links. $0.0003 per package.
- [Exchange rates (Frankfurter/ECB) API](https://quantumproxies.io/scraper-api/collectors/exchange-rate-api) — Foreign-exchange rates from ECB reference data — one row per target currency. $0.0002 per rate.
- [Legal Entity Identifier (GLEIF) API](https://quantumproxies.io/scraper-api/collectors/lei-api) — LEI records from GLEIF — the global id for legal entities in finance. $0.0004 per entity.
- [Docker Hub images API](https://quantumproxies.io/scraper-api/collectors/docker-hub-api) — Docker image search and repository stats — stars, pulls, official flag. $0.0003 per image.
- [Rust crates (crates.io) API](https://quantumproxies.io/scraper-api/collectors/crates-io-api) — Rust package search from the crates.io registry — downloads, versions, links. $0.0003 per crate.
- [World Bank indicators API](https://quantumproxies.io/scraper-api/collectors/world-bank-api) — Development indicators per country and year — GDP, population, inflation and ~16k more. $0.0002 per datapoint.
- [Books (Open Library) API](https://quantumproxies.io/scraper-api/collectors/book-data-api) — Book search over the Open Library catalog — ISBN, authors, ratings, covers. $0.0004 per book.
- [arXiv preprints API](https://quantumproxies.io/scraper-api/collectors/arxiv-api) — Preprint search on arXiv — abstracts, authors, categories and PDF links. $0.0004 per paper.
- [Weather (Open-Meteo) API](https://quantumproxies.io/scraper-api/collectors/weather-api) — Daily weather by place name — temperature, rain, wind; forecast and recent history. $0.0002 per day.
- [WHOIS / RDAP domain lookup API](https://quantumproxies.io/scraper-api/collectors/whois-api) — Domain registration data over RDAP — registrar, dates, status, nameservers. $0.0005 per domain.
- [DNS records API](https://quantumproxies.io/scraper-api/collectors/dns-lookup-api) — DNS lookups over DoH — A, AAAA, MX, TXT, NS and more, one row per record. $0.0002 per record.
- [Apple iTunes search API](https://quantumproxies.io/scraper-api/collectors/itunes-search-api) — Apple catalog search — apps, podcasts, music, movies, ebooks — per storefront. $0.0004 per result.


---

# Google Search Results API — $0.0004/Result | QuantumProxies

Google search results API: a query returns organic results with title, URL, snippet, date and sitelinks as typed rows. $0.0004 per delivered result.

## Google search results API

**A Google search results API returns the organic results for a query as structured rows** — rank, page, title, link, displayed path, source, snippet, date and sitelinks — without a browser, a session or a parser on your side.

This is the cheapest collector in the catalogue for a reason worth understanding: Google's web results are answered on a stateless HTTP tier, and Bing and DuckDuckGo by a plain request. No headless browser is started at any point in the run. That is what makes $0.0004 per result possible, and it is why the same call scales to a keyword set of tens of thousands without the cost curve bending.

$0.0004 per delivered result, up to 100 results per run. Nothing delivered means nothing charged.

## How the Google search results API works

One POST carries the query, the engine, the country, the language and how many results you want. The collector runs the search from an exit in that country, walks result pages in order until it reaches `max_results`, and returns each organic result as a flat row.

Three things it takes off your hands:

- **Geo that actually matches.** The country sets both the proxy exit and Google's own locale parameters. Those two disagreeing is the most common reason a rank-tracking dataset is quietly wrong — you get a plausible SERP for a market nobody searched from.
- **Pagination.** Results are merged across pages and de-duplicated, with global `rank` and originating `page` both preserved, so you can rebuild pagination or ignore it.
- **Engine choice on the same schema.** Google, Bing and DuckDuckGo return identical row shapes, so switching engine is a parameter rather than a second integration.

## Inputs

`query` is the only required input. `engine` picks Google, Bing or DuckDuckGo. `country` and `lang` together define the market — set both explicitly for anything you intend to compare over time. `location` goes finer, encoding a city-level origin for the search, which matters on any query with local intent. `max_results` caps delivery and therefore cost.

- **query** (string, required) — What to search, e.g. "best running shoes".
- **engine** (string) — Search engine to query (default google).
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **location** (string) — Google only — search as if from this place, e.g. "Milan, Italy".
- **max_results** (integer) — How many results to deliver at most (1–100). You pay only for delivered results.

## What one result looks like

Each organic result is one row. `rank` is global across the run and `page` records where it came from, so a page-size change at Google's end does not corrupt a time series. `display_link` is the breadcrumb-style path Google renders rather than the raw URL, which is often what you want in a report. `date` is present only when Google shows one — treat its absence as absence of a published date rather than as a missing field. `sitelinks` carries the sub-links under a result, a useful brand-dominance signal.

- **rank** (integer) — 1-based position across the merged pages.
- **page** (integer) — Which result page this row came from.
- **title** (string) — Result title.
- **link** (string) — Result URL.
- **display_link** (string, nullable) — Breadcrumb path as shown by the engine.
- **source** (string, nullable) — Result host.
- **description** (string, nullable) — Snippet.
- **date** (string, nullable) — Publish date when the engine shows one.
- **sitelinks** (string[]) — Sitelink titles under the result (empty when none).

## What the Google search results API costs

$0.0004 per delivered result ($0.40 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 5,000 results here. Volume tiers take up to 30% off.

$0.0004 per delivered result — 40 cents per 1,000. Tracking 2,000 keywords daily at 10 results each is 20,000 rows, so **$8 a day** at list price and less on a volume tier. Because billing is per delivered result rather than per search, a query that returns four results costs four units, not a full page.

Blocked pages, retries on fresh exits and queries that genuinely return nothing are never billed — which is the important distinction for rank tracking, where a zero-result query is a finding rather than a failure.

## Google search results API vs Google's Custom Search JSON API

Google does publish a Custom Search JSON API, and it is the answer to a different question than most people asking for a search API have. It queries a Programmable Search Engine — an index you configure — rather than returning what google.com returns for a user in a country. Even configured to search the whole web, its results and ranking are not the public SERP, which makes it unsuitable for rank tracking and unreliable for competitive research.

The practical constraints reinforce that: a free daily quota measured in the low hundreds of queries, then per-thousand pricing, with a hard daily ceiling. It is built for adding site search to a product, not for collecting search data at dataset volume.

Search Console's API is worth mentioning too, because it is genuinely the right tool for one thing: your *own* site's impressions, clicks and average position. It cannot tell you anything about a competitor, or what the SERP looks like for a keyword you do not rank for.

## Versus scraping Google yourself

Fetching a Google results page is a one-liner. Fetching a hundred thousand of them, from the right countries, without a browser, is a specialised job:

- **Datacenter IPs do not work at volume.** They get an interstitial quickly, and an interstitial is an HTTP 200 — so a naive scraper records it as a page with no results and moves on.
- **Consent and challenge pages.** European exits in particular add a consent interstitial that has to be handled without a browser if you want to stay cheap.
- **Locale coherence.** Exit country, `gl`, `hl` and any location token all have to agree or you are measuring a market that does not exist.
- **The temptation to render.** Reaching for a headless browser fixes the symptoms and multiplies the cost per result by roughly five.

If you would rather own the fetch layer, the [residential exits](https://quantumproxies.io/residential-proxies) under this collector are available directly — that is the same trade, made the other way.

## What people build with it

### Rank tracking at scale

Daily positions for a keyword set, per country and per language, with global `rank` that stays comparable when Google changes page size.

### Competitor and SERP research

Who owns the top ten for the queries you care about, how their titles and snippets are written, and which of them earn sitelinks.

### Content gap analysis

Pair with the [keyword ideas collector](https://quantumproxies.io/scraper-api/collectors/keyword-research-api): expand a seed into real queries, then check who ranks for each one.

### Grounding an LLM or agent

Ten fresh, dated, source-attributed results are a far better prompt context than a model's training cutoff. The flat schema drops straight into a retrieval step.

## Limits, reliability and the legal bit

Up to 100 results per run with pagination merged internally. Deeper coverage is more runs; wider coverage is more queries, and both parallelise up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier. For very large keyword sets there is a bulk path that queues many queries at once rather than you managing concurrency by hand.

Legally: search results are publicly displayed and collecting public data is generally lawful in most jurisdictions, but Google's terms restrict automated access and the analysis differs by country. Snippets are third-party copyrighted text — store and display them accordingly. Not legal advice.

## FAQ

### Is the Google search API free?

Google's Custom Search JSON API has a small free daily quota and then charges per thousand queries, but it searches a Programmable Search Engine rather than returning the public SERP. Here there is a free allowance of $2 a month with no card, which at $0.0004 per result is about 5,000 delivered results.

### Is there an API for Google search results?

Not an official one that returns the public SERP. Custom Search queries a configured index, and Search Console reports on your own site only. Public results are collected by scraping them, which is what this collector does — from a real exit in the country you specify, without a browser.

### How much does it cost?

$0.0004 per delivered result — 40 cents per 1,000 — with no subscription. Volume tiers take up to 30% off, and GET /v1/scraper/collectors returns the price your key actually pays. Blocked pages and retries are never billed.

### Do I need a Google API key?

No. You authenticate with your QuantumProxies key. There is no Google Cloud project, no Programmable Search Engine to configure and no per-project quota to raise.

### Can I get more than 10 results?

Yes — up to 100 per run. Pages are fetched in order and merged, with each row keeping a global rank and the page it came from, so deep results stay comparable with shallow ones.

### Can I search from a specific country or city?

Yes. country sets both the proxy exit and Google's locale, and location goes to city level for queries with local intent. Setting them explicitly is what keeps a rank-tracking series meaningful.

### Does it work with Bing and DuckDuckGo?

Yes — engine switches between Google, Bing and DuckDuckGo, and all three return the same row shape, so comparing engines is a parameter change rather than a second integration.

## Related scrapers

- [Image search API](https://quantumproxies.io/scraper-api/collectors/image-scraper-api) — Google Images results for a query — thumbnail, source page and host.
- [Video search API](https://quantumproxies.io/scraper-api/collectors/video-search-api) — Google Videos results for a query — platform, channel, date and duration.
- [Google Lens (reverse image) API](https://quantumproxies.io/scraper-api/collectors/reverse-image-search-api) — Visual matches for a public image URL — where an image appears across the web.
- [Keyword ideas API](https://quantumproxies.io/scraper-api/collectors/keyword-research-api) — Keyword suggestions people actually type, expanded from one seed.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Image Scraper API — $0.0003 per Image | QuantumProxies

Image scraper API: a query returns Google Images results with thumbnail, source page and host as typed rows. $0.0003 per delivered image, no browser.

## Image scraper API

**An image scraper API turns a search query into a list of image results with their sources** — title, thumbnail URL, the page hosting the image and that page's host — so you can build an image dataset without driving a browser through Google Images.

The honest framing matters here: this returns image *results and their provenance*, not a zip of files. Every row tells you what the image is called, where its thumbnail lives and — crucially — which page it came from. That last field is what turns a pile of pictures into a dataset you can attribute, licence-check and cite. Full-size URLs come back only when Google exposes them, because inventing them would be worse than omitting them.

$0.0003 per delivered image, up to 100 images per run. Nothing delivered means nothing charged.

## How the image scraper API works

A query goes to the Google Images vertical from an exit in your chosen country, and each result becomes a row. The whole run happens on the HTTP tier — no browser, no scrolling, no waiting for lazy-loaded tiles — which is why it stays at three hundredths of a cent per image and why a 100,000-image dataset is a budget line rather than a project.

Two design decisions are worth calling out. First, `source_url` and `source` are first-class fields rather than an afterthought: for any dataset that will be published, redistributed or used in training, knowing the origin page is not optional. Second, `image` — the full-size URL — is nullable on purpose. Google does not always expose it, and a guessed URL that 404s six months later is worse than an honest null.

## Inputs

`query` is required; `country` and `lang` shape which results Google serves, which matters more for image search than people expect — regional visual results differ substantially for the same term. `max_results` caps delivery and cost.

- **query** (string, required) — What to search, e.g. "proxy server diagram".
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many images to deliver at most (1–100). You pay only for delivered images.

## What one image looks like

Each image is one row. `thumbnail` is always present and is what you fetch for a preview grid. `image` is the full-size URL when Google publishes it and null when it does not. `source` is the host and `source_url` the exact page — keep both: the host is for filtering and aggregation, the page URL is for attribution and for going back to the original context when you need licence information.

- **rank** (integer) — 1-based position.
- **title** (string, nullable) — Image title as shown.
- **thumbnail** (string, nullable) — Thumbnail URL (always present in the grid).
- **image** (string, nullable) — Full-size image URL when Google exposes it.
- **source** (string, nullable) — Host of the page showing the image.
- **source_url** (string, nullable) — URL of the page showing the image.

## What the Image scraper API costs

$0.0003 per delivered image ($0.30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 6,666 images here. Volume tiers take up to 30% off.

$0.0003 per delivered image, 30 cents per 1,000 — the cheapest per-row collector after keyword ideas. A 50,000-image training or reference set is $15 at list price. Building the same set with a headless browser scrolling Google Images would cost more in compute and bandwidth than that before anyone writes a parser.

Blocked pages and retries are not billed, and a query that genuinely returns nothing costs nothing.

## Image scraper API vs the official image search APIs

Google has no public API that returns Google Images results. The Custom Search JSON API can be pointed at image search, but it queries a Programmable Search Engine rather than the public vertical, and its free daily quota is small enough that it is a prototyping tool rather than a dataset tool.

Bing's Image Search API was the standard answer for years and was retired, which pushed a lot of teams onto scraping whether they wanted to be there or not. Several general-purpose search APIs offer an image endpoint, and they are reasonable — they are also, mostly, doing the same thing this does, with a different bill attached.

The one genuine alternative worth naming is a licensed stock library API. If what you need is images you are cleared to use commercially, buy them. This collector answers a different question: what images exist on the public web for this term, and where did they come from.

## Versus scraping Google Images yourself

Google Images is a lazy-loading, infinite-scroll surface, which pushes almost every home-grown scraper straight to Selenium or Playwright. That decision is where the cost comes from:

- **A browser per query.** Scrolling to collect 100 images means seconds of CPU and megabytes of transfer for data that a plain request already contains.
- **Thumbnails are base64.** Naive extraction produces enormous inline blobs rather than URLs, and datasets built that way become unwieldy fast.
- **Hotlink protection.** Many source hosts block direct fetches of full-size images from an unexpected referrer, so a URL that looks fine fails at download time.
- **Provenance loss.** The single most common flaw in scraped image datasets is that nobody kept the source page, which makes any later licence question unanswerable.

## What people build with it

### Building a labelled image dataset

Query per class, keep `source_url` for every row, and you have a dataset with provenance instead of an unattributable folder of files.

### Visual competitor and brand monitoring

Watch which images rank for your brand terms and which hosts they sit on — unauthorised use usually shows up here first.

### Editorial and content sourcing

Find candidate imagery for an article and go straight to the source page to check licensing before using anything.

### E-commerce image auditing

See which product photos rank for a product term, and which retailers are using whose imagery.

## Limits, reliability and the legal bit

Up to 100 images per run, pagination handled internally. Wider sets are more queries, parallel up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier.

Legally, image search deserves more care than text: search results are public, but the images themselves are almost always copyrighted by someone, and a thumbnail URL is not a licence. Collecting result metadata is one thing; redistributing, republishing or training on the underlying images is a separate question governed by the rights in each image and by the law where you operate. Keep `source_url` precisely so those questions stay answerable. This is not legal advice.

## FAQ

### Is there a free image scraper API?

There is a free allowance rather than a free product: $2 of usage each month with no card, which at $0.0003 per image is about 6,666 delivered images. Free scrapers exist on GitHub and most of them drive a headless browser through infinite scroll, which is the expensive way to get the same rows.

### Does it download the images?

No — it returns URLs and provenance, not files. Every row carries a thumbnail URL, the full-size URL when Google exposes it, and the page the image came from. Fetching the bytes is a separate step you control, which is deliberate: it keeps you in charge of storage and of the licensing decision.

### How much does it cost?

$0.0003 per delivered image — 30 cents per 1,000 — with no subscription. Volume tiers take up to 30% off, and blocked pages and empty results are never billed.

### Why is the full-size image URL sometimes empty?

Because Google does not always expose it. The field is nullable on purpose rather than filled with a guessed URL that would break later. The thumbnail and the source page are always there, and the source page is where the original lives.

### Can I use the images commercially?

Not automatically. The search result is public data; the image itself is usually someone's copyrighted work, and a URL is not a licence. That is exactly why every row keeps the source page — so you can check the terms at the origin before using anything. For guaranteed commercial rights, licensed stock is the right route.

### Does it use a browser?

No. It runs on the HTTP tier, which is why it is one of the cheapest collectors in the catalogue. Home-grown Google Images scrapers usually need a browser for the infinite scroll; this does not.

### Can I search images by country?

Yes. country and lang shape which results Google serves, and regional differences in image results for the same term are larger than most people expect.

## Related scrapers

- [Web search API](https://quantumproxies.io/scraper-api/collectors/google-search-results-api) — Organic search results for a query — Google, Bing or DuckDuckGo, by country.
- [Video search API](https://quantumproxies.io/scraper-api/collectors/video-search-api) — Google Videos results for a query — platform, channel, date and duration.
- [Google Lens (reverse image) API](https://quantumproxies.io/scraper-api/collectors/reverse-image-search-api) — Visual matches for a public image URL — where an image appears across the web.
- [Keyword ideas API](https://quantumproxies.io/scraper-api/collectors/keyword-research-api) — Keyword suggestions people actually type, expanded from one seed.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Video Search API — $0.0004 per Video | QuantumProxies

Video search API: one query returns videos across platforms with channel, publish date and duration as typed rows. $0.0004 per delivered video.

## Video search API

**A video search API returns video results for a query across platforms** — title, link, hosting platform, channel where shown, publish date and duration — from Google's video vertical rather than from any single site's own search.

That cross-platform property is the whole point. YouTube's API tells you about YouTube. This tells you what a searcher looking for a topic actually finds, which routinely includes Vimeo, Dailymotion, TikTok, news sites and embedded video on ordinary pages. If your question is "who owns video search for this term", one platform's API structurally cannot answer it.

$0.0004 per delivered video, up to 100 videos per run. Nothing delivered means nothing charged.

## How the video search API works

The query runs against Google's Videos vertical from an exit in your chosen country, and each result becomes a row. HTTP tier only — no browser is started, which keeps the run at $0.0004 per video.

The `source` field carries the hosting platform, and it is the field that makes this collector different from a YouTube integration: grouping a result set by `source` immediately shows you whether a topic is a YouTube monopoly or a genuinely contested surface. `duration` and `date` come through where the platform publishes them, which is most of the time for the major hosts and less often for embedded video on general sites.

## Inputs

`query` is required; `country` and `lang` set the market and the exit. Video results are strongly localised — the same query in the US and in Germany returns substantially different creators — so pin both for anything comparative. `max_results` caps delivery and cost.

- **query** (string, required) — What to search, e.g. "residential proxies explained".
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many videos to deliver at most (1–100). You pay only for delivered videos.

## What one video looks like

One row per video. `source` is the hosting platform and is the field most worth aggregating on. `channel` is present when the platform exposes it in the result, which is reliable for YouTube and patchier elsewhere — nullable rather than guessed. `date` and `duration` are as published; a missing duration usually means the result is an embedded player on a general page rather than a native video listing.

- **rank** (integer) — 1-based position across pages.
- **title** (string) — Video title.
- **link** (string) — Video URL.
- **source** (string, nullable) — Hosting platform (YouTube, Vimeo…).
- **channel** (string, nullable) — Channel/uploader when shown.
- **date** (string, nullable) — Publish date/age as shown.
- **duration** (string, nullable) — Duration as shown (m:ss).

## What the Video search API costs

$0.0004 per delivered video ($0.40 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 5,000 videos here. Volume tiers take up to 30% off.

$0.0004 per delivered video, 40 cents per 1,000. Tracking 500 topic queries daily at 20 videos each is 10,000 rows, $4 a day at list price and less on a volume tier.

You pay per delivered video rather than per search, so narrow queries that return six results cost six units. Blocked pages and retries are never billed.

## Video search API vs the YouTube Data API

The YouTube Data API is a good API with two properties that decide whether it fits: it is YouTube-only, and it is quota-bound. Every project gets a daily quota measured in units, and search is one of the most expensive operations against it — which is why teams doing continuous topic monitoring hit the ceiling quickly and end up applying for quota increases rather than collecting data.

The deeper issue is scope. If you are analysing a channel you own, or pulling metadata for known video ids, the official API is the right tool and you should use it. If you are asking which videos rank for a topic across the open web, YouTube's index is one input among several and its internal ranking is not search ranking.

For YouTube-specific work at volume without quota mathematics, the [YouTube scraper API](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api) and [YouTube channel](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) collectors cover that ground directly.

## Versus building cross-platform video search yourself

Doing this properly by hand means integrating every platform separately and then reconciling them, which is where the effort actually goes:

- **N APIs, N auth models, N quotas.** YouTube has a quota system, others have keys, others have nothing and must be scraped anyway.
- **Incompatible schemas.** Duration as ISO 8601 here, seconds there, a display string somewhere else. Normalising is a permanent tax.
- **No common ranking.** Merging per-platform result lists into one ordered list requires inventing a ranking that nobody's users actually saw.
- **Long-tail platforms.** The niche host that happens to own your topic is the one you never integrated.

Reading the video vertical sidesteps all four: one request, one schema, and an order that reflects a real search result rather than a reconstruction.

## What people build with it

### Video SEO and topic ownership

Track which videos and which platforms rank for your topics, and whether your own content is present at all.

### Competitor content monitoring

Watch what competitors publish and how quickly it surfaces in search, using `date` as the recency signal.

### Cross-platform trend research

Group by `source` over time to see a topic migrating between YouTube, TikTok and news video.

### Media and brand monitoring

Catch video coverage that mentions a brand or product on platforms nobody thought to monitor.

## Limits, reliability and the legal bit

Up to 100 videos per run with pagination handled internally. Broader coverage is more queries, parallel up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: search results are public and collecting public data is generally lawful in most jurisdictions, but Google's terms restrict automated access and the analysis varies by country. Video content itself is copyrighted by its creators — this returns metadata and links, not media. Channel names can be personal data when the creator is an individual. Not legal advice.

## FAQ

### Is there a free video search API?

The YouTube Data API is free within a daily quota, but it is YouTube-only and search burns quota fast. Here there is a free allowance of $2 a month with no card, about 5,000 delivered videos at $0.0004 each, across every platform Google indexes rather than one.

### How is this different from the YouTube API?

Scope. The YouTube Data API covers YouTube and ranks by YouTube's rules. This returns Google's video vertical, so results span YouTube, Vimeo, Dailymotion, TikTok, news sites and embedded players, ordered as a searcher actually saw them.

### How much does it cost?

$0.0004 per delivered video — 40 cents per 1,000 — with no subscription and no quota to apply for. Volume tiers take up to 30% off; blocked pages and empty results are never billed.

### Does it return the video files or transcripts?

No. It returns metadata and links: title, platform, channel, date and duration. Downloading media or pulling transcripts is a separate job with its own copyright considerations.

### Do I need a YouTube or Google API key?

No. Your QuantumProxies key is the only credential. There is no Google Cloud project, no OAuth flow and no quota request.

### Why is channel sometimes empty?

Because not every platform exposes a channel in the search result. It is nullable rather than guessed — YouTube results almost always carry it, embedded video on general sites often does not.

### Can I restrict results to one platform?

There is no platform filter input, but source is on every row, so filtering after delivery is trivial. If you only ever want YouTube, the dedicated YouTube collectors are cheaper for that job because they do not pay for results you discard.

## Related scrapers

- [Web search API](https://quantumproxies.io/scraper-api/collectors/google-search-results-api) — Organic search results for a query — Google, Bing or DuckDuckGo, by country.
- [Image search API](https://quantumproxies.io/scraper-api/collectors/image-scraper-api) — Google Images results for a query — thumbnail, source page and host.
- [Google Lens (reverse image) API](https://quantumproxies.io/scraper-api/collectors/reverse-image-search-api) — Visual matches for a public image URL — where an image appears across the web.
- [Keyword ideas API](https://quantumproxies.io/scraper-api/collectors/keyword-research-api) — Keyword suggestions people actually type, expanded from one seed.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Keyword Research API — $0.0002 per Keyword | QuantumProxies

Keyword research API: one seed expands into real Google autocomplete suggestions with relevance scores. $0.0002 per delivered keyword, up to 500 per run.

## Keyword research API

**A keyword research API expands one seed term into the queries people actually type**. This collector drives Google's own autocomplete: alphabet soup (*seed + a…z*), question words, prepositions and comparison modifiers, then returns every distinct suggestion Google served, each tagged with the probe that surfaced it and Google's own relevance score.

The distinction from a volume tool is the important one. This is not estimated monthly searches — it is the literal list of completions Google offers real users, which is demand as expressed rather than demand as modelled. Autocomplete is a plain JSON endpoint, so a run never touches a browser, and duplicate suggestions appearing across several probes are delivered and billed once.

$0.0002 per delivered keyword, up to 500 keywords per run. Nothing delivered means nothing charged.

## How the keyword research API works

You send a seed and choose modes. Each mode is a family of probes: `alphabet` appends a through z, question modes prefix how/what/why/when, preposition modes insert for/with/near/without, comparison modes add versus and alternatives. The collector fires all of them against Google's autocomplete endpoint from an exit in your country, merges the results, de-duplicates them and returns up to 500 distinct keywords.

Two fields make the output more useful than a flat list. `probe` records exactly which query produced the suggestion, so you can see the shape of the demand rather than just its content — a term that only ever appears behind "how to" is an informational cluster, not a commercial one. `relevance` is Google's own score for the suggestion in that context, which is a better ordering signal than the alphabetical accident of the probe.

## Inputs

`seed` is required and should be a real head term, not a long phrase — the expansions come from what follows it. `modes` selects the probe families; more modes mean broader coverage and more delivered keywords, so it is also the main cost lever. `country` and `lang` matter a great deal: autocomplete is heavily localised, and the German completions of a term are not translations of the English ones.

- **seed** (string, required) — The keyword to expand, e.g. "residential proxy".
- **modes** (array) — Which probe families to run (default seed + questions + alphabet).
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many keywords to deliver at most (1–500). You pay only for delivered keywords.

## What one keyword looks like

Each keyword is one row. `keyword` is the suggestion, `seed` echoes what you asked for, and `probe` is the exact string that surfaced it — the field that turns a list into a map, because grouping by probe separates informational from commercial from comparative intent without any classification model. `mode` is the probe family, `relevance` is Google's score, and `type` distinguishes plain queries from entity suggestions.

- **rank** (integer) — 1-based delivery order.
- **keyword** (string) — The suggested query.
- **seed** (string) — The seed it was expanded from.
- **probe** (string) — The exact autocomplete probe that surfaced it.
- **mode** (string) — Probe family: seed, alphabet, questions, prepositions, comparisons.
- **relevance** (number, nullable) — Google's relevance score for the suggestion.
- **type** (string, nullable) — Suggestion type as returned (QUERY, NAVIGATION…).

## What the Keyword research API costs

$0.0002 per delivered keyword ($0.20 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 10,000 keywords here. Volume tiers take up to 30% off.

$0.0002 per delivered keyword — 20 cents per 1,000, the cheapest unit in the catalogue. A full expansion of one seed across all modes might deliver 300 keywords, so six cents. Researching a thousand seeds is roughly $60 for something that would take a person weeks.

De-duplication happens before billing: a suggestion that surfaced from six different probes is delivered once and charged once.

## Keyword research API vs Google Keyword Planner

Keyword Planner is Google's own tool and it has one thing this cannot give you: search volume estimates, straight from ad auction data. If your work depends on volume figures, use it. Two caveats decide whether you can. It requires a Google Ads account, and for accounts without meaningful spend it returns bucketed ranges rather than numbers — the familiar "1K–10K" bands that make precise prioritisation impossible. Its API is the Google Ads API, which means OAuth, a developer token and an approval process before the first call.

The two datasets are complements, not substitutes. Autocomplete gives you the real phrasing, including long-tail questions that never appear in a volume tool because their individual volume rounds to zero — and long-tail questions are exactly what wins featured snippets and AI citations. Volume tools tell you how big a term is; autocomplete tells you what people actually say.

## Versus scripting autocomplete yourself

Hitting Google's autocomplete endpoint is genuinely easy, and that is why so many scripts do it. What they run into:

- **Rate limiting.** A few dozen probes from one IP is fine. Several hundred, which is what a real expansion needs, is not.
- **Localisation drift.** Without a matching exit, you get suggestions for wherever your server is, which for most cloud regions is not where your customers are.
- **Probe design.** Alphabet soup alone misses the question and comparison clusters, which are usually the commercially interesting ones.
- **De-duplication and merging.** The naive version returns the same suggestion twenty times and calls it a keyword list.

The collector is that script with the exit pool, the probe families and the merge already done — and priced so that running it is cheaper than maintaining it.

## What people build with it

### Content planning from real language

Group by `probe` to separate question intent from comparison intent, then write a page per cluster instead of a page per guessed keyword.

### Long-tail and FAQ discovery

Question-mode probes surface the exact phrasings people use, which is what FAQ blocks and featured-snippet targeting need.

### Localised keyword maps

Run the same seed per country and language. The differences are usually larger than a translation would suggest, which is precisely the point.

### Feeding a rank tracker

Expand a seed here at $0.0002 per keyword, then push the shortlist through the [search results collector](https://quantumproxies.io/scraper-api/collectors/google-search-results-api) to see who ranks.

## Limits, reliability and the legal bit

Up to 500 distinct keywords per run, which is a full multi-mode expansion of one seed. More seeds are more runs, parallel up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier. Note that one run fires many autocomplete probes internally; that is the collector's concern, not a charge against your rate limit per probe.

Legally: autocomplete suggestions are publicly served data and collecting public data is generally lawful in most jurisdictions, though Google's terms restrict automated access. Suggestions occasionally contain personal names because people search for them — apply your own filtering before storing anything that identifies an individual. Not legal advice.

## FAQ

### Is there a free keyword research API?

Google's Keyword Planner is free with a Google Ads account but gives bucketed volume ranges to low-spend accounts and requires the Google Ads API for programmatic access. Here there is a free allowance of $2 a month with no card, which at $0.0002 per keyword is about 10,000 delivered keywords — several dozen full seed expansions.

### Does it return search volume?

No, and it is important to be clear about that. It returns the actual suggestions Google serves, with Google's own relevance score for ordering. Volume estimates come from ad auction data and only Keyword Planner and tools licensing similar data have them. The two are complementary: volume tells you size, autocomplete tells you phrasing.

### How much does it cost?

$0.0002 per delivered keyword — 20 cents per 1,000 — the cheapest unit in the catalogue. Duplicates across probes are merged before billing, so you pay once per distinct keyword. Volume tiers take up to 30% off.

### What are the modes?

Probe families. Alphabet appends a through z to the seed; question modes prefix how, what, why and when; preposition modes insert for, with, near and without; comparison modes add versus and alternative phrasings. More modes mean broader coverage and more delivered keywords.

### Can I research keywords for another country?

Yes, and you should — autocomplete is heavily localised. Set country and lang together. The German or Italian completions of a term are genuinely different demand, not translations of the English list, which is why running the seed per market beats translating a keyword list.

### How many keywords does one seed produce?

It depends on the seed and the modes, up to the 500-per-run cap. A broad commercial term across all modes usually lands in the low hundreds; a narrow technical term produces far fewer, and you pay only for what is delivered.

### Does it use a browser?

No. Autocomplete is a plain JSON endpoint, so a run is a set of requests and a merge. That is why it is the cheapest collector available.

## Related scrapers

- [Google Trends — trending now API](https://quantumproxies.io/scraper-api/collectors/google-trends-scraper-api) — Today's trending searches for a country, with traffic band and attached news stories.
- [Google Autocomplete API](https://quantumproxies.io/scraper-api/collectors/google-autocomplete-api) — Raw Google autocomplete suggestions for one seed query, with Google's relevance score.
- [Amazon search API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api) — Amazon search results for a keyword — ASIN, price, rating, reviews, image.
- [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) — Full detail for a list of ASINs — price, rating, availability, category.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Amazon Scraper API — $0.001 per Product | QuantumProxies

Amazon scraper API: one keyword returns ASIN, price, rating, reviews and image as typed rows. $0.001 per delivered product, blocked attempts never billed.

## Amazon scraper API

**An Amazon scraper API is an endpoint that takes a search keyword and returns Amazon's result cards as structured rows** — ASIN, title, brand, current and list price, star rating, review count, sponsored flag, image and a clean `/dp/` URL — without you opening a browser, holding a session or maintaining a parser.

The hard part of scraping Amazon has never been the HTML. It is staying unblocked: Amazon fronts suspicious traffic with a bot-check interstitial, varies its layout per marketplace and per test bucket, and treats a datacenter IP that requests fifty pages in a minute exactly the way you would expect. This collector absorbs all of that — it reads the server-rendered page over our TLS tier without a browser, and when Amazon answers with the interstitial instead of results it retries the page on a fresh residential exit until it gets a real one.

$0.001 per delivered product, up to 200 products per run. Nothing delivered means nothing charged.

## How the Amazon scraper API works

One `POST` carries the whole job. You send a keyword, optionally a country and how many products you want; the collector resolves the country to the right Amazon marketplace *and* to a proxy exit in that country, walks the result pages in order, parses each card into a typed row and stops when it reaches your `max_results`.

Three details matter more than they sound:

- **No browser.** Amazon's search page is server-rendered, so a headless Chrome would burn CPU and bandwidth to produce the same DOM a plain request already returns. Skipping it is why this collector costs a tenth of a cent per product instead of a cent.
- **Retry on a fresh exit, not a fresh request.** A bot-check interstitial is not an error to back off from — it is a signal that *this exit* is burned for *this* page. The run rotates and re-fetches, which is the difference between a 60% and a 98% completion rate on a long run.
- **Rank is global, page is kept.** Every row carries both its `rank` across the whole run and the `page` it came from, so you can reconstruct pagination or ignore it entirely.

## Inputs

The input is a search, not a URL list. You never build `/s?k=…` query strings, never track the `page` parameter and never discover that Amazon moved the pagination token — that is the collector's problem. `country` does double duty: it picks the marketplace (amazon.co.uk, amazon.de, amazon.it…) and pins the proxy exit to the same country, which is what makes prices and delivery promises match what a local shopper sees.

- **query** (string, required) — What to search on Amazon, e.g. "running shoes".
- **country** (string) — ISO 3166-1 alpha-2 code — picks the local site AND the proxy exit (default us).
- **max_results** (integer) — How many products to deliver at most (1–200). You pay only for delivered products.

## What one product looks like

Every delivered product is one flat row with the fields below. Nullable means Amazon did not show it on that card — the field comes back empty rather than guessed, so a missing `brand` is information, not a parser failure. Two fields do quiet work: `price_value` is the numeric twin of the displayed `price`, so you can sort and diff without parsing currency strings, and `sponsored` lets you drop paid placements before they pollute a rank tracker.

- **rank** (integer) — 1-based position across pages.
- **page** (integer) — Search page the row came from.
- **asin** (string) — Amazon product id.
- **title** (string, nullable) — Product title.
- **brand** (string, nullable) — Brand line when the layout shows one.
- **price** (string, nullable) — Current price as shown.
- **price_value** (number, nullable) — Numeric current price.
- **list_price** (string, nullable) — Struck-through list price when discounted.
- **rating** (number, nullable) — Star rating (1–5).
- **reviews** (integer, nullable) — Review count (1.4K → 1400).
- **sponsored** (boolean) — True for paid placements.
- **image** (string, nullable) — Thumbnail URL.
- **url** (string) — Clean product URL (https://host/dp/ASIN).
- **delivery** (string, nullable) — Delivery promise snippet.

## What the Amazon scraper API costs

$0.001 per delivered product ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 products here. Volume tiers take up to 30% off.

A worked example beats a price list. Tracking 500 keywords daily at 40 products each is 20,000 delivered products, so **$20 a day** at list price — and less on a volume tier, which takes up to 30% off. The same job on a self-hosted stack is 20,000 page fetches through residential bandwidth plus the retries Amazon forces on you, plus a parser somebody owns.

What you are not billed for matters just as much: a blocked page, a bot-check interstitial, a retry on a fresh exit and a run that comes back empty all cost nothing. You pay for delivered rows.

## Amazon scraper API vs the Product Advertising API

Amazon does publish an official API — the Product Advertising API — and for a lot of teams it is the wrong tool for a reason that has nothing to do with quality: eligibility. PA-API is an affiliate product. You need an Associates account in good standing, and Amazon expects that account to keep making qualifying sales; access is throttled against those sales and can be withdrawn. A price-monitoring team, a brand protecting its listings and a researcher building a dataset are none of those things.

Beyond eligibility, the two answer different questions. PA-API answers *"tell me about this item I already know"*, keyed by ASIN. This collector answers *"what does a shopper searching this keyword actually see"* — including the sponsored placements PA-API has no reason to expose, in the order Amazon really ranked them, from an IP in the country you care about. If you already hold the ASINs and just want catalogue attributes, use the [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) collector instead, which is the ASIN-keyed half of the same pair.

## Versus running your own Amazon scraper

A self-hosted Amazon scraper is a weekend to build and a permanent job to keep alive. The public GitHub projects that rank for this query mostly demonstrate the parse, which is the easy 20%. The other 80% is the part that decides whether you have data on Monday morning:

- **Exit reputation.** Datacenter ranges get the interstitial almost immediately at volume. Residential exits work, and then a specific exit burns and has to be replaced mid-run.
- **Layout drift.** Amazon A/B tests its result card. A selector that worked for a month starts returning nulls for one bucket of traffic and not another, which is the worst kind of breakage: partial and silent.
- **Marketplace differences.** The DE and JP layouts are not the US layout with translated strings.
- **Retry accounting.** If you bill yourself per attempt, blocked pages quietly become the largest line in your bandwidth bill.

The trade is straightforward: you give up control of the parser and get a published output schema, someone else's on-call, and a bill that only moves when rows arrive. If you would rather own the fetch layer and just want the network under it, our [residential proxies](https://quantumproxies.io/residential-proxies) are the same exits this collector runs on.

## What people build with it

### Price and buy-box monitoring

Run your keyword set on a schedule and diff `price_value` per ASIN over time. Because delivery promises and prices are pinned to the exit country, a EU/US price comparison is two runs with a different `country`, not two separate stacks.

### Share-of-search and rank tracking

Ask where your ASINs land for the keywords that matter, and use the `sponsored` flag to separate what you earned from what you paid for. Global `rank` makes the series comparable across days even when Amazon changes page size.

### Assortment and competitor discovery

New ASINs appearing against your keywords are new competitors. A daily run over a category's keyword set gives you the delta without anyone reading a search page.

### Seeding an enrichment pipeline

Search is the cheap discovery step: collect ASINs at $0.001 each, then push only the ones you care about through the Amazon product API collector for the full detail page. Discovery wide, enrichment narrow.

## Limits, reliability and the legal bit

One run delivers up to 200 products; the default is 40. Pagination happens inside the run, so you never handle offsets — for wider coverage, run the same keyword against several countries, or several keywords in parallel, each billed on what it actually delivers. Throughput follows your plan's rate limit rather than the collector: 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier.

On the legal side: collecting publicly visible listing data is generally lawful in most jurisdictions, and courts have repeatedly declined to treat public web data as computer intrusion — but Amazon's terms of service restrict automated access, the analysis differs by country, and none of this is legal advice. Personal data carries its own rules regardless of where you found it. Get advice for your actual use case.

## FAQ

### Is there a free Amazon scraper API?

There is a free allowance rather than a free product: every account gets $2 of usage each month with no card, which at $0.001 per product is about 2,000 delivered products. That is enough to run a real keyword set for a week and measure the data before you spend anything. Genuinely free scrapers exist on GitHub — the difference is who maintains the parser and the exit pool when Amazon changes something.

### How much does the Amazon scraper API cost?

$0.001 per delivered product — $1 per 1,000 — with no subscription and no credit pack to buy up front. Volume tiers take up to 30% off that unit price, and GET /v1/scraper/collectors returns the exact price your API key pays.

### How do I use it from Python?

It is one HTTP POST, so requests is enough — no SDK to install. Post your keyword to the collector's run endpoint with your key in the Authorization header and read results from the JSON response. The Python, Node and cURL versions of the same call are on this page.

### Do I need my own proxies?

No. The collector runs on our residential network and handles rotation, retries and the bot-check interstitial internally. Your API key is the only credential you manage. If you would rather run your own fetcher, you can buy the same residential exits directly instead.

### Can it get Amazon reviews?

Not this collector — it delivers search result cards, where Amazon publishes the rating and the review count but not the review text. Use the review count and star rating from these rows for ranking work, and treat individual review text as a separate job.

### Which Amazon marketplaces are supported?

Pass an ISO country code and the collector uses that country's Amazon site and a proxy exit in the same country — so the prices, currency and delivery promises are the ones a local shopper sees rather than a US page served through a European IP.

### Is scraping Amazon legal?

Collecting publicly visible listing data is generally lawful in most jurisdictions, but Amazon's terms restrict automated access and the analysis differs by country and by what you do with the data afterwards. Treat anything that identifies a person under the applicable privacy rules, and take proper legal advice for your case — this answer is not it.

## Related scrapers

- [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) — Full detail for a list of ASINs — price, rating, availability, category.
- [eBay search API](https://quantumproxies.io/scraper-api/collectors/ebay-scraper-api) — eBay listings for a keyword — price, condition, format, shipping, seller location.
- [AliExpress search API](https://quantumproxies.io/scraper-api/collectors/aliexpress-scraper-api) — AliExpress listings — sale price, discount, orders, store and rating.
- [Google Shopping API](https://quantumproxies.io/scraper-api/collectors/google-shopping-scraper-api) — Shopping listings for a product query — price, seller, rating, product id.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Amazon Product API — $0.003 per ASIN | QuantumProxies

Amazon product API: send ASINs, get title, price, rating, availability, seller, categories and bullets as typed rows. $0.003 per delivered product.

## Amazon product API

**The Amazon product API is the ASIN-keyed half of Amazon scraping: you hand it a list of product ids and it hands back the detail page as structured data** — title, brand, current and list price, star rating, review count, availability, delivery promise, seller, main image, breadcrumb categories and the feature bullets.

It exists because the question "what is on this listing right now" is different from "what does a shopper see when they search". If you already hold ASINs — from your own catalogue, from a supplier feed, or from a run of the [Amazon scraper API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api) — this is the endpoint that fills them in. Send up to 50 at a time; each is fetched over the TLS tier without a browser, and any ASIN that never returns a product page comes back under `failed` rather than as a row of invented nulls.

$0.003 per delivered product, up to 50 products per run. Nothing delivered means nothing charged.

## How the Amazon product API works

You post an array. Every entry can be a bare ASIN or a full `/dp/` URL — the collector normalises both, so you can feed it whatever your pipeline already stores without a cleanup step first.

Each ASIN becomes one product-page fetch through a residential exit in the country you asked for, parsed into a flat row. Three behaviours are worth knowing before you wire it in:

- **Failures are separated, not silenced.** A dead ASIN, a region-locked listing or a page that never resolved lands in `failed`. It is not billed and it does not appear as a half-empty row that quietly poisons an average price later.
- **Country picks the marketplace and the exit together.** The same ASIN on amazon.de and amazon.com is a different price, a different delivery promise and often a different seller. Ask for the country you actually care about.
- **No browser.** The detail page is server-rendered, so the run costs bandwidth and a parse rather than a Chrome instance — which is why 50 ASINs cost fifteen cents rather than several dollars.

## Inputs

The only required input is `asins`, an array. `max_results` caps how many of them the run will actually fetch, which is a cheap safety belt when the array is built by another job — you can pass 200 ids and spend on 50. `country` selects the marketplace and the matching proxy exit.

- **asins** (array, required) — Amazon product ids or /dp/ URLs (one per line).
- **country** (string) — ISO 3166-1 alpha-2 code — picks the local site AND the proxy exit (default us).
- **max_results** (integer) — How many products to deliver at most (1–50). You pay only for delivered products.

## What one product looks like

Every product is one flat row. `price` is what the page displays and `price_value` is the number behind it, so you can diff without parsing currency symbols. `list_price` is only present when Amazon is showing a struck-through price, which makes it a reliable discount signal rather than something you infer. `categories` carries the breadcrumb path and `features` the bullet list — the two fields people most often reach for when building a product catalogue rather than a price tracker.

- **asin** (string) — Amazon product id.
- **url** (string) — Clean product URL.
- **title** (string) — Product title.
- **brand** (string, nullable) — Brand when the layout exposes it.
- **price** (string, nullable) — Current price as shown.
- **price_value** (number, nullable) — Numeric current price.
- **list_price** (string, nullable) — List price when discounted.
- **rating** (number, nullable) — Star rating (1–5).
- **reviews** (integer, nullable) — Review count.
- **availability** (string, nullable) — Stock line ("In Stock"…).
- **delivery** (string, nullable) — Delivery promise.
- **seller** (string, nullable) — Seller/merchant when shown.
- **image** (string, nullable) — Main image URL.
- **categories** (string[]) — Breadcrumb trail.
- **features** (string[]) — Feature bullets (empty on layouts without them).

## What the Amazon product API costs

$0.003 per delivered product ($3 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 666 products here. Volume tiers take up to 30% off.

$0.003 per delivered product, $3 per 1,000. A 5,000-ASIN catalogue refreshed daily is $15 a day at list price, less on a volume tier. The pattern that keeps that bill down is not a discount, it is the split: use the cheaper search collector at $0.001 for discovery over a wide keyword set, and spend $0.003 only on the ASINs you decided are worth watching.

ASINs that fail to resolve are not billed, so an ageing id list degrades your coverage rather than your invoice.

## Amazon product API vs the Product Advertising API

Amazon's own Product Advertising API returns catalogue attributes for items you name — which sounds like exactly this. The difference is who is allowed to call it. PA-API is part of the Associates affiliate programme: you need an approved Associates account, and access is metered against qualifying sales, so an account that stops converting can lose throughput or access entirely. Teams doing price intelligence, brand protection or academic research usually do not have and do not want an affiliate relationship.

There is also a content gap. PA-API returns the catalogue's view of an item. This collector returns the *page* — the delivery promise as shown, the availability line, the seller currently winning the listing, the struck-through list price. Those are rendering decisions Amazon makes per visitor and per country, and they are what most price-monitoring work is actually about.

## Versus fetching detail pages yourself

Fetching one product page is trivial. Fetching fifty thousand without getting throttled is the whole engineering problem, and it has a shape people underestimate:

- **Detail pages are heavier than search pages.** More bytes per request, so residential bandwidth costs climb faster than the request count suggests.
- **Bot checks arrive in bursts.** A pool that has been fine for an hour degrades quickly once a subnet is flagged; without per-exit accounting you cannot tell a dead ASIN from a blocked fetch, and you end up recording "out of stock" for products that are perfectly in stock.
- **Layout variants.** Amazon serves several detail-page templates. A parser that only knows one returns nulls for the others, silently.

Handing that over buys you a published schema and a bill that only moves when rows arrive. If you would rather keep the fetcher and just want clean exits under it, our [residential proxies](https://quantumproxies.io/residential-proxies) are the network this runs on.

## What people build with it

### Daily price and buy-box tracking

Refresh a watchlist every morning and diff `price_value`, `list_price` and `seller`. A seller change on a listing you own is usually the alert that matters more than the price itself.

### Stock and availability alerts

The `availability` and `delivery` lines are the page's own words. Watching them beats inferring stock from whether the page loaded.

### Catalogue enrichment

Feed supplier ASINs in, get `categories`, `features`, `brand` and images out — enough to populate an internal product record without anyone copy-pasting a listing.

### MAP and brand-protection sweeps

Track who is selling your ASINs and at what price across marketplaces by running the same id list with a different `country`.

## Limits, reliability and the legal bit

One run takes up to 50 ASINs. Larger id lists are simply more runs — there is no session to keep alive between them, so they parallelise cleanly up to your plan's rate limit (60 requests/minute on pay-as-you-go, up to 1,200 on the top tier). Unresolvable ASINs return in `failed` with no charge.

Legally: listing data is published publicly and collecting public data is generally lawful in most jurisdictions, but Amazon's terms restrict automated access, the analysis varies by country, and what you do with the data afterwards matters as much as how you got it. This is not legal advice — get some for your actual use case.

## FAQ

### Is the Amazon product API free?

There is a free monthly allowance rather than a free tier you stay on forever: $2 of usage every month with no card, which at $0.003 per product is about 666 delivered products. Amazon's own Product Advertising API is free to call but requires an approved Associates affiliate account, which is a different kind of cost.

### Do I need an Amazon API key or an Associates account?

No. You authenticate with your QuantumProxies API key and nothing else. There is no Amazon developer registration, no Associates approval and no per-marketplace credential to maintain.

### How much does it cost?

$0.003 per delivered product — $3 per 1,000 — with no subscription. ASINs that never resolve are returned under failed and are not billed. Volume tiers take up to 30% off, and GET /v1/scraper/collectors returns the price your key actually pays.

### Can I send /dp/ URLs instead of ASINs?

Yes. The asins array accepts bare ASINs or full /dp/ product URLs and normalises them, so you can pass whatever your database already holds without writing a cleanup step.

### How do I get all products from Amazon?

You do not, and no API does — Amazon does not publish a full catalogue dump. The workable pattern is discovery plus enrichment: run the Amazon scraper API over the keyword set for your category to collect ASINs, then push the ones you care about through this collector for detail.

### How many ASINs can one call handle?

Up to 50 per run. Bigger lists are just more runs, and because each run is independent they parallelise up to your plan's requests-per-minute limit rather than queueing behind one another.

### Does it return review text?

No. It returns the rating and the review count from the detail page, which is what ranking and quality work needs. Individual review text is a separate job with its own volume and privacy considerations.

## Related scrapers

- [Amazon search API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api) — Amazon search results for a keyword — ASIN, price, rating, reviews, image.
- [eBay search API](https://quantumproxies.io/scraper-api/collectors/ebay-scraper-api) — eBay listings for a keyword — price, condition, format, shipping, seller location.
- [AliExpress search API](https://quantumproxies.io/scraper-api/collectors/aliexpress-scraper-api) — AliExpress listings — sale price, discount, orders, store and rating.
- [Google Shopping API](https://quantumproxies.io/scraper-api/collectors/google-shopping-scraper-api) — Shopping listings for a product query — price, seller, rating, product id.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# eBay Scraper API — $0.001 per Listing | QuantumProxies

eBay scraper API: a keyword returns listings with price, condition, buying format, shipping, seller location and item URL. $0.001 per delivered listing.

## eBay scraper API

**An eBay scraper API turns a keyword into eBay's live search results as typed rows** — item id, title, price and struck-through list price, condition, buying format, shipping and returns lines, seller location, sponsored flag, image and a clean item URL.

eBay is a market where the interesting fields are not the price. Condition, format and shipping are what make two listings of the same object incomparable, and they are exactly the fields a generic scraper flattens away. This collector keeps them, filters on them before you pay (there are `condition` and `buy_it_now_only` inputs), and reads the server-rendered page over the TLS tier — no browser anywhere in the run.

$0.001 per delivered listing, up to 250 listings per run. Nothing delivered means nothing charged.

## How the eBay scraper API works

One POST with a keyword walks eBay's result pages in order, parses each card and stops at your `max_results` — up to 250 listings in a single run, which is unusually deep for one call and matters on long-tail queries where the interesting supply sits on page four.

The filters do real work rather than cosmetic work. Passing `condition` or `buy_it_now_only` applies eBay's own filtering before results are collected, so you are not billed for rows you were going to discard client-side. On a used-only sweep of a broad keyword that is most of the result set.

Every row keeps both its global `rank` and the `page` it came from, and carries a `sponsored` flag so promoted listings can be excluded from anything that pretends to measure organic placement.

## Inputs

`query` is the only required input. `country` selects the eBay marketplace and the matching proxy exit — a UK search from a UK exit, which is what keeps shipping lines and currency honest. The two filters, `condition` and `buy_it_now_only`, are applied at the source: they narrow what gets collected, not what gets returned, so they lower the bill as well as the noise.

- **query** (string, required) — What to search on eBay, e.g. "running shoes".
- **condition** (string) — Restrict to new or used listings.
- **buy_it_now_only** (boolean) — Exclude auctions.
- **country** (string) — ISO 3166-1 alpha-2 code — picks the local site AND the proxy exit (default us).
- **max_results** (integer) — How many listings to deliver at most (1–250). You pay only for delivered listings.

## What one listing looks like

Each listing is one row. `price_value` is the numeric twin of the displayed `price`; `list_price` appears only when eBay shows a struck-through original. `format` separates auctions from Buy It Now, which is the single most important field for anyone building comparable price series — an auction's current bid and a fixed price are not the same measurement. `attributes` carries the variant and brand chips eBay renders under the title, and `location` is the seller's stated location, useful for filtering out cross-border shipping you do not want.

- **rank** (integer) — 1-based position across pages.
- **page** (integer) — Search page the row came from.
- **item_id** (string) — eBay item id.
- **title** (string) — Listing title.
- **price** (string, nullable) — Price as shown.
- **price_value** (number, nullable) — Numeric price.
- **list_price** (string, nullable) — Struck-through price when discounted.
- **condition** (string, nullable) — Condition chip (Brand New, Pre-Owned…).
- **attributes** (string[]) — Variant/brand chips shown under the title.
- **format** (string, nullable) — Buying format (Buy It Now, bids…).
- **shipping** (string, nullable) — Shipping/delivery line.
- **location** (string, nullable) — Seller location line.
- **returns** (string, nullable) — Returns line when shown.
- **sponsored** (boolean) — True for paid placements.
- **image** (string, nullable) — Thumbnail URL.
- **url** (string, nullable) — Listing URL.

## What the eBay scraper API costs

$0.001 per delivered listing ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 listings here. Volume tiers take up to 30% off.

$0.001 per delivered listing, $1 per 1,000. A 200-keyword sweep at 100 listings each is 20,000 rows, so $20 — and the source-side filters mean a used-only or Buy-It-Now-only sweep costs a fraction of the unfiltered one instead of the same amount with more discarding afterwards.

Blocked pages, retries on fresh exits and runs that come back empty are never charged.

## eBay scraper API vs the official eBay APIs

eBay does publish real developer APIs — Browse, Finding and the rest — and they are genuinely good if you fit their shape. Fitting means registering an application, completing eBay's developer onboarding, handling OAuth token refresh, and accepting per-application rate limits and terms about what you may do with the results. For a team that wants a comparable price series across five marketplaces next week, that is a lot of process before the first row.

There is also a coverage difference that catches people out: the official APIs answer from eBay's catalogue and search index with their own ranking, while this collector returns the result page as a shopper in that country sees it — including promoted placements and in the order eBay actually served them. If your question is "what is eBay showing for this query", the page is the ground truth and the API is an approximation of it.

## Versus writing your own eBay scraper

eBay is friendlier to scrape than Amazon and considerably less friendly than it looks. The recurring failures in home-grown eBay scrapers are boringly consistent:

- **Auction versus fixed price.** Treating both as "price" produces a series that moves for reasons unrelated to the market. The distinction has to survive into your schema.
- **Shipping.** An item at £5 with £12 postage is not cheap. Scrapers that grab the headline number build the wrong dataset.
- **Marketplace drift.** Each regional site renders slightly differently, and a selector tuned on ebay.com quietly returns nulls on ebay.de.
- **Rate discipline.** Sustained sequential paging from one IP degrades quickly; the fix is exit rotation, which means a pool and per-exit accounting.

The trade is the usual one: less control over parsing, a published schema, no on-call, and a bill that only moves when rows arrive.

## What people build with it

### Resale and arbitrage pricing

Track what things actually sell for by condition. Filtering to used Buy It Now before collection gives a clean comparable series instead of a mix of auctions mid-flight.

### Grey-market and MAP monitoring

Brands watch for their products appearing at prices or in conditions they did not authorise. `location` and `attributes` usually tell you which supply route it came from.

### Collectibles and parts availability

For long-tail items eBay is the market. A 250-listing run reaches supply that a 40-result page-one scrape never sees.

### Competitive assortment tracking

New item ids appearing against your keyword set are new competing supply; a scheduled run turns that into a daily delta.

## Limits, reliability and the legal bit

Up to 250 listings per run with pagination handled internally. Wider coverage is more runs — across keywords, conditions or countries — each billed only on what it delivers. Throughput is governed by your plan's rate limit, from 60 requests/minute on pay-as-you-go up to 1,200 on the top tier.

On legality: eBay listings are public, and collecting public data is generally lawful in most jurisdictions, but eBay's terms restrict automated access and the analysis differs by country. Seller locations and usernames can be personal data depending on context. None of this is legal advice.

## FAQ

### Does eBay have an API?

Yes — eBay publishes Browse, Finding and other developer APIs. They require registering an application, completing developer onboarding and handling OAuth, and they answer from eBay's index with its own ranking rather than returning the result page a shopper sees. This collector is the second thing: the page as served, with no registration.

### Is there a free eBay scraper API?

There is a free allowance: $2 of usage each month with no card, which at $0.001 per listing is about 2,000 delivered listings — enough to run a real keyword set for several days before spending anything. Open-source eBay scrapers on GitHub are free too; the difference is who maintains them when the layout moves.

### How much does the eBay API cost?

eBay's own APIs are free to call within their rate limits once you are approved. This collector is $0.001 per delivered listing — $1 per 1,000 — with no subscription, no approval process and up to 30% off on volume tiers.

### Can I filter to used items or Buy It Now only?

Yes, and it is worth doing: condition and buy_it_now_only are applied at the source, so the run collects and bills only the listings that match instead of returning everything for you to discard.

### How many listings can one run return?

Up to 250, with pagination handled inside the run. That is deep enough to reach long-tail supply that a page-one scrape misses.

### Which eBay marketplaces work?

Pass an ISO country code and the collector uses that country's eBay site through an exit in the same country, so prices, currency and shipping lines are the ones a local buyer sees.

### How do I use it from Python?

One POST with requests — there is no SDK. Send your keyword and optional filters to the collector's run endpoint with your key in the Authorization header; the Python, Node and cURL forms of the same call are on this page.

## Related scrapers

- [Amazon search API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api) — Amazon search results for a keyword — ASIN, price, rating, reviews, image.
- [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) — Full detail for a list of ASINs — price, rating, availability, category.
- [AliExpress search API](https://quantumproxies.io/scraper-api/collectors/aliexpress-scraper-api) — AliExpress listings — sale price, discount, orders, store and rating.
- [Google Shopping API](https://quantumproxies.io/scraper-api/collectors/google-shopping-scraper-api) — Shopping listings for a product query — price, seller, rating, product id.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# AliExpress Scraper API — $0.001 per Item | QuantumProxies

AliExpress scraper API: a keyword returns items with sale price, discount, orders sold, store and rating as typed rows. $0.001 per delivered item.

## AliExpress scraper API

**An AliExpress scraper API turns a product keyword into structured listings** — product id, title, sale price and original price, discount percent, star rating, orders sold, store name and link, ships-from, selling points, image and item URL.

The field that makes AliExpress worth scraping is `orders`. Almost no other marketplace publishes a units-sold figure next to every listing, and it is the closest thing to public demand data that exists at this scale — which is why product researchers, dropshippers and trend analysts keep coming back to it. This collector delivers it as a number, alongside the sale-versus-original price pair that tells you whether a discount is real.

$0.001 per delivered item, up to 250 items per run. Nothing delivered means nothing charged.

## How the AliExpress scraper API works

AliExpress renders its result cards from a JSON hydration payload embedded in the page rather than from server-side HTML. That is good news — the data is already structured before anyone parses it — and it is also where most home-grown AliExpress scrapers break, because they hard-code the path to the item node and AliExpress reshuffles that structure regularly.

This collector locates the item node *by shape* instead of by path: it looks for the object that has the fields an item has, wherever it currently lives. A reorganisation of the payload therefore does not break the run. No browser is involved at any point, which is why a 250-item run costs a quarter.

## Inputs

`query` is required. `currency` is more consequential here than on other marketplaces: AliExpress prices are quoted in the visitor's currency, so a series collected without pinning it will drift with exchange rates and look like price movement that never happened. `country` sets the exit and the regional site together.

- **query** (string, required) — What to search, e.g. "running shoes".
- **currency** (string) — Price currency, e.g. USD or EUR.
- **country** (string) — ISO 3166-1 alpha-2 code — picks the local site AND the proxy exit (default us).
- **max_results** (integer) — How many items to deliver at most (1–250). You pay only for delivered items.

## What one item looks like

Each item is a row. The pair to watch is `price_value` against `original_price`: AliExpress discounts heavily and permanently, so `discount_percent` is better read as a positioning signal than as a sale. `orders` is the cumulative units-sold figure the listing displays — the single most useful field on the page for demand research. `store` and `store_url` let you pivot from an item to everything that seller lists, and `ships_from` is what separates a two-week delivery from a two-day one.

- **rank** (integer) — 1-based position across pages.
- **page** (integer) — Search page the row came from.
- **product_id** (string) — AliExpress product id.
- **title** (string) — Item title.
- **price** (string, nullable) — Sale price as shown.
- **price_value** (number, nullable) — Numeric sale price.
- **currency** (string, nullable) — Currency code.
- **original_price** (string, nullable) — Pre-discount price.
- **discount_percent** (number, nullable) — Discount as a percentage.
- **rating** (number, nullable) — Star rating (1–5).
- **orders** (string, nullable) — Orders sold as shown ("1,000+ sold").
- **store** (string, nullable) — Store name.
- **store_url** (string, nullable) — Store URL.
- **ships_from** (string, nullable) — Shipping selling point when present.
- **selling_points** (string[]) — Promo chips on the card.
- **image** (string, nullable) — Image URL.
- **url** (string) — Item URL.

## What the AliExpress scraper API costs

$0.001 per delivered item ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 items here. Volume tiers take up to 30% off.

$0.001 per delivered item, $1 per 1,000. Product research is usually wide and shallow — 300 keywords at 60 items each is 18,000 rows, $18 at list price — and because you pay per delivered item rather than per request, a keyword that returns twelve results costs twelve tenths of a cent, not a full page fetch.

Blocked pages and retries are never billed.

## AliExpress scraper API vs the official affiliate API

AliExpress publishes an affiliate/open platform API, and like Amazon's it is built for a commercial relationship rather than for research. You register an application, get approved, and work inside a product surface designed to help you promote items and earn commission. Its coverage is the affiliate catalogue, not the search page, and its ranking is not the ranking a shopper sees.

For demand research the practical gap is the orders figure and the live sale price in the position AliExpress actually served them. That is a property of the result page. If you want to know what a buyer searching "running shoes" sees today, the page is the answer and the affiliate catalogue is a different dataset that happens to overlap.

## Versus writing your own AliExpress scraper

The public AliExpress scrapers on GitHub have a characteristic failure mode: they work beautifully for a few weeks and then return empty arrays. Almost always the cause is the hydration payload moving, because the scraper walked a fixed path into it.

- **Payload volatility.** Path-based parsing is fragile by construction here; shape-based lookup is the fix, and it is more work than it sounds.
- **Currency and locale.** The same listing quotes different numbers depending on how the request presents itself. Without pinning both, your series is measuring your own scraper.
- **Exit geography.** AliExpress serves different regional experiences, and a mismatched exit gives you a page no real customer sees.
- **Volume.** Product research means broad keyword sweeps, which is exactly the traffic shape that gets a single IP throttled.

If you would rather own the fetcher, the [residential exits](https://quantumproxies.io/residential-proxies) underneath this collector are available on their own.

## What people build with it

### Product and trend research

Sort a category's results by `orders` to see what is actually selling rather than what is merely listed. Re-run weekly and the delta in orders is a demand curve.

### Dropshipping sourcing

Filter for high orders, decent rating and a `ships_from` that matches your delivery promise. The store link gives you the rest of that supplier's catalogue in one hop.

### Price benchmarking against Western marketplaces

Run the same product keyword here and on the eBay or Amazon collectors to see the spread between source and retail.

### Counterfeit and brand monitoring

Watch your brand terms for listings you did not authorise; `store` and `selling_points` usually identify the pattern quickly.

## Limits, reliability and the legal bit

Up to 250 items per run, pagination handled internally, the default is lower — set `max_results` to what you will actually use, since you pay per delivered item. Throughput follows your plan's rate limit rather than the collector: 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: listing data is public and collecting public data is generally lawful in most jurisdictions, but AliExpress's terms restrict automated access and the position varies by country. Store names can be personal data when the seller is an individual. This is not legal advice.

## FAQ

### Is there a free AliExpress scraper API?

There is a free monthly allowance: $2 of usage with no card, about 2,000 delivered items at $0.001 each. That is enough for a full round of product research before you spend anything. The free scrapers on GitHub are real but tend to break when AliExpress reshuffles its hydration payload.

### Does it return the number of orders?

Yes — orders is the cumulative units-sold figure AliExpress displays on the listing, delivered as a number. It is the reason most people scrape AliExpress at all, since almost no other marketplace publishes anything comparable.

### How much does it cost?

$0.001 per delivered item, $1 per 1,000, with no subscription. Volume tiers take up to 30% off and GET /v1/scraper/collectors returns the price your key actually pays. Blocked pages and retries are never billed.

### Why do my prices change between runs?

Usually because currency was not pinned. AliExpress quotes prices in the visitor's currency, so a run without an explicit currency will drift with exchange rates and look like price movement. Set currency explicitly for any series you intend to compare over time.

### Does it use a browser?

No. The listing data comes from a JSON payload embedded in the page, so the run is a plain request and a parse. That is why it costs a tenth of a cent per item instead of a cent.

### Can I get everything from one store?

This collector is keyword-driven, but every row carries store and store_url, so a search gives you the seller identity you need to pivot. Searching brand or store terms is usually the fastest route to a supplier's visible catalogue.

### How is it different from the AliExpress affiliate API?

The affiliate API serves the affiliate catalogue for promotion, after an application approval, with its own ranking. This returns the public search page as served in a country, including the orders and discount figures in the position AliExpress actually showed them.

## Related scrapers

- [Amazon search API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api) — Amazon search results for a keyword — ASIN, price, rating, reviews, image.
- [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) — Full detail for a list of ASINs — price, rating, availability, category.
- [eBay search API](https://quantumproxies.io/scraper-api/collectors/ebay-scraper-api) — eBay listings for a keyword — price, condition, format, shipping, seller location.
- [Google Shopping API](https://quantumproxies.io/scraper-api/collectors/google-shopping-scraper-api) — Shopping listings for a product query — price, seller, rating, product id.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# YouTube Scraper API — No Quota, $0.0008/Video | QuantumProxies

YouTube scraper API: search results with views, channel, duration and badges — no Data API key, no quota, no browser. $0.0008 per delivered video.

## YouTube scraper API

**A YouTube scraper API returns YouTube search results as structured rows without the Data API** — video id, title, channel and channel URL, view count as shown and as a number, publish age, duration, description snippet, badges and thumbnail.

The reason this exists is a single number: 100. A search call against YouTube's official Data API costs 100 quota units, and a default project gets 10,000 units a day. That is one hundred searches per day, total, before anything else your application does. Teams doing continuous topic monitoring hit that wall in the first afternoon and then spend a week writing a quota-increase justification. This reads the results page's own data payload instead — no key, no quota, no browser.

$0.0008 per delivered video, up to 40 videos per run. Nothing delivered means nothing charged.

## How the YouTube scraper API works

A query goes to YouTube from an exit in your country and the results page's embedded data payload is parsed into rows. One results page per run, which is roughly 20 videos — YouTube puts everything past the first page behind a continuation token, and honest scoping is better than pretending otherwise.

`sort` is passed through to YouTube, so you can ask for relevance, upload date, view count or rating and get YouTube's own ordering rather than re-sorting a relevance list locally and calling it a date sort.

Views arrive twice on purpose: `views` as the display string YouTube rendered and `views_value` as an integer. The string is what you show a human; the integer is what you do arithmetic on. `badges` carries the labels YouTube attaches — new, 4K, CC and similar — which are useful filters and a nuisance to parse from HTML.

## Inputs

`query` is required. `sort` maps to YouTube's own ordering options rather than to a client-side re-sort. `country` and `lang` set the exit and the interface locale, which changes results more than people expect — YouTube's ranking is heavily regionalised. `max_results` caps delivery within the single page a run covers.

- **query** (string, required) — What to search on YouTube.
- **sort** (string) — Result order.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many videos to deliver at most (1–40). You pay only for delivered videos.

## What one video looks like

One row per video. `video_id` is the canonical id you would use anywhere else, and `url` the ready-made link. `views` and `views_value` are the display string and the integer. `published` is YouTube's relative age ("3 weeks ago") rather than a timestamp, because that is what the search page publishes — treat it as approximate. `live` flags live streams, which otherwise pollute view-count analysis badly, since a live stream's counter means something different. `duration` is null for live content for the same reason.

- **rank** (integer) — 1-based position.
- **video_id** (string) — YouTube video id.
- **title** (string) — Video title.
- **url** (string) — Watch URL.
- **channel** (string, nullable) — Channel name.
- **channel_url** (string, nullable) — Channel URL.
- **views** (string, nullable) — View count as shown.
- **views_value** (integer, nullable) — View count as a number (null for live viewer counts).
- **published** (string, nullable) — Publish age ("6 months ago").
- **duration** (string, nullable) — Duration (m:ss).
- **live** (boolean) — True for live streams.
- **description** (string, nullable) — Description snippet.
- **thumbnail** (string, nullable) — Thumbnail URL.
- **badges** (string[]) — Badges (4K, CC, New…).

## What the YouTube scraper API costs

$0.0008 per delivered video ($0.80 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,500 videos here. Volume tiers take up to 30% off.

$0.0008 per delivered video, 80 cents per 1,000. Monitoring 300 topic queries daily at 20 videos each is 6,000 rows, about $4.80 a day — and there is no quota to apply for, so scaling that to 3,000 queries is a budget decision rather than a support ticket.

Blocked pages and retries are never billed. The free $2 monthly allowance covers about 2,500 videos.

## YouTube scraper API vs the YouTube Data API

Be clear about when the official API wins: if you are managing your own channel, reading your own analytics, uploading, or fetching metadata for known video ids at modest volume, the Data API is free, well documented and correct. Use it.

The friction is search. A `search.list` call costs 100 quota units against a default daily allowance of 10,000 — about a hundred searches a day for the whole project. Simple `videos.list` reads cost 1 unit, which is why quota rarely bites until you start searching. Quota increases are available by application, and the process is neither instant nor guaranteed.

There is also a subtler gap. The Data API returns YouTube's API ranking for a query; the results page returns what a viewer in that country actually sees, including badges and ordering that the API does not model. For rank tracking and competitive monitoring, that difference is the whole measurement.

## Versus scraping YouTube yourself

YouTube renders its results from an embedded JSON payload, so scraping it is more tractable than it looks — the problems are elsewhere:

- **Payload volatility.** The structure changes with client updates, and path-based extraction breaks silently rather than loudly.
- **Continuation tokens.** Going past page one means implementing YouTube's continuation protocol, which is undocumented and changes.
- **Consent interstitials.** European exits frequently get a consent page instead of results, and it returns HTTP 200.
- **Rate limiting.** Sustained requests from a single IP degrade into challenge pages quickly.
- **Abbreviated counts.** Scraping the rendered DOM gives you "1.2M views"; the payload has the integer.

For a channel's uploads rather than a search, the [YouTube channel collector](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) is the right endpoint.

## What people build with it

### YouTube SEO and rank tracking

Track which videos hold the top positions for your target queries per country, and whether yours appear at all — using the ordering viewers actually see.

### Competitor monitoring

Watch what competitors publish against your keywords and how it performs, without a quota ceiling on how many keywords you can watch.

### Content research

Sort by view count to find what has worked in a topic, or by upload date to see what the space is publishing right now.

### Grounding an agent or LLM

Current video results with channels, dates and view counts give a model something concrete to cite instead of a training-set memory.

## Limits, reliability and the legal bit

One results page per run, roughly 20 videos, up to 40. That is a real limit and worth designing around: broader coverage comes from more queries rather than deeper pagination, since everything past page one sits behind a continuation token. More queries parallelise up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: search results and video metadata are publicly displayed, and collecting public data is generally lawful in most jurisdictions, but YouTube's terms restrict automated access. This returns metadata and links, never media — video content is copyrighted by its creators. Channel names can be personal data. Not legal advice.

## FAQ

### Do I need a YouTube Data API key?

No. Your QuantumProxies key is the only credential. There is no Google Cloud project, no OAuth and no quota to manage — which is the point, since a single Data API search costs 100 of a default 10,000 daily quota units.

### Is there a free YouTube scraper API?

There is a free allowance of $2 a month with no card, about 2,500 delivered videos at $0.0008 each. The YouTube Data API is also free, but its search quota works out to roughly 100 searches per day per project, which is the constraint most people run into.

### How much does it cost?

$0.0008 per delivered video — 80 cents per 1,000 — with no subscription and no quota application. Volume tiers take up to 30% off, and blocked pages are never billed.

### How many results per run?

One results page, roughly 20 videos and up to 40. Everything past the first page sits behind YouTube's continuation token, so wider coverage comes from more queries rather than deeper paging.

### Are the view counts exact?

You get both: views as the display string YouTube rendered, and views_value as an integer parsed from the payload. Use the string for display and the integer for arithmetic.

### Can it get comments or transcripts?

No. This collector covers search results. Comments and transcripts are separate surfaces with separate cost and copyright considerations.

### Can I list a specific channel's videos?

Use the YouTube channel collector for that — it takes a channel handle or id and returns its uploads, shorts or streams tab, stamping channel-level stats on every row.

## Related scrapers

- [Instagram profile API](https://quantumproxies.io/scraper-api/collectors/instagram-scraper-api) — Public Instagram profile stats — followers, following, posts, bio.
- [TikTok profile API](https://quantumproxies.io/scraper-api/collectors/tiktok-scraper-api) — Public TikTok profile stats — followers, likes, videos, bio.
- [YouTube channel API](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) — A channel's uploads with views, duration and channel stats.
- [TikTok video API](https://quantumproxies.io/scraper-api/collectors/tiktok-video-scraper-api) — Per-video TikTok metrics — views, likes, comments, shares, saves.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# App Store Scraper API — $0.0008 per App | QuantumProxies

App Store scraper API: search a term or resolve app ids to get ratings, pricing, version, release dates and screenshots. $0.0008 per delivered app.

## App Store scraper API

**An App Store scraper API returns Apple App Store listings as structured rows** — title, developer, category, rating and review count, price, version, release and update dates, content rating, size, icon, screenshots and description.

It works two ways from one endpoint. Pass a `term` and it searches the store; pass `app_ids` — numeric ids, bundle ids or store URLs — and it resolves those specific apps. Discovery and enrichment in the same call shape, reading Apple's own public store endpoint: no developer key, no browser, and up to 200 apps per run.

$0.0008 per delivered app, up to 200 apps per run. Nothing delivered means nothing charged.

## How the App Store scraper API works

Apple publishes a public store lookup endpoint that answers a whole result set in one JSON response. That is unusually generous compared with the other app store, and it is why this collector costs $0.0008 per app while the [Google Play collector](https://quantumproxies.io/scraper-api/collectors/google-play-scraper-api) costs $0.003 — Play needs one page fetch per app, Apple does not.

`country` is not cosmetic. The App Store is a set of national storefronts with different catalogues, different prices in different currencies, and different ratings. An app can be top-ranked in Japan and unavailable in Germany. If you are doing competitive or market research, the storefront is part of the question.

`rating` is the all-time average while `rating_current_version` is the current release's — the gap between them is one of the most informative signals on the page, because it tells you whether a recent update helped or hurt.

## Inputs

Neither input is individually required, but you need one: `term` to search, or `app_ids` to resolve known apps. `app_ids` accepts numeric ids, bundle identifiers and full store URLs, so you can pass whatever form your data already holds. `country` selects the storefront and `lang` the metadata language; `max_results` caps delivery and cost.

- **term** (string) — What to search in the App Store. Omit when passing app_ids.
- **app_ids** (array) — Numeric app ids, bundle ids (com.spotify.client) or store URLs.
- **country** (string) — ISO 3166-1 alpha-2 code — picks the local site AND the proxy exit (default us).
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many apps to deliver at most (1–200). You pay only for delivered apps.

## What one app looks like

One row per app. `released_at` and `updated_at` together give you release cadence — an app not updated in eighteen months is telling you something. `price` is numeric and `price_formatted` is the storefront's display string with `currency` alongside, which matters when comparing across countries. `screenshots` is the ordered list Apple shows, useful for creative analysis. `size_bytes` and `content_rating` round out the technical picture, and `categories` carries the full list where an app is listed in more than one.

- **rank** (integer) — 1-based position.
- **app_id** (string) — Apple app id.
- **bundle_id** (string, nullable) — Bundle identifier.
- **title** (string) — App name.
- **developer** (string, nullable) — Seller/developer.
- **developer_url** (string, nullable) — Developer URL.
- **category** (string, nullable) — Primary genre.
- **categories** (string[]) — All genres.
- **rating** (number, nullable) — Average rating (all versions).
- **reviews** (integer, nullable) — Rating count.
- **rating_current_version** (number, nullable) — Average rating for the current version.
- **price** (number, nullable) — Numeric price (0 = free).
- **price_formatted** (string, nullable) — Price as shown.
- **currency** (string, nullable) — Currency code.
- **version** (string, nullable) — Current version.
- **released_at** (string, nullable) — First release date (ISO).
- **updated_at** (string, nullable) — Current version release date (ISO).
- **content_rating** (string, nullable) — Age rating.
- **size_bytes** (number, nullable) — Download size in bytes.
- **icon** (string, nullable) — Icon URL (512px when available).
- **screenshots** (string[]) — Up to 5 screenshot URLs.
- **description** (string, nullable) — Store description (trimmed).
- **url** (string) — Store URL.

## What the App Store scraper API costs

$0.0008 per delivered app ($0.80 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,500 apps here. Volume tiers take up to 30% off.

$0.0008 per delivered app, 80 cents per 1,000. Tracking 500 competitor apps across 10 storefronts weekly is 5,000 rows, $4 a week.

Because Apple answers a search in one response rather than one fetch per app, breadth is cheap here — sweeping a category across every storefront costs about what a single-country sweep costs on Play. Blocked and empty responses are never billed, and the free $2 monthly allowance covers about 2,500 apps.

## App Store scraper API vs Apple's own APIs

Apple's App Store Connect API is for developers managing their own apps: submissions, TestFlight, sales reports, your own metadata. It cannot tell you anything about somebody else's app, which rules it out for competitive research entirely.

There is also a Search API used by the App Store's own affiliate and marketing tooling, and it is genuinely useful — it is essentially the endpoint this collector reads. What you do not get from calling it yourself is the part that makes it usable at scale: storefront rotation, exit management so that hundreds of country-specific lookups do not get rate-limited from one IP, and a stable typed schema over a response that carries dozens of optional fields.

If you are querying a handful of apps occasionally, calling Apple's endpoint directly is reasonable and free. At dataset volume across storefronts, the operational parts are what you are paying for.

## Versus building it yourself

This is one of the easier targets to start with and it still has sharp edges:

- **Storefront explosion.** 175 storefronts means 175× the requests for full coverage, which is where per-IP rate limits appear.
- **Optional fields.** Apple's response omits fields rather than nulling them, so naive parsing produces `KeyError` on the app that happens to have no subtitle.
- **Price and currency.** Comparing across storefronts without keeping currency produces nonsense.
- **Ratings ambiguity.** All-time average and current-version average are different numbers; conflating them hides exactly the signal you wanted.
- **Id forms.** Numeric ids, bundle ids and URLs all coexist in real datasets.

## What people build with it

### ASO and competitor tracking

Watch ratings, review counts, update cadence and pricing across a competitor set, per storefront.

### Release-impact analysis

The gap between `rating` and `rating_current_version` shows whether the latest build improved sentiment or damaged it.

### Market entry research

The same category across storefronts shows which markets are crowded and which are not, before you localise anything.

### Creative and metadata analysis

Screenshots and descriptions across a category reveal the positioning conventions of a niche.

## Limits, reliability and the legal bit

Up to 200 apps per run — the highest cap among the app-store collectors, because Apple answers a whole result set at once. Broader coverage means more terms and more storefronts, parallel up to your plan's rate limit (60 requests/minute on pay-as-you-go, up to 1,200 on the top tier). Review text is not collected; the collector returns ratings and counts.

Legally: store listings are public marketing material, and collecting public data is generally lawful in most jurisdictions, though Apple's terms restrict automated access. Screenshots, icons and descriptions are the developer's copyrighted material — analysing them is different from republishing them. Not legal advice.

## FAQ

### Is there a free App Store scraper API?

There is a free allowance of $2 a month with no card, about 2,500 delivered apps at $0.0008 each. Apple's public lookup endpoint is free to call directly too — what you are paying for here is storefront coverage without rate limits and a stable typed schema over a response full of optional fields.

### Do I need an Apple developer account?

No. Your QuantumProxies key is the only credential. Apple's App Store Connect API does need a developer account, but it only exposes your own apps, so it cannot answer competitive questions at all.

### How much does it cost?

$0.0008 per delivered app — 80 cents per 1,000 — with no subscription. It is cheaper than the Google Play collector because Apple answers a whole result set in one response while Play needs a page fetch per app. Volume tiers take up to 30% off.

### Can I search by term and by app id?

Both, from the same endpoint. Pass term to search the store, or app_ids to resolve specific apps — numeric ids, bundle identifiers or full store URLs are all accepted and normalised.

### Does it work for other countries?

Yes, and it matters. The App Store is a set of national storefronts with different catalogues, prices, currencies and ratings. Set country deliberately: an app can rank top in one storefront and not exist in another.

### What is the difference between rating and rating_current_version?

rating is the all-time average across every version; rating_current_version is the average for the release that is live now. The gap between them is the clearest available signal of whether a recent update helped or hurt.

### Does it return review text?

No. It returns the rating and the review count. Individual review text is a separate surface with its own volume and personal-data considerations.

## Related scrapers

- [Google Play apps API](https://quantumproxies.io/scraper-api/collectors/google-play-scraper-api) — Google Play app detail by package name — rating, reviews, category, price.
- [App Store reviews API](https://quantumproxies.io/scraper-api/collectors/app-store-reviews-api) — Customer reviews of an App Store app — rating, title, text, version, votes.
- [Apple iTunes search API](https://quantumproxies.io/scraper-api/collectors/itunes-search-api) — Apple catalog search — apps, podcasts, music, movies, ebooks — per storefront.
- [Zillow search API](https://quantumproxies.io/scraper-api/collectors/zillow-scraper-api) — Zillow listings for a location — price, beds, baths, sqft, coordinates.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google Play Scraper API — $0.003 per App | QuantumProxies

Google Play scraper API: package names return title, developer, rating, reviews, installs, price and category as typed rows. $0.003 per delivered app.

## Google Play scraper API

**A Google Play scraper API returns Play Store listings as structured rows** — title, developer and developer URL, category, description, rating and review count, price and currency, content rating, install band where Play shows one, icon and the localised store URL.

You pass package names (or store URLs) and it fetches one store page each, reading the page's `schema.org` block rather than its CSS. That choice is what makes the rows durable: Play reshuffles its interface regularly, but the structured-data block it emits for search engines stays stable. Packages that return nothing come back under `failed`, never billed and never invented.

$0.003 per delivered app, up to 50 apps per run. Nothing delivered means nothing charged.

## How the Google Play scraper API works

Post an array of package names — `com.spotify.music` — or full Play URLs, up to 50 per run. Each becomes one store-page fetch through a residential exit in your chosen country, parsed from the embedded structured-data block. No browser.

This collector is search-less by design, and that is worth understanding rather than working around: Play's search results are heavily personalised and rendered client-side, so a "search Play" endpoint would return something that no real user saw. Package-keyed lookup returns exactly what the store publishes for that app. To discover packages in the first place, the [search collector](https://quantumproxies.io/scraper-api/collectors/google-search-results-api) against `site:play.google.com` is the usual route.

`installs` is a band ("1,000,000+"), not a number, because that is all Google publishes. It is delivered as the string Play shows rather than converted into a false precision.

## Inputs

`packages` is required: an array of package names or store URLs. `country` and `lang` select the storefront and the metadata language — Play localises descriptions and prices, so both matter for comparative work. `max_results` caps how many packages the run actually fetches, which is a useful guard when the list comes from another job.

- **packages** (array, required) — Android package names (com.spotify.music) or Play store URLs.
- **country** (string) — ISO 3166-1 alpha-2 code — picks the local site AND the proxy exit (default us).
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many apps to deliver at most (1–50). You pay only for delivered apps.

## What one app looks like

One row per app. `installs` is Play's band rather than an exact figure. `rating` and `reviews` are the current published values. `developer_url` links to the developer's other apps, which is the fastest way to map a publisher's portfolio. `content_rating` is the regional age rating and `operating_system` the requirement string where shown. `description` is the full store description, which is what ASO keyword analysis actually needs.

- **package** (string) — Android package name.
- **title** (string) — App name.
- **developer** (string, nullable) — Developer name.
- **developer_url** (string, nullable) — Developer page URL.
- **category** (string, nullable) — Play category.
- **description** (string, nullable) — Store description (trimmed).
- **rating** (number, nullable) — Average rating.
- **reviews** (integer, nullable) — Rating count.
- **price** (number, nullable) — Numeric price (0 = free).
- **currency** (string, nullable) — Currency code.
- **content_rating** (string, nullable) — Content rating.
- **operating_system** (string, nullable) — Target OS.
- **installs** (string, nullable) — Install band when the page shows one.
- **icon** (string, nullable) — Icon URL.
- **url** (string) — Localized store URL.

## What the Google Play scraper API costs

$0.003 per delivered app ($3 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 666 apps here. Volume tiers take up to 30% off.

$0.003 per delivered app, $3 per 1,000 — about four times the App Store rate, and the reason is structural: Apple answers a whole result set in one response, while Play requires an individual page fetch per app.

Tracking 300 competitor apps weekly is $0.90 a week. Packages that do not resolve — delisted, region-locked, renamed — are returned in `failed` and are not billed, so an ageing package list costs coverage rather than money. The free $2 monthly allowance covers about 666 apps.

## Google Play scraper API vs the Play Developer API

Google's Play Developer API is, like Apple's, a management tool for your own apps: releases, in-app products, subscriptions, your own reviews and reports. There is no endpoint that returns another developer's listing, so it does not compete with this — it does not address the same problem at all.

The widely-used open-source `google-play-scraper` libraries in Python and Node are the real alternative, and they do work. The trade is the usual one: they run from your IP, which limits throughput and invites blocks at volume; they parse Play's internal data structures, which move; and when they break, fixing them is your afternoon. This collector reads the structured-data block instead, runs through residential exits, and separates failures from results.

## Versus running a Play scraper yourself

Specific things that bite:

- **Layout churn.** Play restructures often. Selector- and path-based parsers break silently, returning nulls rather than errors.
- **Region gating.** An app visible from a US exit may 404 from a German one. Without exit control you cannot tell "delisted" from "not available here".
- **Per-app fetches.** One request per package means volume arrives quickly, and Play rate-limits.
- **Install bands.** Converting "1,000,000+" to a number invents precision that Google deliberately withheld.
- **Failure handling.** A dead package should be a distinct outcome, not a row of nulls that skews an average rating.

## What people build with it

### Competitor app monitoring

Weekly ratings, review counts and install bands across a competitor set, with description changes as an ASO signal.

### Publisher portfolio mapping

`developer_url` takes you from one app to everything the same publisher ships.

### Cross-store comparison

Run the same product against this and the App Store collector to compare how a product performs on each platform.

### ASO keyword research

Full descriptions across a category show which terms competitors are actually targeting in store copy.

## Limits, reliability and the legal bit

Up to 50 packages per run — lower than the App Store collector because each app is its own fetch. There is no search input: package-keyed lookup only, for the reason described above. Unresolvable packages return in `failed` without charge. Runs parallelise up to your plan's rate limit, 60 requests/minute on pay-as-you-go up to 1,200 on the top tier.

Legally: store listings are public marketing material and collecting public data is generally lawful in most jurisdictions, though Google's terms restrict automated access. Icons, screenshots and descriptions belong to the developer. Not legal advice.

## FAQ

### Is there a free Google Play scraper API?

There is a free allowance of $2 a month with no card, about 666 delivered apps at $0.003 each. The open-source google-play-scraper libraries are free and genuinely work — they run from your own IP, which is the constraint at volume, and they parse internal structures that move.

### Can I search Google Play with it?

No, and that is deliberate. Play's search results are heavily personalised and rendered client-side, so a scraped 'search' would return something no real user saw. It works from package names. To discover packages, a site:play.google.com query through the search collector is the usual route.

### How much does it cost?

$0.003 per delivered app — $3 per 1,000 — with no subscription. It costs more than the App Store collector because Play needs one page fetch per app while Apple answers a whole result set at once. Failed packages are never billed.

### Does it return exact install counts?

No — it returns Play's band, like '1,000,000+', because that is all Google publishes. Converting that to a number would invent precision Google deliberately withheld, so the string is delivered as shown.

### What happens with delisted or region-locked apps?

They come back under failed rather than as rows of nulls, and are not billed. Setting country explicitly is how you distinguish a genuinely delisted app from one that is simply unavailable in the region your exit is in.

### How does it survive Play's layout changes?

It reads the schema.org structured-data block Play emits for search engines rather than its CSS or internal data structures. That block changes far less often, which is why selector-based scrapers need regular attention and this does not.

### Does it return reviews?

It returns the rating and the review count, not the review text. Individual reviews are a separate surface with different volume and personal-data considerations.

## Related scrapers

- [App Store apps API](https://quantumproxies.io/scraper-api/collectors/app-store-scraper-api) — Apple App Store apps by search term or by app/bundle id.
- [App Store reviews API](https://quantumproxies.io/scraper-api/collectors/app-store-reviews-api) — Customer reviews of an App Store app — rating, title, text, version, votes.
- [Apple iTunes search API](https://quantumproxies.io/scraper-api/collectors/itunes-search-api) — Apple catalog search — apps, podcasts, music, movies, ebooks — per storefront.
- [Zillow search API](https://quantumproxies.io/scraper-api/collectors/zillow-scraper-api) — Zillow listings for a location — price, beds, baths, sqft, coordinates.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Zillow Scraper API — $0.001 per Listing | QuantumProxies

Zillow scraper API: a US location returns listings with price, beds, baths, sqft, Zestimate and coordinates. $0.001 per delivered listing, up to 500 per run.

## Zillow scraper API

**A Zillow scraper API turns a US location into structured property listings** — zpid, the full address split into street, city, state and ZIP, price, beds, baths, living area, lot size, home type, listing status, Zestimate and rent Zestimate, days on Zillow, broker, coordinates, photo and listing URL.

Three statuses from one input: `for_sale`, `for_rent` or recently sold. Up to 500 listings per run — the deepest cap in the catalogue, because real-estate analysis needs whole markets rather than samples. Read from the page's own data payload on the TLS tier, with no browser anywhere in the run.

$0.001 per delivered listing, up to 500 listings per run. Nothing delivered means nothing charged.

## How the Zillow scraper API works

You send a location as a person would write it — "Austin, TX", a ZIP code, a neighbourhood — and a status. The collector reads Zillow's search payload and returns one row per property.

The address arrives both ways: `address` as the full string and `street`, `city`, `state` and `zipcode` as separate fields. That saves the address-parsing step that quietly consumes a day of anyone's project, and it makes joins against other datasets possible without a normalisation library.

Both Zestimates come through — `zestimate` and `rent_zestimate` — which together with `price` is what makes yield analysis a single query. And `latitude` and `longitude` arrive parsed, so the output is directly mappable without geocoding a few hundred addresses first.

## Inputs

`location` is required and is free text — city and state, ZIP, or neighbourhood. `status` selects for-sale, for-rent or recently-sold; recently-sold is the one people forget, and it is the only status that tells you what buyers actually paid rather than what sellers are asking. `max_results` caps delivery up to 500 and is your budget control.

- **location** (string, required) — City and state, ZIP or neighborhood, e.g. "Austin, TX".
- **status** (string) — Which listings to collect.
- **max_results** (integer) — How many listings to deliver at most (1–500). You pay only for delivered listings.

## What one listing looks like

One row per listing. `price_value` is numeric next to the display `price`. `zestimate` and `rent_zestimate` are Zillow's own estimates — treat them as one model's opinion rather than as market truth, but the gap between asking price and Zestimate is a useful screening signal. `days_on_zillow` indicates how stale a listing is, which correlates with negotiating room. `zpid` is Zillow's stable property id, so tracking one property across runs is an exact match rather than a fuzzy address join.

- **rank** (integer) — 1-based position across pages.
- **page** (integer) — Results page the row came from.
- **zpid** (string) — Zillow property id.
- **address** (string, nullable) — Full address as shown.
- **street** (string, nullable) — Street line.
- **city** (string, nullable) — City.
- **state** (string, nullable) — State code.
- **zipcode** (string, nullable) — ZIP code.
- **price** (string, nullable) — Price as shown.
- **price_value** (number, nullable) — Numeric price.
- **currency** (string, nullable) — Currency symbol.
- **beds** (number, nullable) — Bedrooms.
- **baths** (number, nullable) — Bathrooms.
- **area_sqft** (number, nullable) — Living area in sqft.
- **lot_size** (number, nullable) — Lot size when published.
- **home_type** (string, nullable) — SINGLE_FAMILY, CONDO, TOWNHOUSE…
- **status** (string, nullable) — Status text (Active, Pending…).
- **status_type** (string, nullable) — FOR_SALE / FOR_RENT / SOLD.
- **listing_type** (string, nullable) — For Sale by Agent/Owner, Foreclosure…
- **zestimate** (number, nullable) — Zillow price estimate.
- **rent_zestimate** (number, nullable) — Zillow rent estimate.
- **days_on_zillow** (number, nullable) — Days listed.
- **broker** (string, nullable) — Listing brokerage.
- **latitude** (number, nullable) — GPS latitude.
- **longitude** (number, nullable) — GPS longitude.
- **image** (string, nullable) — Photo URL.
- **url** (string) — Listing URL.

## What the Zillow scraper API costs

$0.001 per delivered listing ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 listings here. Volume tiers take up to 30% off.

$0.001 per delivered listing, $1 per 1,000. A full sweep of a metro area at 500 listings is 50 cents. Tracking 40 markets daily at 200 listings each is 8,000 rows, $8 a day.

The 500-per-run cap means a whole small market fits in one call, which keeps the request count — and therefore the rate-limit pressure — low. Blocked pages and retries are never billed.

## Zillow scraper API vs the Zillow and MLS APIs

Zillow's public API programme has been progressively closed. The old GetSearchResults and Zestimate endpoints that powered a generation of side projects were retired, and what remains is oriented toward partners: Bridge Interactive for MLS data distribution, and partner programmes for lenders and agents. There is no self-serve Zillow API that returns search results.

The MLS route is the genuine professional alternative and it is worth being clear about what it costs. MLS access means being a licensed real-estate professional or partnering with one, per-MLS agreements across hundreds of regional MLSs, RESO Web API integration, and fees. In exchange you get authoritative, contractually clean data with agent-level fields Zillow never shows. If you are building a licensed brokerage product, that is the correct path and this is not a substitute.

For research, screening, market analysis and lead generation, public listing data is what is realistically available.

## Versus scraping Zillow yourself

Zillow is one of the more actively defended sites on the public web, and its history here is worth knowing: it has pursued scrapers legally as well as technically. On the technical side:

- **PerimeterX-class protection.** Aggressive challenge pages that return HTTP 200 with no listings in them.
- **Map-based pagination.** Results are bounded by a map viewport rather than by page numbers, so "all listings in a city" requires walking bounding boxes.
- **Payload volatility.** The embedded search state changes shape periodically.
- **Address parsing.** Splitting a US address correctly is a well-known nuisance, and getting it wrong breaks every downstream join.

This collector handles the exits, the retries and the pagination, and returns addresses pre-split.

## What people build with it

### Investment screening

Filter a whole market on price against `rent_zestimate` to shortlist yield candidates, then look at `days_on_zillow` for negotiating room.

### Market trend analysis

Track median price, inventory count and days-on-market per ZIP over time. Recently-sold status is what tells you the transacted price rather than the ask.

### Comparative market analysis

Pull comparable properties by beds, baths and area within a ZIP for a defensible valuation.

### Lead generation for agents

Long days-on-market listings are the ones whose owners are most receptive to a conversation.

## Limits, reliability and the legal bit

Up to 500 listings per run, the deepest cap in the catalogue. US only — the collector targets Zillow's US market. Broader coverage means more locations, parallel up to your plan's rate limit (60 requests/minute on pay-as-you-go, up to 1,200 on the top tier).

Legally, treat this collector with more care than most. Listing data is publicly displayed, and US courts have generally declined to treat scraping public pages as unlawful access — but Zillow's terms explicitly prohibit automated collection and Zillow has historically been willing to enforce them. Listing photos and descriptions are copyrighted by the listing agent or brokerage, so republishing is a different matter from analysing. Agent and broker names are personal data. Genuinely take advice before building a commercial product on this; this is not it.

## FAQ

### Does Zillow have a public API?

Not a self-serve one. The old GetSearchResults and Zestimate endpoints were retired, and what remains is partner-oriented — Bridge Interactive for MLS distribution, and programmes for lenders and agents. There is no current public API that returns Zillow search results.

### Is there a free Zillow scraper API?

There is a free allowance of $2 a month with no card, about 2,000 delivered listings at $0.001 each — enough to sweep several small markets before spending anything.

### How much does it cost?

$0.001 per delivered listing — $1 per 1,000 — with no subscription. A whole metro sweep at the 500-listing cap is 50 cents. Volume tiers take up to 30% off, and blocked pages are never billed.

### Can I get sold prices?

Yes — set status to recently sold. It is the status people forget and often the most valuable one, because it shows what buyers actually paid rather than what sellers are asking.

### Does it return the Zestimate?

Both of them: zestimate and rent_zestimate. They are Zillow's own model outputs, so treat them as one opinion rather than as market truth — but the spread between asking price and Zestimate is a useful screening signal, and price against rent Zestimate makes yield a single query.

### How many listings can one run return?

Up to 500, the deepest cap of any collector here. Real-estate analysis usually needs a whole market rather than a sample, and a bigger cap also means fewer requests and less rate-limit pressure.

### Is scraping Zillow legal?

This is the collector where the answer deserves the most care. US courts have generally declined to treat scraping publicly accessible pages as unlawful access, but Zillow's terms explicitly prohibit automated collection and Zillow has been willing to enforce them. Photos and descriptions are copyrighted by the brokerage. Get real legal advice before building a commercial product on it.

## Related scrapers

- [Zillow property details API](https://quantumproxies.io/scraper-api/collectors/zillow-property-data-api) — Full detail per zpid — price, beds/baths, size, year, description, price history, photos.
- [Idealista listings API](https://quantumproxies.io/scraper-api/collectors/idealista-scraper-api) — Property listings from Idealista Spain/Italy/Portugal — price, rooms, size, agency.
- [Instagram profile API](https://quantumproxies.io/scraper-api/collectors/instagram-scraper-api) — Public Instagram profile stats — followers, following, posts, bio.
- [TikTok profile API](https://quantumproxies.io/scraper-api/collectors/tiktok-scraper-api) — Public TikTok profile stats — followers, likes, videos, bio.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Instagram Scraper API — $0.004 per Profile | QuantumProxies

Instagram scraper API: public profiles return followers, following, posts, bio, category and link. $0.004 per delivered profile, no login, no browser.

## Instagram scraper API

**An Instagram scraper API reads public profiles and returns them as structured rows** — display name, biography, verified and private flags, account category, link in bio, follower, following and post counts, and the profile picture — for a list of usernames or profile URLs.

Two things this deliberately does not do, and it is better to know now than after integrating. It reads **public pages only**: no login, no cookies, no session, no browser. And it does not collect post-level data — individual posts, likes and comments sit behind Instagram's authenticated endpoints, and pretending otherwise would mean shipping something that breaks the first time Meta rotates a token. What you get is the profile layer, accurately, at $0.004 per delivered profile.

$0.004 per delivered profile, up to 50 profiles per run. Nothing delivered means nothing charged.

## How the Instagram scraper API works

You post an array of usernames — bare handles or full profile URLs, both normalised — and each becomes one public-profile read through a residential exit. Up to 50 profiles per run.

The engineering choice that matters here is what is *absent*. There is no headless browser, no logged-in session and no cookie jar. Session-based Instagram scrapers work impressively until the account is flagged, and then they work not at all; worse, an account used for scraping is an account that can be disabled, taking whatever else it was used for with it. Reading only what an anonymous visitor sees is a narrower dataset with a much longer shelf life.

Private accounts come back with `is_private` true and the counts Instagram still shows publicly. That is a fact about the account, not a failure, and it is delivered as such.

## Inputs

`usernames` is the only required input: an array of handles or profile URLs. `max_results` caps how many of them the run actually fetches, which is a useful budget guard when the list comes from another job. `country` picks the exit region — worth setting if you care about seeing the profile the way a particular market's visitors do.

- **usernames** (array, required) — Handles or profile URLs (one per line).
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many profiles to deliver at most (1–50). You pay only for delivered profiles.

## What one profile looks like

One row per profile. `followers`, `following` and `posts` are the counts as published. `category` is the business or creator category Instagram displays, which is often the single most useful field for filtering an influencer list. `external_url` is the link in bio — the field that turns a social profile into a company you can look up. `verified` and `is_private` are flags rather than inferences. `likes` is present for platforms that publish a lifetime total and is null on Instagram, because Instagram does not.

- **platform** (string) — instagram or tiktok.
- **username** (string) — Handle.
- **user_id** (string, nullable) — Platform-side account id.
- **full_name** (string, nullable) — Display name.
- **biography** (string, nullable) — Bio text.
- **verified** (boolean) — Verified badge.
- **is_private** (boolean) — Private account.
- **is_business** (boolean) — Business/creator account.
- **category** (string, nullable) — Account category when set.
- **external_url** (string, nullable) — Link in bio.
- **followers** (integer, nullable) — Follower count.
- **following** (integer, nullable) — Following count.
- **posts** (integer, nullable) — Posts (Instagram) or videos (TikTok).
- **likes** (integer, nullable) — Total likes — TikTok only, null on Instagram.
- **profile_pic** (string, nullable) — Profile picture URL.
- **url** (string) — Profile URL.

## What the Instagram scraper API costs

$0.004 per delivered profile ($4 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 500 profiles here. Volume tiers take up to 30% off.

$0.004 per delivered profile, $4 per 1,000 — higher than the search collectors because a profile read is a heavier fetch and Instagram forces more retries than most targets. Screening a 2,000-handle influencer list is $8 at list price, once, and the result is a filterable table instead of two days of tab-opening.

Handles that do not resolve are not billed. The free $2 monthly allowance covers about 500 profiles.

## Instagram scraper API vs the Instagram Graph API

Meta's Graph API is the official route and it is genuinely good for the job it was built for: managing accounts you control. To use it you need a Facebook app, an Instagram Business or Creator account connected to a Page, an access token, and — for most useful permissions — to pass App Review. Even then, the data you can read about accounts you do *not* own is narrow, and the Business Discovery endpoint that offers a slice of it requires your own business account as the caller.

So the split is clean. Managing your own presence, publishing, reading your own insights: Graph API, every time. Screening two thousand creators you have no relationship with, or monitoring competitors: the Graph API structurally does not do that, and no amount of App Review changes it. This collector covers the public profile layer for accounts you do not own — which is precisely the gap.

## Versus writing your own Instagram scraper

The GitHub Instagram scrapers that rank for this query mostly take one of two approaches, and both have a known ending:

- **Session-based scrapers.** They log in, which unlocks a lot of data and puts an account at risk. Meta detects automated session behaviour and disables accounts; anyone running this at volume ends up managing a farm of burner accounts, which is its own operational and ethical mess.
- **Headless browser scrapers.** No login, but they load the full page in Chrome for data that a plain request already contains — several megabytes and several seconds per profile.

Beyond the approach, the recurring problems are consistent: aggressive per-IP rate limits that need a residential pool, a hydration payload that moves regularly, and the fact that a blocked request returns a page rather than an error, so naive scrapers quietly record zero followers.

If you want the exits without the collector, our [residential proxies](https://quantumproxies.io/residential-proxies) are the same network.

## What people build with it

### Influencer screening

Turn a list of handles into a table with follower counts, category and link in bio, then filter instead of browsing. The bio link is usually the fastest route to who the creator actually is commercially.

### Competitor and brand tracking

Re-run the same handle list on a schedule and diff `followers` and `posts` to get growth and publishing cadence without following anyone.

### Lead qualification

For B2C and local businesses, the Instagram profile is often more current than the website. `category` and `external_url` enrich a lead record cheaply.

### Audience research

Profile-level data across a segment of accounts shows how a niche describes itself — the categories and bio patterns that a survey would take months to surface.

## Limits, reliability and the legal bit

Up to 50 profiles per run; larger lists are more runs, parallel up to your plan's rate limit (60 requests/minute on pay-as-you-go, up to 1,200 on the top tier). Post-level data is out of scope by design, not by omission.

This is the collector where the legal note is not boilerplate. Public profile data is public, and courts have generally been reluctant to treat scraping public pages as unlawful access — but a profile describes a *person*, which puts it squarely inside GDPR, CCPA and their equivalents regardless of how public it was. You need a lawful basis to process it, the individual retains rights over it, and Instagram's terms separately restrict automated collection. Screening business and creator accounts for commercial partnership is a very different risk profile from building a database of private individuals. Take proper advice; this is not it.

## FAQ

### Is there a free Instagram scraper API?

There is a free allowance of $2 a month with no card, about 500 delivered profiles at $0.004 each. Free scrapers exist on GitHub; most either log in — which risks the account being disabled — or drive a headless browser, which is slow and expensive per profile.

### Does it need an Instagram login or cookies?

No, and that is deliberate. It reads only what an anonymous visitor sees. Login-based scrapers get more data and get accounts disabled; this trades scope for a dataset that keeps working.

### Can it get posts, likes or comments?

No. Post-level data sits behind Instagram's authenticated endpoints and is not collected. This is the profile layer: identity, counts, category, bio and link. If you need post data for accounts you own, Meta's Graph API is the correct route.

### How much does it cost?

$0.004 per delivered profile — $4 per 1,000 — with no subscription. Handles that do not resolve are not billed. Volume tiers take up to 30% off, and GET /v1/scraper/collectors returns the price your key actually pays.

### What about private accounts?

They come back with is_private set to true, along with whatever counts Instagram still displays publicly. That is a fact about the account rather than an error, so it is delivered as a row rather than a failure.

### Is scraping Instagram legal?

Collecting publicly visible data is generally lawful in most jurisdictions and courts have been reluctant to treat public-page scraping as unlawful access — but profile data is personal data under GDPR and similar laws, so you need a lawful basis to process it, and Instagram's terms restrict automated collection. Business and creator accounts are a materially lower-risk category than private individuals. Get proper advice.

### How do I use it from Python?

One POST with requests — no SDK. Send an array of usernames to the collector's run endpoint with your key in the Authorization header. The Python, Node and cURL forms are on this page.

## Related scrapers

- [YouTube search API](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api) — YouTube search results without the Data API — views, channel, duration.
- [TikTok profile API](https://quantumproxies.io/scraper-api/collectors/tiktok-scraper-api) — Public TikTok profile stats — followers, likes, videos, bio.
- [YouTube channel API](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) — A channel's uploads with views, duration and channel stats.
- [TikTok video API](https://quantumproxies.io/scraper-api/collectors/tiktok-video-scraper-api) — Per-video TikTok metrics — views, likes, comments, shares, saves.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# TikTok Scraper API — $0.004 per Profile | QuantumProxies

TikTok scraper API: public profiles return followers, total likes, video count, bio and category. $0.004 per delivered profile, no login, no browser.

## TikTok scraper API

**A TikTok scraper API reads public creator profiles and returns them as rows** — nickname, biography, verified and private flags, creator category, link in bio, follower and following counts, video count and the lifetime total likes TikTok publishes on the profile.

That last field is why TikTok profile data is more interesting than most platforms'. TikTok shows a cumulative likes figure on every public profile, and dividing it by video count gives you an engagement proxy that needs no post-level access at all. This collector reads public pages only — no login, no cookies, no browser — and per-video metrics are handled separately by the [TikTok video collector](https://quantumproxies.io/scraper-api/collectors/tiktok-video-scraper-api).

$0.004 per delivered profile, up to 50 profiles per run. Nothing delivered means nothing charged.

## How the TikTok scraper API works

Post an array of handles — with or without the leading `@`, or full profile URLs; all three are normalised — and each is read through a residential exit, up to 50 profiles per run.

TikTok's public profile page embeds its data as a JSON payload rather than rendering it into HTML, which is good and bad. Good: the numbers are exact, not parsed out of abbreviated display strings like "1.2M". Bad: the payload's structure changes often enough that path-based extraction is a maintenance treadmill, which is where most home-grown TikTok scrapers die.

No session is involved. TikTok is notably aggressive about detecting automated logged-in behaviour, and a scraper built on an account is a scraper with an expiry date.

## Inputs

`usernames` is required — an array of handles, `@handles` or profile URLs. `max_results` caps how many the run fetches, so you can pass a long list and spend on part of it. `country` sets the exit region, which matters because TikTok's availability and presentation differ by market.

- **usernames** (array, required) — Handles (with or without @) or profile URLs.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many profiles to deliver at most (1–50). You pay only for delivered profiles.

## What one profile looks like

One row per profile. `followers`, `following` and `posts` are the published counts, and `likes` is the lifetime total — the field Instagram does not offer and the one that makes cheap engagement estimation possible. `category` is TikTok's creator category, `external_url` the link in bio, and `verified` and `is_private` are flags rather than guesses. Numbers come from the page's data payload, so a creator with 1.2 million followers returns 1200000-odd exactly rather than a rounded display string.

- **platform** (string) — instagram or tiktok.
- **username** (string) — Handle.
- **user_id** (string, nullable) — Platform-side account id.
- **full_name** (string, nullable) — Display name.
- **biography** (string, nullable) — Bio text.
- **verified** (boolean) — Verified badge.
- **is_private** (boolean) — Private account.
- **is_business** (boolean) — Business/creator account.
- **category** (string, nullable) — Account category when set.
- **external_url** (string, nullable) — Link in bio.
- **followers** (integer, nullable) — Follower count.
- **following** (integer, nullable) — Following count.
- **posts** (integer, nullable) — Posts (Instagram) or videos (TikTok).
- **likes** (integer, nullable) — Total likes — TikTok only, null on Instagram.
- **profile_pic** (string, nullable) — Profile picture URL.
- **url** (string) — Profile URL.

## What the TikTok scraper API costs

$0.004 per delivered profile ($4 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 500 profiles here. Volume tiers take up to 30% off.

$0.004 per delivered profile, $4 per 1,000. Screening a 1,500-creator list for a campaign is $6, once. Re-running it monthly to track growth is $6 a month.

Handles that do not resolve — deleted, renamed or region-locked — are not billed. The free $2 monthly allowance covers about 500 profiles, which is enough to screen a real shortlist before spending anything.

## TikTok scraper API vs TikTok's official APIs

TikTok publishes several APIs and none of them is a general-purpose read of other people's profiles. The Display API returns data for a user who has authorised *your* app through OAuth — so it works for creators who opt in, and not at all for a list of handles you want to evaluate. The Research API does allow querying public data at real breadth, but it is restricted to non-profit academic institutions in approved regions, with an application process and an approved research purpose. Commercial teams are not eligible. The Business and Marketing APIs cover ad accounts and your own managed content.

So the honest answer to "does TikTok have an API" is: yes, and probably not one you can use for this. If you are an academic, apply for the Research API — it is a better dataset than anything scraped. If you are a brand screening creators, this collector covers the public profile layer that no available official surface exposes to you.

## Versus writing your own TikTok scraper

TikTok is among the more hostile public surfaces to collect from, and the difficulty is concentrated in places that are not obvious from a prototype:

- **Payload churn.** The embedded JSON changes shape regularly. Path-based extraction breaks; shape-based lookup survives, and it is more work than it looks.
- **Signed request parameters.** Several TikTok endpoints expect signature parameters generated by their own client-side code, which is why so many open-source TikTok scrapers ship a bundled browser or a reverse-engineered signer that goes stale.
- **Regional gating.** Some profiles are visible in one market and not another, so exit geography changes your results.
- **Rate limits.** Sequential requests from one IP degrade fast, and a blocked response looks like a page rather than an error.

The public profile route avoids the signing problem entirely, which is exactly why this collector is scoped to it.

## What people build with it

### Creator screening for campaigns

Follower count filters the list; `likes` divided by `posts` ranks it. A creator with a big following and a poor ratio is the one you were about to overpay.

### Competitor and category tracking

Re-run a handle list monthly and diff follower and video counts to see who is growing and who has stopped posting.

### Brand-account monitoring

Watch official and unofficial accounts using your brand name; `verified` and `category` separate the real ones quickly.

### Market research by geography

Run the same shortlist from different exits to see which creators are actually visible in the markets you sell in.

## Limits, reliability and the legal bit

Up to 50 profiles per run; longer lists are more runs, parallel up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier. Video-level metrics are a separate collector by design.

Legally, the same care applies as to any people data: public profiles are public, but they describe individuals, which brings GDPR, CCPA and equivalents into play regardless of how visible the page was. You need a lawful basis to process and store it, and TikTok's terms separately restrict automated collection. Creator and business accounts being evaluated for commercial partnership are a very different proposition from private individuals. This is not legal advice.

## FAQ

### Does TikTok have an API?

Several, and probably not one you can use for this. The Display API only returns data for users who authorised your app. The Research API allows real public-data querying but is limited to approved non-profit academic institutions. The Business APIs cover your own ads and content. None of them lets a commercial team read a list of arbitrary public profiles.

### Is there a free TikTok scraper API?

There is a free allowance of $2 a month with no card, about 500 delivered profiles at $0.004 each. Free scrapers on GitHub exist; most bundle a browser or a reverse-engineered request signer, and both go stale when TikTok changes its client.

### How much does it cost?

$0.004 per delivered profile — $4 per 1,000 — with no subscription. Handles that do not resolve are not billed. Volume tiers take up to 30% off.

### Can it get video views, likes and comments?

Not this collector — it returns the profile layer, including the lifetime total likes TikTok publishes. Per-video metrics (views, likes, comments, shares, saves) come from the TikTok video collector, which takes video URLs or ids.

### Does it need a login?

No. It reads public pages only, with no session and no cookies. That matters more on TikTok than most platforms: automated logged-in behaviour is detected aggressively, and a scraper built on an account has a short life.

### Are the follower numbers exact?

Yes. They come from the page's own data payload rather than from the abbreviated display string, so a creator shown as 1.2M returns the precise figure rather than a rounded one.

### Is scraping TikTok legal?

Collecting publicly visible data is generally lawful in most jurisdictions, but profile data is personal data under GDPR and similar regimes, so you need a lawful basis, and TikTok's terms restrict automated access. The risk profile for evaluating commercial creator accounts is materially different from compiling data on private individuals. Take proper advice.

## Related scrapers

- [YouTube search API](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api) — YouTube search results without the Data API — views, channel, duration.
- [Instagram profile API](https://quantumproxies.io/scraper-api/collectors/instagram-scraper-api) — Public Instagram profile stats — followers, following, posts, bio.
- [YouTube channel API](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) — A channel's uploads with views, duration and channel stats.
- [TikTok video API](https://quantumproxies.io/scraper-api/collectors/tiktok-video-scraper-api) — Per-video TikTok metrics — views, likes, comments, shares, saves.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# LinkedIn Profile Scraper API — $0.005/Profile | QuantumProxies

LinkedIn profile scraper API: public profile previews with name, headline, company, location and follower counts. $0.005 per profile, no login.

## LinkedIn profile scraper API

**A LinkedIn profile scraper API reads the logged-out LinkedIn profile page and returns it as a row** — name, headline, location and country, current company with its LinkedIn URL, job titles, education, follower and connection counts, and the profile photo.

Read the scope carefully, because most tools in this category are vague about it and that vagueness is where the risk lives. This collects **only what LinkedIn publishes to visitors who are not signed in**. The fields behind the sign-in wall — full experience history, contact details, skills, recommendations — are not collected and are never guessed. No login, no cookies, no session, no browser.

$0.005 per delivered profile, up to 50 profiles per run. Nothing delivered means nothing charged.

## How the LinkedIn profile scraper API works

Post an array of profile slugs (`williamhgates`) or full profile URLs, up to 50 per run. Each is read as an anonymous visitor through a residential exit.

The logged-out profile is a preview: LinkedIn shows enough to make you want an account and withholds the rest. That preview still contains the fields most enrichment work actually needs — who someone is, what they do, where, and at which company — and it contains them for everyone, without a session that can be detected and terminated.

`company_url` is the join key worth planning around: it takes you straight to the [LinkedIn company collector](https://quantumproxies.io/scraper-api/collectors/linkedin-company-scraper-api), so person-to-company enrichment is one extra call rather than a matching problem.

## Inputs

`profiles` is required: an array of slugs or profile URLs, both normalised. `max_results` caps how many are fetched. `country` sets the exit region, which can change what the logged-out view shows — LinkedIn's public preview is not identical everywhere.

- **profiles** (array, required) — Profile slugs (williamhgates) or /in/ URLs, one per line.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many profiles to deliver at most (1–50). You pay only for delivered profiles.

## What one profile looks like

One row per profile. `headline` is the self-written role line and is usually more current than a job title, because people update it more often. `job_titles` and `education` carry what the public preview exposes, which is a subset of the full profile — treat missing entries as "not public" rather than "does not exist". `followers` and `connections` are separate numbers and mean different things: connections cap at 500+ in the display, followers do not, so followers is the better influence proxy.

- **slug** (string) — Profile slug.
- **name** (string) — Full name.
- **headline** (string, nullable) — Profile headline.
- **location** (string, nullable) — Location as published.
- **country** (string, nullable) — Country when exposed.
- **job_titles** (string[]) — Titles listed in the public schema block.
- **company** (string, nullable) — Current company.
- **company_url** (string, nullable) — Company LinkedIn URL.
- **education** (string[]) — Schools listed publicly.
- **followers** (integer, nullable) — Follower count.
- **connections** (integer, nullable) — Connection count as shown.
- **image** (string, nullable) — Profile photo URL.
- **url** (string) — Profile URL.

## What the LinkedIn profile scraper API costs

$0.005 per delivered profile ($5 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 400 profiles here. Volume tiers take up to 30% off.

$0.005 per delivered profile, $5 per 1,000 — one of the higher unit prices here, reflecting how much retrying LinkedIn forces on any collector. Enriching a 2,000-record prospect list is $10, once.

Slugs that do not resolve are not billed. The free $2 monthly allowance covers about 400 profiles.

## LinkedIn profile scraper API vs the LinkedIn API

LinkedIn's API gives you one thing relevant here: Sign In with LinkedIn, which returns the profile of a user *who has just authenticated with your application*, and only the basic fields they consented to share. That is an authentication product, not a data product.

Everything else — reading profiles of people who have not authorised you — runs through partner programmes with approval requirements, and LinkedIn does not grant them for enrichment or prospecting. There is no tier you can pay for as a normal customer.

Which leaves two honest options: the logged-out public preview, which is what this reads, or a commercial B2B contact database that has already assembled and maintained person records. The databases give you verified emails and direct dials that no public page contains; this gives you current, self-published positioning for anyone with a public profile, at half a cent.

## Versus scraping LinkedIn profiles yourself

This is the single most consequential build-versus-buy decision in the catalogue, because the failure mode is not a broken script:

- **Session-based scrapers put a real account at risk.** LinkedIn detects automated logged-in behaviour well, and restriction can take a person's professional identity with it. Burner accounts are the usual workaround and they are a treadmill.
- **The logged-out surface is safe but limited** — and being explicit about that limit is what separates a tool that keeps working from one that oversells and then breaks.
- **Heavy rate limiting.** Profile pages are guarded harder than job listings; a residential pool is not optional at volume.
- **Challenge pages return 200.** Naive scrapers record empty profiles rather than errors.

## What people build with it

### CRM and prospect enrichment

Attach current role, company and location to records you already hold, from the person's own self-description.

### Recruiting research

Verify that a candidate's public headline matches what a CV claims, at list scale rather than one tab at a time.

### Person-to-company mapping

`company_url` chains straight into the company collector, turning a list of people into a list of accounts.

### Influence screening

`followers` is uncapped where `connections` displays as 500+, which makes it the usable signal for identifying genuinely visible people in a field.

## Limits, reliability and the legal bit

Up to 50 profiles per run. Logged-out fields only — everything behind the sign-in wall is out of scope by design. Larger lists are more runs, parallel up to your plan's rate limit (60 requests/minute on pay-as-you-go, up to 1,200 on the top tier).

This is the most personal-data-heavy collector in the catalogue and deserves a real reading. US courts have repeatedly held that scraping publicly accessible pages is not unlawful access under the CFAA — a meaningful precedent, and a narrow one. It does not make the data free of obligations: a profile is personal data under GDPR, CCPA and equivalents, so you need a lawful basis to process it, individuals have rights of access and erasure over it, and LinkedIn's terms prohibit automated collection independently of any statute. Enriching a record for someone who is already a business contact is a very different posture from compiling a database of people who have no relationship with you. Take proper advice — this is not it.

## FAQ

### Is there a free LinkedIn profile scraper API?

Not from LinkedIn — its API only returns the profile of a user who has just authenticated with your app. Here there is a free allowance of $2 a month with no card, about 400 delivered profiles at $0.005 each.

### Does it need a LinkedIn login?

No, and that is the central design decision. It reads the logged-out public preview only. Session-based scrapers get accounts restricted, and on LinkedIn that can mean losing a real person's professional identity — a much worse outcome than being rate-limited.

### What data does it actually return?

What LinkedIn shows to signed-out visitors: name, headline, location, current company and its URL, job titles, education, follower and connection counts, and the photo. Full experience history, contact details, skills and recommendations sit behind the sign-in wall and are not collected or guessed.

### Can it get email addresses?

No. LinkedIn does not publish email addresses on public profiles, so no LinkedIn scraper can return one honestly. For business contact details, the site contacts and company profile collectors read what a company publishes on its own website.

### How much does it cost?

$0.005 per delivered profile — $5 per 1,000 — with no subscription. It is one of the higher unit prices because LinkedIn forces more retries than most targets. Slugs that do not resolve are not billed.

### Is scraping LinkedIn legal?

US courts have repeatedly declined to treat scraping publicly accessible pages as unlawful access under the CFAA. That precedent is real but narrow: profile data is still personal data under GDPR and similar laws, so you need a lawful basis, individuals retain rights over it, and LinkedIn's terms prohibit automated collection regardless. Get proper advice for your use case.

### Why are followers and connections different numbers?

They measure different things and LinkedIn displays them differently — connections cap at '500+' in the public view while followers do not. That makes followers the more usable signal when you are trying to identify genuinely visible people in a field.

## Related scrapers

- [LinkedIn company API](https://quantumproxies.io/scraper-api/collectors/linkedin-company-scraper-api) — Public LinkedIn company page — employees, followers, industry, HQ.
- [Site contacts API](https://quantumproxies.io/scraper-api/collectors/email-scraper-api) — Emails, phones, socials and postal addresses published on a website — one record per domain.
- [Company profile API](https://quantumproxies.io/scraper-api/collectors/company-data-api) — One structured company record from a domain — name, description, industry, HQ, socials, contacts, logo.
- [YouTube channel API](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) — A channel's uploads with views, duration and channel stats.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# LinkedIn Company Scraper API — $0.005/Company | QuantumProxies

LinkedIn company scraper API: public company pages return industry, employee count, followers, website and HQ address. $0.005 per delivered company.

## LinkedIn company scraper API

**A LinkedIn company scraper API reads public company pages and returns them as structured rows** — name, description, website, industry, employee count, follower count, a structured headquarters address split into street, city, region, postal code and country, and the logo.

Company pages are the comfortable half of LinkedIn scraping. They describe organisations rather than people, which keeps them largely outside personal-data territory, and LinkedIn publishes most of what matters to signed-out visitors. No login, no cookies, no browser — and the `employees` field is the one most B2B teams are actually here for, because company size is the primary segmentation axis in almost every go-to-market motion.

$0.005 per delivered company, up to 50 companys per run. Nothing delivered means nothing charged.

## How the LinkedIn company scraper API works

Post an array of company slugs (`microsoft`, `openai`) or full company URLs, up to 50 per run, each read as an anonymous visitor through a residential exit.

The headquarters address arrives pre-split into `street`, `city`, `region`, `postal_code` and `country` rather than as one string. That is deliberate: address parsing is a well-known time sink, and territory assignment — the most common reason anyone wants this data — needs the fields separated.

`website` is the most valuable field for chaining. It is the input to the [company profile](https://quantumproxies.io/scraper-api/collectors/company-data-api) and [site contacts](https://quantumproxies.io/scraper-api/collectors/email-scraper-api) collectors, which is how a LinkedIn slug becomes a contactable company record.

## Inputs

`companies` is required: an array of slugs or company URLs, both normalised. `max_results` caps how many are fetched, useful when the list is generated upstream. `country` sets the exit region.

- **companies** (array, required) — Company slugs (microsoft) or /company/ URLs, one per line.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many companies to deliver at most (1–50). You pay only for delivered companies.

## What one company looks like

One row per company. `employees` is LinkedIn's count of members who list this company as employer — worth understanding rather than trusting blindly: it undercounts in industries with low LinkedIn adoption and overcounts where former employees have not updated their profiles. It is nonetheless the most widely available company-size signal there is. `followers` measures page reach rather than size. `industry` is LinkedIn's own taxonomy, which is coarse but consistent — and consistency is what makes it useful for segmentation.

- **slug** (string) — Company slug.
- **name** (string) — Company name.
- **description** (string, nullable) — About text (trimmed).
- **website** (string, nullable) — Company website.
- **industry** (string, nullable) — Industry as shown.
- **employees** (integer, nullable) — Employee count published on the page.
- **followers** (integer, nullable) — LinkedIn follower count.
- **street** (string, nullable) — HQ street.
- **city** (string, nullable) — HQ city.
- **region** (string, nullable) — HQ region/state.
- **postal_code** (string, nullable) — HQ postal code.
- **country** (string, nullable) — HQ country.
- **logo** (string, nullable) — Logo URL.
- **url** (string) — Company page URL.

## What the LinkedIn company scraper API costs

$0.005 per delivered company ($5 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 400 companys here. Volume tiers take up to 30% off.

$0.005 per delivered company, $5 per 1,000. Enriching a 5,000-account target list is $25, once, and the result is firmographics you can segment on immediately.

Slugs that do not resolve are not billed. The free $2 monthly allowance covers about 400 companies.

## LinkedIn company scraper API vs the LinkedIn Marketing API

LinkedIn's Marketing Developer Platform can return organisation data — for organisations your authenticated user administers. It is built so that a social-media management tool can post on behalf of a page it has been granted access to. It is not a lookup service for companies you have no relationship with, and no approval tier changes that.

The commercial alternative is a B2B firmographics provider, and they are good: verified employee counts, revenue estimates, technographics, hierarchy. They also cost thousands a year on annual contracts, and their coverage is best for larger companies in major markets. For a straightforward question — how big is this company, what industry, where is it headquartered, what is its website — reading the public page at half a cent is proportionate.

## Versus scraping company pages yourself

Easier than profiles, still not trivial:

- **Rate limiting.** Lighter than on profiles but still real; sequential requests from one IP degrade.
- **Slug ambiguity.** Companies rebrand and redirect, and the same brand can have several pages across regions.
- **Address parsing.** The HQ block renders as free text in a locale-dependent format.
- **Employee-count formats.** Sometimes a number, sometimes a range, depending on the page.
- **Challenge pages return 200** — a blocked request looks like a company with no data.

## What people build with it

### Account list enrichment

Turn a list of company names into firmographics you can segment on: size, industry, headquarters, website.

### Territory assignment

The pre-split HQ address makes geographic assignment a query rather than a parsing exercise.

### Total addressable market sizing

Count companies by industry and employee band across a market to size a segment before committing to it.

### Chained B2B enrichment

LinkedIn slug → `website` → company profile and site contacts, which turns a page into a contactable record.

## Limits, reliability and the legal bit

Up to 50 companies per run; larger lists are more runs, parallel up to your plan's rate limit (60 requests/minute on pay-as-you-go, up to 1,200 on the top tier). Employee lists are not collected — this returns the company page, not the people on it.

Legally this is the easier end of LinkedIn. Company data is organisational rather than personal, which keeps most of it outside GDPR's scope, and US courts have generally declined to treat scraping public pages as unlawful access. LinkedIn's terms still prohibit automated collection, and a one-person company's page can effectively describe an individual. Not legal advice.

## FAQ

### Is there a free LinkedIn company scraper API?

Not from LinkedIn — its Marketing API returns organisation data only for pages your authenticated user administers. Here there is a free allowance of $2 a month with no card, about 400 delivered companies at $0.005 each.

### How accurate is the employee count?

It is LinkedIn's count of members who list the company as their employer, so it is a proxy rather than a headcount. It undercounts in industries with low LinkedIn adoption and overcounts where former employees have not updated their profiles. With that caveat it is the most widely available company-size signal there is.

### How much does it cost?

$0.005 per delivered company — $5 per 1,000 — with no subscription. Slugs that do not resolve are not billed. Volume tiers take up to 30% off.

### Can it list a company's employees?

No. It returns the company page itself — description, industry, size, followers, headquarters, website and logo. Employee lists are a different surface and a much heavier personal-data proposition.

### Does it need a login?

No. It reads the public company page as an anonymous visitor, with no session and no cookies — which is also why nothing here can get an account restricted.

### How do I turn this into contact details?

Chain it. The website field is the input to the company profile and site contacts collectors, which read what a company publishes on its own site — emails, phones, socials and postal addresses. LinkedIn itself does not publish company email addresses.

### Is scraping LinkedIn company pages legal?

Company pages describe organisations rather than individuals, which keeps most of the data outside personal-data law, and US courts have generally declined to treat public-page scraping as unlawful access. LinkedIn's terms still prohibit automated collection, and a sole-trader page can effectively describe a person. Take proper advice.

## Related scrapers

- [LinkedIn profile API](https://quantumproxies.io/scraper-api/collectors/linkedin-profile-scraper-api) — Public LinkedIn profile preview — name, headline, company, location.
- [Site contacts API](https://quantumproxies.io/scraper-api/collectors/email-scraper-api) — Emails, phones, socials and postal addresses published on a website — one record per domain.
- [Company profile API](https://quantumproxies.io/scraper-api/collectors/company-data-api) — One structured company record from a domain — name, description, industry, HQ, socials, contacts, logo.
- [YouTube channel API](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) — A channel's uploads with views, duration and channel stats.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# YouTube Channel Scraper API — $0.0008/Video | QuantumProxies

YouTube channel scraper API: a handle returns uploads, shorts or streams with views and duration, plus subscriber and video totals. $0.0008 per video.

## YouTube channel scraper API

**A YouTube channel scraper API lists a channel's videos with their metrics** — title, video id, views as text and as a number, publish age, duration and thumbnail — and stamps every row with the channel's own name, id, description, subscriber count and total video count.

That stamping is not padding. It means a single flat table answers both the channel-level question (how big is this creator) and the video-level question (how does each upload perform), with no join and no second call. Point it at a handle, a channel id or a channel URL, choose the `videos`, `shorts` or `streams` tab, and it reads the page's own data payload — no Data API key, no quota, no browser.

$0.0008 per delivered video, up to 60 videos per run. Nothing delivered means nothing charged.

## How the YouTube channel scraper API works

The `channel` input accepts a handle (`@NASA`), a channel id or a full channel URL, and resolves all three. The `tab` input picks which grid to read: regular uploads, shorts, or past live streams. Those are genuinely different catalogues on modern YouTube, and treating them as one — which most scrapers do — produces a nonsense view of a channel that posts daily shorts and monthly long-form.

One page per run, roughly 30 videos. YouTube puts the rest of the grid behind a continuation token, and this collector does not pretend to walk it. For most work the most recent 30 uploads is the question anyway; for a full back-catalogue you would want a different approach and a different budget.

`live` flags anything currently streaming, and `duration` is null for it, because a live stream has no final duration and a running view counter is not a comparable metric.

## Inputs

`channel` is required and accepts a handle, an id or a URL. `tab` selects uploads, shorts or streams — pick deliberately, since a channel's shorts and its long-form videos have completely different view distributions and averaging them together is meaningless. `country` sets the exit region; `max_results` caps delivery within the single page a run covers.

- **channel** (string, required) — Handle (@NASA), channel id (UC…) or channel URL.
- **tab** (string) — Which uploads tab to read.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many videos to deliver at most (1–60). You pay only for delivered videos.

## What one video looks like

One row per video, with channel-level fields repeated on each. `channel_subscribers` and `channel_videos` are the channel's own totals, so engagement relative to audience size needs no second lookup. `views_value` is the integer behind the `views` display string. `published` is YouTube's relative age rather than a timestamp — that is what the grid publishes, so treat it as approximate rather than as a date. `channel_description` is the About blurb, which is often where a creator states their contact and business details.

- **rank** (integer) — 1-based position on the tab.
- **channel** (string, nullable) — Channel name.
- **channel_id** (string, nullable) — Channel id (UC…).
- **channel_url** (string, nullable) — Canonical channel URL.
- **channel_description** (string, nullable) — Channel description (trimmed).
- **channel_subscribers** (integer, nullable) — Subscribers (15.1M → 15100000).
- **channel_videos** (integer, nullable) — Total videos on the channel.
- **video_id** (string) — Video id.
- **title** (string) — Video title.
- **url** (string) — Watch URL.
- **views** (string, nullable) — Views as shown.
- **views_value** (integer, nullable) — Views as a number.
- **published** (string, nullable) — Publish age.
- **duration** (string, nullable) — Duration (m:ss).
- **live** (boolean) — True for live/premiere items.
- **thumbnail** (string, nullable) — Thumbnail URL.

## What the YouTube channel scraper API costs

$0.0008 per delivered video ($0.80 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,500 videos here. Volume tiers take up to 30% off.

$0.0008 per delivered video, 80 cents per 1,000. Tracking 200 channels weekly at 30 videos each is 6,000 rows, about $4.80 a week. A one-off competitive audit of 50 channels is well under a dollar.

Blocked pages and retries are never billed, and the free $2 monthly allowance covers about 2,500 videos.

## YouTube channel scraper API vs the YouTube Data API

For a channel's uploads specifically, the Data API is cheaper on quota than search: you fetch the uploads playlist and page through it at 1 unit per call rather than 100. If you are reading a handful of channels, the official API is a perfectly good answer and it is free.

Where it stops being convenient is breadth and shape. Getting from a handle to an uploads playlist to video statistics is three different calls across three resources, and view counts require a separate `videos.list` pass because the playlist items do not carry them. Multiply by a few hundred channels and the quota arithmetic returns.

The shorts and streams tabs are the other gap: the Data API does not model them as distinct catalogues, so separating a channel's shorts from its long-form output means inferring it from duration and hoping. Here it is an input.

## Versus scraping channel pages yourself

The recurring problems in home-grown channel scrapers are specific:

- **Handle resolution.** `@handle`, legacy `/c/` URLs, `/user/` URLs and raw channel ids all coexist, and each resolves differently.
- **Tab confusion.** Scraping "the channel page" without specifying a tab gives you an unpredictable mixture of shorts and long-form.
- **Continuation tokens.** Anything past the first grid page requires implementing an undocumented protocol.
- **Payload drift.** The embedded JSON moves with client releases; path-based parsers break silently.
- **Consent pages.** European exits get an interstitial that returns HTTP 200 with no videos in it.

For search rather than a specific channel, the [YouTube scraper API](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api) covers that side.

## What people build with it

### Competitor channel tracking

Weekly runs across a competitor set give publishing cadence, format mix and per-video performance in one table.

### Influencer vetting

Subscriber count is easy to inflate; median views across the last 30 uploads is not. Both arrive in the same rows.

### Content format analysis

Run the same channel with `tab` set to videos and then to shorts to see which format actually carries the audience.

### Portfolio monitoring for MCNs and agencies

One scheduled job across every managed channel, without connecting to anyone's account or asking for OAuth.

## Limits, reliability and the legal bit

One grid page per run, roughly 30 videos, up to 60. The rest of a channel's back-catalogue sits behind continuation tokens and is out of scope. More channels parallelise up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: channel and video metadata are publicly displayed, and collecting public data is generally lawful in most jurisdictions, but YouTube's terms restrict automated access. Only metadata and links are returned, never media. Creator names and channel descriptions can be personal data. Not legal advice.

## FAQ

### Do I need a YouTube API key?

No. Your QuantumProxies key is the only credential — no Google Cloud project, no OAuth, no quota. The Data API can also list a channel's uploads cheaply on quota, but it takes three calls across three resources to get videos with view counts, and it does not model the shorts and streams tabs separately.

### Is there a free YouTube channel scraper API?

There is a free allowance of $2 a month with no card, about 2,500 delivered videos at $0.0008 each — enough to audit a competitive set of 80 channels before spending anything.

### How many videos does one run return?

One grid page, roughly 30 videos and up to 60. YouTube puts the remainder of a channel's catalogue behind a continuation token, which this collector does not walk — the most recent uploads are what it covers.

### Can I get shorts separately from regular videos?

Yes, and you should. The tab input selects videos, shorts or streams. They are genuinely different catalogues with different view distributions, so averaging them together misrepresents any channel that posts both.

### How much does it cost?

$0.0008 per delivered video — 80 cents per 1,000 — with no subscription. Volume tiers take up to 30% off, and blocked pages are never billed.

### Does it return subscriber counts?

Yes. channel_subscribers and channel_videos are stamped on every row alongside the channel name, id and description, so you can compute per-video performance relative to audience size from a single flat table with no join.

### What can I pass as the channel?

A handle like @NASA, a raw channel id, or a full channel URL. All three are resolved, so you can feed whatever form your existing data holds without normalising it first.

## Related scrapers

- [YouTube search API](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api) — YouTube search results without the Data API — views, channel, duration.
- [Instagram profile API](https://quantumproxies.io/scraper-api/collectors/instagram-scraper-api) — Public Instagram profile stats — followers, following, posts, bio.
- [TikTok profile API](https://quantumproxies.io/scraper-api/collectors/tiktok-scraper-api) — Public TikTok profile stats — followers, likes, videos, bio.
- [TikTok video API](https://quantumproxies.io/scraper-api/collectors/tiktok-video-scraper-api) — Per-video TikTok metrics — views, likes, comments, shares, saves.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# TikTok Video Scraper API — $0.004 per Video | QuantumProxies

TikTok video scraper API: exact views, likes, comments, shares and saves per video, plus author, music and hashtags. $0.004 per delivered video.

## TikTok video scraper API

**The TikTok video scraper API returns per-video metrics for public TikTok videos** — exact view, like, comment, share and save counts, plus description, creation time, author with follower count, duration, music track and hashtags — for a list of video URLs or ids.

The word doing the work is *exact*. TikTok's interface abbreviates everything to "1.2M" and "45.3K"; the underlying payload carries integers, and this collector delivers those. For anything analytical — engagement rate, share-to-view ratio, week-over-week deltas — the difference between 1,200,000 and 1,247,318 is the difference between a chart and a decision. Videos that are private, removed or region-locked come back under `failed` with TikTok's own reason, never billed as delivered.

$0.004 per delivered video, up to 50 videos per run. Nothing delivered means nothing charged.

## How the TikTok video scraper API works

You post an array of video URLs or ids, up to 50 per run. Each is fetched as a public page through a residential exit and parsed from its embedded data payload — no login, no cookies, no browser at any point.

The `saves` field is worth pausing on. TikTok exposes a save (bookmark) count that most scrapers ignore because it is not rendered as prominently as likes, and it is arguably the strongest intent signal on the platform: a save means someone intends to come back. If you are ranking content by genuine resonance rather than by passive scrolling, saves beat likes.

Failures are separated rather than smoothed over. A removed video, a private account or a region lock returns in `failed` with the platform's reason attached, so a monitoring job can tell "this video was taken down" from "our fetch broke" — which are very different findings.

## Inputs

`videos` is required: an array of full TikTok video URLs or bare video ids. `max_results` caps how many are fetched, useful when the array is produced by an upstream job. `country` sets the exit region, which genuinely changes results here — region-locked videos are visible from some markets and not others.

- **videos** (array, required) — Video URLs (https://www.tiktok.com/@user/video/123…) or numeric ids.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many videos to deliver at most (1–50). You pay only for delivered videos.

## What one video looks like

One row per video. `views`, `likes`, `comments`, `shares` and `saves` are exact integers from the payload rather than parsed display strings. `author_followers` is stamped on every row, which means engagement rate is computable from a single row without a second lookup. `hashtags` comes back as a list rather than as raw text, `music` and `music_author` identify the audio — the field trend research runs on, since a sound is usually the unit of virality rather than a creator. `created_at` lets you compute velocity properly instead of comparing a day-old video with a year-old one.

- **rank** (integer) — 1-based delivery order.
- **video_id** (string) — TikTok video id.
- **url** (string) — Video URL.
- **description** (string, nullable) — Caption.
- **created_at** (string, nullable) — Publish time (ISO 8601).
- **author** (string, nullable) — Author handle.
- **author_name** (string, nullable) — Author display name.
- **author_id** (string, nullable) — Author id.
- **author_verified** (boolean) — Author verified badge.
- **author_followers** (integer, nullable) — Author follower count.
- **views** (integer, nullable) — Play count.
- **likes** (integer, nullable) — Like count.
- **comments** (integer, nullable) — Comment count.
- **shares** (integer, nullable) — Share count.
- **saves** (integer, nullable) — Save/collect count.
- **duration_seconds** (integer, nullable) — Duration in seconds.
- **music** (string, nullable) — Music title.
- **music_author** (string, nullable) — Music author.
- **hashtags** (string[]) — Hashtags in the caption.
- **cover** (string, nullable) — Cover image URL.

## What the TikTok video scraper API costs

$0.004 per delivered video ($4 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 500 videos here. Volume tiers take up to 30% off.

$0.004 per delivered video, $4 per 1,000. Tracking 250 videos daily across a campaign is $1 a day. A one-off analysis of 5,000 videos in a niche is $20.

Failed videos — removed, private, region-locked — are never billed, so an ageing URL list costs you coverage rather than money. The free $2 monthly allowance covers about 500 videos.

## TikTok video scraper API vs the official TikTok APIs

TikTok's Display API returns video data for users who have authorised your application, which makes it the right tool for a creator dashboard where people connect their own accounts, and useless for analysing videos you have no relationship with. The Research API does expose public video data with real analytical depth — and is restricted to approved non-profit academic institutions in eligible regions.

Marketing teams sit in the gap between those two. They need engagement metrics on videos in their category, on competitors' content, on creators they are considering paying — none of which involves anyone authorising anything. That gap is what this collector fills, using only what a public visitor can see.

## Versus writing your own TikTok video scraper

The open-source TikTok video scrapers have a consistent lifecycle: impressive demo, six weeks of service, silent failure. The causes repeat:

- **Request signing.** Several TikTok endpoints require signature parameters produced by TikTok's own client code. Projects either bundle a browser to generate them or reimplement the signer, and the reimplementation breaks on every client update.
- **Abbreviated numbers.** Scrapers that read the rendered DOM get "1.2M" and either store a string or guess at the integer. Both ruin an analysis.
- **Region locks look like deletions.** Without geographic control you cannot distinguish a removed video from one that is simply invisible from your server's country.
- **Rate limits.** Video pages are heavier than profile pages and hit limits sooner.

Reading the public page payload from a residential exit sidesteps the signing problem entirely — which is why this collector is scoped to public videos and says so.

## What people build with it

### Campaign measurement

Track the videos in a paid campaign daily. `views` against `author_followers` gives reach beyond the creator's own audience, which is what you actually bought.

### Competitor content analysis

Rank a competitor's catalogue by engagement rate rather than by view count to find what genuinely resonated rather than what got pushed.

### Sound and hashtag trend research

Aggregate `music` and `hashtags` across a sample to spot a trend while it is still climbing — sounds usually move before creators do.

### Creator due diligence

Before paying a creator, sample twenty of their videos. Views wildly inconsistent with follower count is the pattern worth catching.

## Limits, reliability and the legal bit

Up to 50 videos per run. Bigger lists are more runs, parallel up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier. Only public videos are in scope; anything private, removed or region-locked is returned in `failed` with TikTok's reason and is not billed.

Legally: metrics on public videos are public data, and this returns metadata rather than media. But the author fields identify people, which brings data-protection law into play, and TikTok's terms restrict automated collection. Video content itself is copyrighted by its creator — nothing here downloads it. Not legal advice.

## FAQ

### Is there a free TikTok video scraper API?

There is a free allowance of $2 a month with no card, about 500 delivered videos at $0.004 each. The free GitHub projects mostly depend on bundled browsers or reimplemented request signers, which is why they tend to stop working after a TikTok client update.

### Are the view and like counts exact?

Yes. They come from the video page's data payload as integers, not from the abbreviated display strings the interface renders. That distinction matters for any ratio or delta you plan to compute.

### What is the saves field?

TikTok's bookmark count. It is under-used because the interface does not emphasise it, and it is arguably the strongest intent signal on the platform — a save means someone means to come back to it. Ranking by saves surfaces different content than ranking by likes.

### What happens with removed or private videos?

They come back under failed with TikTok's own reason and are not billed. That separation is deliberate: a monitoring job needs to distinguish 'this was taken down' from 'our fetch failed', because they mean different things.

### How much does it cost?

$0.004 per delivered video — $4 per 1,000 — with no subscription, and failures are never charged. Volume tiers take up to 30% off, and GET /v1/scraper/collectors returns the price your key actually pays.

### Does it download the video file?

No. It returns metrics and metadata — counts, description, author, music, hashtags, duration and the cover image URL. The media itself is the creator's copyrighted work and is not fetched.

### Do I need a TikTok API key or login?

No. Your QuantumProxies key is the only credential, and no TikTok session is involved. The official Display API needs users to authorise your app, and the Research API is limited to approved academic institutions — neither covers reading arbitrary public videos.

## Related scrapers

- [YouTube search API](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api) — YouTube search results without the Data API — views, channel, duration.
- [Instagram profile API](https://quantumproxies.io/scraper-api/collectors/instagram-scraper-api) — Public Instagram profile stats — followers, following, posts, bio.
- [TikTok profile API](https://quantumproxies.io/scraper-api/collectors/tiktok-scraper-api) — Public TikTok profile stats — followers, likes, videos, bio.
- [YouTube channel API](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) — A channel's uploads with views, duration and channel stats.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# LinkedIn Jobs API — $0.001 per Job | QuantumProxies

LinkedIn jobs API: a role and location return public listings with company, salary chip, posting date and link. $0.001 per delivered job, no login.

## LinkedIn jobs API

**A LinkedIn jobs API returns public LinkedIn job listings for a role and a location** — title, company and company URL, location, posting date, salary chip where shown, benefits, job id and the listing link.

It reads LinkedIn's logged-out job search: the guest endpoint LinkedIn's own infinite scroll calls when nobody is signed in. Public listings only — no login, no cookies, no session, no browser. That constraint is the product. Scrapers built on authenticated sessions get accounts restricted, and LinkedIn is unusually effective at detecting them; a read of the public guest surface keeps working.

$0.001 per delivered job, up to 300 jobs per run. Nothing delivered means nothing charged.

## How the LinkedIn jobs API works

You send a role and, usually, a location. The collector calls the same guest pagination endpoint the logged-out site uses, ten cards at a time, until it reaches your `max_results` — up to 300 jobs in one run.

Two filters are applied at the source rather than after collection, which means they reduce the bill and not just the output: `remote_only` and `posted_within_days`. The second one matters more than it looks. Job boards are full of listings that have been open for four months, and a freshness window is the difference between a live pipeline and an archive.

`posted_at` and `posted_label` both come back — the parsed date and LinkedIn's own relative phrasing ("2 days ago"). Keep both: the label is what LinkedIn asserted, the date is what you can sort on.

## Inputs

`query` is the role and is required. `location` is a free-text place as LinkedIn understands it ("United States", "Berlin, Germany"). `remote_only` and `posted_within_days` filter at the source. `country` sets the proxy exit, which affects which listings LinkedIn surfaces — a genuinely regional index, not a global one filtered client-side.

- **query** (string, required) — Job title or keywords, e.g. "data engineer".
- **location** (string) — City, region or country, e.g. "New York" or "Italy".
- **remote_only** (boolean) — Only listings LinkedIn marks as remote.
- **posted_within_days** (integer) — Only listings posted in the last N days (1–30).
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many jobs to deliver at most (1–300). You pay only for delivered jobs.

## What one job looks like

One row per listing. `company_url` is the company's LinkedIn page, which is the join key to the [company collector](https://quantumproxies.io/scraper-api/collectors/linkedin-company-scraper-api) if you want to enrich the employer rather than just the role. `salary` is the chip LinkedIn displays and is frequently null — most LinkedIn listings do not publish pay, which is itself worth recording rather than treating as a gap. `job_id` is stable, so deduplicating across daily runs is a set operation rather than fuzzy title matching.

- **rank** (integer) — 1-based position across pages.
- **title** (string) — Job title.
- **company** (string, nullable) — Employer.
- **company_url** (string, nullable) — Employer's LinkedIn page.
- **location** (string, nullable) — Location as shown.
- **posted_at** (string, nullable) — Posting date (ISO, from the card's \<time>).
- **posted_label** (string, nullable) — Posting age as shown ("2 weeks ago").
- **salary** (string, nullable) — Salary chip when LinkedIn shows one.
- **benefits** (string, nullable) — Benefits chip when shown.
- **job_id** (string, nullable) — LinkedIn job id (dedupe key).
- **link** (string, nullable) — Listing URL.
- **logo** (string, nullable) — Company logo URL.

## What the LinkedIn jobs API costs

$0.001 per delivered job ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 jobs here. Volume tiers take up to 30% off.

$0.001 per delivered job, $1 per 1,000. A daily sweep of 20 role-and-location combinations at 100 jobs each is 2,000 rows a day, $2 — and the freshness filter means most of those are genuinely new rather than the same backlog re-delivered.

Blocked pages and retries are never billed. The free $2 monthly allowance covers about 2,000 jobs.

## LinkedIn jobs API vs LinkedIn's official APIs

LinkedIn does have job-related APIs, and effectively nobody reading this page can use them. Access runs through LinkedIn's partner programmes — Talent Solutions, Job Posting — which require an approved partnership, a signed agreement and a business case LinkedIn agrees with. They are built for applicant tracking systems that *post* jobs and for enterprise recruiting integrations, not for reading the job market.

There is no public, self-serve LinkedIn API that returns job listings for a search. The developer portal will let you create an application, and the products you can actually enable without partner status are Sign In with LinkedIn and basic share functionality. Anyone who has gone through this discovers it about forty minutes in.

So the realistic options are: become a LinkedIn partner, or read the public guest listings. This collector is the second, scoped honestly to what is publicly visible.

## Versus scraping LinkedIn jobs yourself

LinkedIn is the platform where the do-it-yourself route most often ends badly, and the reason is the account:

- **Session-based scrapers risk the account.** LinkedIn detects automated logged-in behaviour well, and a restricted account can take a real person's professional profile with it. This is a materially different risk from being rate-limited.
- **The guest endpoint is the safe surface** — but it paginates ten at a time with its own parameters, so a naive fetch of the search URL returns a fraction of what is there.
- **Aggressive per-IP limits.** Sequential requests degrade quickly into challenge pages that return HTTP 200.
- **Duplicate listings.** The same job is often posted several times; without a stable id you count it repeatedly.

Reading only the logged-out surface is a smaller dataset than a session-based scraper claims, and it is one you can keep running.

## What people build with it

### Job aggregation

Feed a board or a newsletter with fresh listings for a set of roles and markets, deduplicated on `job_id`.

### Hiring-signal and competitive intelligence

A company suddenly opening twelve infrastructure roles is a strategy disclosure. Track hiring volume by company over time.

### Labour market research

Role demand by location and over time, with the caveat that salary is usually absent — the absence itself is a finding.

### Recruiting and sourcing

Find which companies are hiring for the roles you place, then enrich the employer through the LinkedIn company collector.

## Limits, reliability and the legal bit

Up to 300 jobs per run, paginated internally ten at a time. Public logged-out listings only — anything requiring a session is out of scope. More coverage means more runs across roles and locations, parallel up to your plan's rate limit (60 requests/minute on pay-as-you-go, up to 1,200 on the top tier).

Legally, LinkedIn is the platform with the most litigation history here, and the outcome has broadly favoured the position that scraping publicly accessible pages is not unlawful access under the US Computer Fraud and Abuse Act. That is a narrow holding, not a general permission: LinkedIn's terms still prohibit automated collection and it enforces them by other means, the analysis differs outside the US, and job postings can contain named recruiters, which is personal data. Not legal advice.

## FAQ

### Is there a free LinkedIn jobs API?

Not from LinkedIn — its job APIs sit behind partner programmes that require an approved partnership and a signed agreement. Here there is a free allowance of $2 a month with no card, about 2,000 delivered jobs at $0.001 each.

### Does LinkedIn have a public jobs API?

No self-serve one. You can register an application on LinkedIn's developer portal, but the products available without partner status are Sign In with LinkedIn and basic sharing. Reading job listings programmatically requires Talent Solutions or Job Posting partner access.

### How much does it cost?

$0.001 per delivered job — $1 per 1,000 — with no subscription. The remote_only and posted_within_days filters apply at the source, so narrowing lowers the bill rather than just the output. Volume tiers take up to 30% off.

### Does it need a LinkedIn login?

No, and that is the point. It reads the logged-out guest endpoint only. Session-based LinkedIn scrapers get accounts restricted, which on LinkedIn can mean losing a real person's professional profile — a much worse outcome than a rate limit.

### Why is salary usually empty?

Because most LinkedIn listings do not publish pay. The field carries the salary chip when LinkedIn shows one and is null otherwise. The rate at which it is null is itself a useful statistic about a market rather than a defect.

### How many jobs can one run return?

Up to 300, paginated internally in batches of ten. Wider coverage comes from more role-and-location combinations rather than deeper paging on one.

### Is scraping LinkedIn legal?

US courts have repeatedly declined to treat scraping publicly accessible pages as unlawful access under the CFAA, which is meaningful but narrow. LinkedIn's terms still prohibit automated collection, the analysis differs outside the US, and listings can name individual recruiters, which is personal data. Take proper advice for your case.

## Related scrapers

- [Indeed jobs API](https://quantumproxies.io/scraper-api/collectors/indeed-scraper-api) — Indeed listings with structured salary ranges, per market.
- [Google Jobs API](https://quantumproxies.io/scraper-api/collectors/google-jobs-scraper-api) — Job listings for a title in a location — company, salary, schedule, source board.
- [Reddit posts API](https://quantumproxies.io/scraper-api/collectors/reddit-scraper-api) — Public Reddit posts by search query and/or subreddit, with score and comments.
- [Google Maps places API](https://quantumproxies.io/scraper-api/collectors/google-maps-scraper-api) — Businesses for a keyword in a location — name, rating, address, phone, website, coordinates.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Indeed Jobs API — Salary Data, $0.001/Job | QuantumProxies

Indeed jobs API: a role and market return listings with structured salary min, max and period, employer rating and remote model. $0.001 per job.

## Indeed jobs API

**An Indeed jobs API returns Indeed listings for a role as structured rows** — job key, title, employer, location, remote model, a parsed salary range with minimum, maximum and period, job types, posting age, snippet and employer rating with review count.

The salary structure is the reason to use Indeed over other boards. Where LinkedIn usually shows nothing, Indeed frequently publishes pay — and this collector parses it into `salary_min`, `salary_max` and `salary_period` rather than handing you the string "$120,000 - $150,000 a year" to regex later. That turns compensation benchmarking from a text-processing project into a query. Rows are read from the page's own hydration payload, so they survive Indeed's frequent CSS churn, and no browser is involved.

$0.001 per delivered job, up to 300 jobs per run. Nothing delivered means nothing charged.

## How the Indeed jobs API works

A role, optionally a location and a country, and the collector searches that country's Indeed market from an exit in the same country, walking result pages until `max_results` — up to 300 jobs per run.

Parsing from the hydration payload rather than from rendered HTML is the durability decision. Indeed restyles its result cards often; the underlying data object changes far less. Scrapers built on CSS selectors need attention every few weeks, which is the hidden cost people discover after the prototype works.

`posted_within_days` filters at the source, so a freshness-constrained run collects and bills only recent listings. `sponsored` flags paid placements — worth excluding from any measure of genuine market demand, since sponsored volume tracks recruitment budgets rather than hiring.

## Inputs

`query` is the role and is required. `location` is free text as Indeed understands it. `country` selects the Indeed market and the matching exit — Indeed runs genuinely separate regional sites, so this is not a cosmetic parameter. `posted_within_days` narrows at the source and therefore lowers cost.

- **query** (string, required) — Job title or keywords, e.g. "data engineer".
- **location** (string) — City, state or postcode, e.g. "New York".
- **posted_within_days** (integer) — Only listings posted in the last N days (1–30).
- **country** (string) — ISO 3166-1 alpha-2 code — picks the local site AND the proxy exit (default us).
- **max_results** (integer) — How many jobs to deliver at most (1–300). You pay only for delivered jobs.

## What one job looks like

One row per listing. The salary group is the distinctive part: `salary` keeps Indeed's display string, while `salary_min`, `salary_max` and `salary_period` are parsed — so you can aggregate across listings that quote hourly, weekly and annual pay without normalising text yourself. `company_rating` and `company_reviews` come from Indeed's employer reviews, which is unusual context to get free with a job listing. `remote` is the stated work model, and `job_key` is Indeed's stable id for deduplication across runs.

- **rank** (integer) — 1-based position across pages.
- **job_key** (string) — Indeed job key (dedupe key).
- **title** (string) — Job title.
- **company** (string, nullable) — Employer.
- **location** (string, nullable) — Location as shown.
- **remote** (string, nullable) — Remote model (REMOTE, REMOTE_HYBRID…).
- **salary** (string, nullable) — Salary as a readable string.
- **salary_min** (number, nullable) — Salary range minimum.
- **salary_max** (number, nullable) — Salary range maximum.
- **salary_period** (string, nullable) — yearly / monthly / hourly.
- **job_types** (string[]) — Employment types when tagged.
- **posted** (string, nullable) — Posting age ("11 days ago").
- **snippet** (string, nullable) — Listing summary, HTML stripped.
- **company_rating** (number, nullable) — Employer rating on Indeed.
- **company_reviews** (integer, nullable) — Employer review count.
- **sponsored** (boolean) — True for paid placements.
- **link** (string) — Listing URL.

## What the Indeed jobs API costs

$0.001 per delivered job ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 jobs here. Volume tiers take up to 30% off.

$0.001 per delivered job, $1 per 1,000. Benchmarking compensation across 30 roles in 5 markets at 100 listings each is 15,000 rows, $15 — a one-off cost for a salary dataset that would otherwise be bought as a subscription.

Narrowing `posted_within_days` reduces the bill as well as the noise, since the filter is applied before collection. Blocked pages and retries are never billed.

## Indeed jobs API vs Indeed's official APIs

Indeed's Publisher API — the one that used to let affiliates pull listings — was closed to new registrations and wound down. What Indeed offers now is oriented around employers and ATS partners: posting jobs, syncing them, managing sponsored campaigns, and a Job Sync API for approved partners. There is no current self-serve API that lets you read Indeed's job search results for research or aggregation.

The direction of travel is the same across every major board: reading is restricted, posting is encouraged, because listings are the product. If your use case is publishing jobs onto Indeed, use their partner APIs — they are the correct and supported route. If it is measuring the job market, the public search results are the only surface available.

## Versus writing your own Indeed scraper

Indeed is a well-defended target, and the specific difficulties are:

- **CSS churn.** Result card markup changes often. Selector-based scrapers break on a schedule; payload-based parsing does not.
- **Salary normalisation.** "$25 an hour", "$52,000 a year", "From £400 a day" all need parsing into a comparable structure, per locale and per currency. This is the part that quietly eats a week.
- **Anti-bot.** Indeed challenges sustained automated traffic, and the challenge returns a 200 with no jobs in it.
- **Regional variation.** Each country's Indeed differs in layout and in which fields it publishes.
- **Duplicates.** Employers repost; without `job_key` you overcount demand.

## What people build with it

### Compensation benchmarking

Aggregate `salary_min` and `salary_max` by role, seniority and market. The parsed period is what makes hourly and annual listings comparable in one query.

### Labour market and demand tracking

Listing volume per role per market over time, with `sponsored` excluded so you measure hiring rather than advertising budget.

### Job board aggregation

Fresh listings deduplicated on `job_key`, with employer rating attached — more context than most aggregators show.

### Employer research

`company_rating` and `company_reviews` arrive with the listing, so a candidate-facing product can show reputation next to the role.

## Limits, reliability and the legal bit

Up to 300 jobs per run with pagination handled internally. Broader coverage is more runs across roles, locations and countries, parallel up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: job listings are published publicly and collecting public data is generally lawful in most jurisdictions, but Indeed's terms restrict automated access, and listings can name individual hiring contacts, which is personal data. Republishing listings verbatim raises separate copyright questions from analysing them in aggregate. Not legal advice.

## FAQ

### Is the Indeed API free?

The Publisher API that used to serve listings was closed to new registrations. What Indeed offers now is aimed at employers and ATS partners — posting and syncing jobs, managing sponsored campaigns — not reading search results. There is no current self-serve read API.

### Is there a free Indeed jobs API?

Here there is a free allowance rather than a free tier: $2 of usage a month with no card, about 2,000 delivered jobs at $0.001 each — enough to benchmark a handful of roles before spending anything.

### Does it return salary data?

Yes, and structured. Where Indeed publishes pay you get salary_min, salary_max and salary_period as separate fields alongside the original display string, so hourly, weekly and annual listings can be aggregated in one query without text parsing.

### How much does it cost?

$0.001 per delivered job — $1 per 1,000 — with no subscription. posted_within_days filters at the source, so a freshness-constrained run costs less rather than the same. Volume tiers take up to 30% off.

### Does it work outside the US?

Yes. country selects the regional Indeed site and a matching proxy exit. Indeed runs genuinely separate markets, so this changes which listings exist rather than just the interface language.

### How does it survive Indeed's layout changes?

Rows are parsed from the page's hydration payload rather than from CSS selectors. Indeed restyles its cards frequently; the underlying data object is far more stable, which is why selector-based scrapers need constant attention and this does not.

### Can I exclude sponsored listings?

Every row carries a sponsored flag, so filtering after delivery is trivial. It is worth doing for any demand measurement — sponsored volume tracks recruitment advertising budgets rather than actual hiring.

## Related scrapers

- [LinkedIn jobs API](https://quantumproxies.io/scraper-api/collectors/linkedin-jobs-scraper-api) — Public LinkedIn job listings for a role and location.
- [Google Jobs API](https://quantumproxies.io/scraper-api/collectors/google-jobs-scraper-api) — Job listings for a title in a location — company, salary, schedule, source board.
- [Reddit posts API](https://quantumproxies.io/scraper-api/collectors/reddit-scraper-api) — Public Reddit posts by search query and/or subreddit, with score and comments.
- [Google Maps places API](https://quantumproxies.io/scraper-api/collectors/google-maps-scraper-api) — Businesses for a keyword in a location — name, rating, address, phone, website, coordinates.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Reddit Scraper API — $0.0005 per Post | QuantumProxies

Reddit scraper API: search or list public posts with exact score, comment count, author, flair and time. $0.0005 per post, no API key, no login.

## Reddit scraper API

**A Reddit scraper API collects public posts — by keyword, inside a subreddit, or both — with title, subreddit, author, score, comment count, creation time, link target, domain, NSFW flag and flair.**

Reddit's 2023 API pricing change is the reason this collector exists. Free programmatic access was effectively withdrawn, third-party clients shut down, and teams doing market and sentiment research suddenly had a line item where they previously had a free endpoint. This reads Reddit's legacy render instead, whose post nodes carry score and comment counts as attributes — which means the numbers are exact rather than parsed out of abbreviated display text. No API key, no OAuth, no login, no browser.

$0.0005 per delivered post, up to 250 posts per run. Nothing delivered means nothing charged.

## How the Reddit scraper API works

Both inputs are optional and the combination is what you choose between. A `query` alone searches site-wide. A `subreddit` alone lists that community. Both together search inside one subreddit, which is usually the highest-signal option — a keyword across all of Reddit returns a lot of noise, the same keyword inside r/webscraping does not.

`sort` and `time` map to Reddit's own controls: relevance, new, top or comments, over an hour, day, week, month, year or all time. Getting these right is most of the value. "Top posts of the past year in this subreddit for this keyword" is a research query; "posts mentioning this word" is a firehose.

Up to 250 posts per run, which is deep — enough that a well-scoped query returns the whole relevant conversation rather than a sample of it.

## Inputs

Neither `query` nor `subreddit` is individually required, but you need at least one; supplying both is the common case and the most useful. `sort` and `time` are Reddit's own parameters, applied at the source rather than after collection, so narrowing them lowers the bill as well as the noise. `country` sets the exit region.

- **query** (string) — Keywords to search. Omit to list a subreddit instead.
- **subreddit** (string) — Subreddit name, e.g. "webscraping" (with or without r/).
- **sort** (string) — Search: relevance | top | new | comments. Listing: hot | new | top | rising.
- **time** (string) — Restrict to a period (search and top listings).
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many posts to deliver at most (1–250). You pay only for delivered posts.

## What one post looks like

One row per post. `score` and `comments` are exact integers taken from the render's attributes rather than parsed from abbreviated text. `domain` is the target host for link posts — the fastest way to see which outlets a community actually circulates — and is Reddit's own self-post marker otherwise. `flair` carries community-assigned tags, which in well-moderated subreddits is a free classification layer. `permalink` is the discussion and `url` the thing linked to; keeping them separate matters more than it sounds when you are analysing what gets shared.

- **rank** (integer) — 1-based position across pages.
- **id** (string, nullable) — Reddit fullname/id of the post.
- **title** (string, nullable) — Post title.
- **subreddit** (string, nullable) — Subreddit (r/name).
- **author** (string, nullable) — Author username.
- **score** (integer, nullable) — Net upvotes.
- **comments** (integer, nullable) — Comment count.
- **created_at** (string, nullable) — Creation time (ISO 8601).
- **permalink** (string, nullable) — Post URL on reddit.com.
- **url** (string, nullable) — What the post links to (self-post = its permalink path).
- **domain** (string, nullable) — Target domain (self.\<sub> for text posts).
- **nsfw** (boolean) — NSFW flag.
- **flair** (string, nullable) — Post flair when set.

## What the Reddit scraper API costs

$0.0005 per delivered post ($0.50 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 4,000 posts here. Volume tiers take up to 30% off.

$0.0005 per delivered post, 50 cents per 1,000. A research pull of 50,000 posts across a topic is $25 — the kind of dataset that was free before mid-2023 and is now a paid product almost everywhere.

Because filters are applied at the source, narrowing by subreddit, sort and time window reduces what you pay rather than just what you keep. Blocked pages and empty results are never billed, and the free $2 monthly allowance covers about 4,000 posts.

## Reddit scraper API vs the official Reddit API

Reddit's official API still exists and still has a free tier for low-volume, non-commercial use with OAuth — but the 2023 repricing put commercial access on paid terms negotiated per customer, which is a procurement conversation rather than a signup. That change is what removed Reddit data from a lot of research pipelines overnight, and it is worth being honest that it was Reddit's decision to make: the content is user-generated and Reddit chose to charge for programmatic access to it.

There is also a practical difference beyond price. The official API is the right tool if you are building a client or a bot that participates in Reddit — posting, voting, moderating. This collector reads public discussion pages, which is the research use case. It cannot write anything, and that is a feature: a read-only collector cannot get an account banned.

## Versus scraping Reddit yourself

Reddit is more scrapeable than most large platforms, and the traps are still real:

- **Which render.** The modern React interface hydrates client-side and needs a browser; the legacy render puts the values in attributes. Picking correctly is the difference between a browser fleet and a plain request.
- **Abbreviated counts.** Scraping the new interface yields "1.2k" strings; the legacy attributes carry integers.
- **Rate limits.** Reddit throttles unauthenticated traffic per IP quite firmly, so any real volume needs an exit pool.
- **Sort and time semantics.** Reproducing Reddit's own ranking client-side is not possible; you have to ask the source for it.
- **Deleted content.** Removed posts and `[deleted]` authors need handling as data rather than as errors.

## What people build with it

### Market and product research

What people say unprompted about a product category, in their own words, with `score` as a rough proxy for how much the community agreed.

### Sentiment and brand monitoring

Track mentions of your brand across relevant subreddits and catch a complaint thread while it is still small.

### Content and SEO research

Reddit ranks well in Google now. Top posts for a keyword show you the questions and phrasings that already earn visibility.

### Community and link analysis

Aggregate `domain` across a subreddit to see which sources a community trusts and circulates.

## Limits, reliability and the legal bit

Up to 250 posts per run — deep enough that a well-scoped query usually returns the whole relevant set. Broader coverage means more runs across subreddits, keywords or time windows, parallel up to your plan's rate limit (60 requests/minute on pay-as-you-go, up to 1,200 on the top tier). This is read-only: it cannot post, vote or comment.

Legally: Reddit posts are public, and collecting public data is generally lawful in most jurisdictions — but usernames are pseudonymous personal data, post content is authored by users who retain rights in it, and Reddit's terms restrict automated collection. Research use and republication are different propositions. Aggregate rather than republish where you can. Not legal advice.

## FAQ

### Is the Reddit API still free?

There is still a free tier for low-volume, non-commercial use with OAuth, but the 2023 repricing moved commercial access onto paid terms negotiated per customer. That change is why a lot of research pipelines lost their Reddit source overnight and why paid alternatives exist.

### Is there a free Reddit scraper API?

There is a free allowance of $2 a month with no card, about 4,000 delivered posts at $0.0005 each — enough for a real research pull before spending anything. Free scrapers on GitHub mostly wrap the official API, so Reddit's pricing applies to them too.

### How much does it cost?

$0.0005 per delivered post — 50 cents per 1,000 — with no subscription. Because sort, time and subreddit filters are applied at the source, narrowing a query lowers the bill rather than just the noise. Volume tiers take up to 30% off.

### Do I need a Reddit API key or login?

No. Your QuantumProxies key is the only credential. No OAuth, no app registration, no account — which also means nothing that can get banned, since the collector is read-only.

### Can I search inside one subreddit?

Yes, and it is usually the right call. Pass query and subreddit together to search within a community; either alone works too — query for a site-wide search, subreddit for a plain listing.

### Are the scores and comment counts exact?

Yes. They are read from the legacy render's post attributes, which carry integers, rather than from the modern interface's abbreviated display strings like '1.2k'.

### Can it get comments as well as posts?

No — this collector delivers posts, including each post's comment count and permalink. Full comment threads are a much larger surface with different volume and privacy considerations, and pretending otherwise would misrepresent what it does.

## Related scrapers

- [YouTube search API](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api) — YouTube search results without the Data API — views, channel, duration.
- [Instagram profile API](https://quantumproxies.io/scraper-api/collectors/instagram-scraper-api) — Public Instagram profile stats — followers, following, posts, bio.
- [TikTok profile API](https://quantumproxies.io/scraper-api/collectors/tiktok-scraper-api) — Public TikTok profile stats — followers, likes, videos, bio.
- [YouTube channel API](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) — A channel's uploads with views, duration and channel stats.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google Maps Scraper API — $0.001 per Place | QuantumProxies

Google Maps scraper API: a keyword and a location return businesses with rating, phone, website, hours and coordinates. $0.001 per delivered place.

## Google Maps scraper API

**A Google Maps scraper API turns a keyword and a location into structured business records** — name, rating, review count, category, price level, address, phone, website, opening hours, service options, coordinates and Google's place ids.

You send what a person would type: what you are looking for and where. The collector paginates Google's local results, de-duplicates the merged pages and returns one row per business. Every row carries a `data_id`, which is the key the [Place reviews collector](https://quantumproxies.io/scraper-api/collectors/google-reviews-scraper-api) takes — so "find the businesses, then read their reviews" is two calls rather than a project.

$0.001 per delivered place, up to 300 places per run. Nothing delivered means nothing charged.

## How the Google Maps scraper API works

One POST with `query` and `location`. The collector searches Google's local results from an exit in the country you specify, pages through them until it reaches `max_results` or Google runs out, and merges the pages with de-duplication — Maps repeats businesses across pagination boundaries more than you would expect.

`found_by` records which query variant surfaced each place, which matters when you widen a search: it lets you see whether a result came from the exact term or from a looser match, instead of silently mixing them.

The two id fields serve different purposes and both are worth keeping. `place_id` is Google's canonical place identifier used across its own products; `data_id` is the hex identifier the Maps interface uses and is what the reviews collector needs. They are not interchangeable.

## Inputs

Both `query` and `location` are required, and that pairing is the design: the collector is built around semantic input rather than URLs or ids you must find first. `country` and `lang` set the exit and locale — for local search these are not cosmetic, since Google's local ranking is computed from where the searcher appears to be. `max_results` caps delivery and cost.

- **query** (string, required) — Business type or keyword, e.g. "pizza restaurants", "dentist".
- **location** (string, required) — City / area / address, e.g. "Brooklyn, NY" or "Milano".
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many places to deliver at most (1–300). You pay only for delivered places.

## What one place looks like

One row per business. `phone` and `website` are present when the business published them, which is most of the time for established businesses and often not for very small ones. `hours` is the opening schedule as published; `service_options` carries the attributes Google shows (delivery, takeaway, wheelchair access and similar). `latitude` and `longitude` make the output directly mappable. Note what is not here: email. Google does not publish business emails on a Maps listing, and no Maps scraper can return one — the [local business leads collector](https://quantumproxies.io/scraper-api/collectors/local-business-leads-api) gets them by visiting each business website afterwards.

- **rank** (integer) — 1-based position across the merged pages.
- **name** (string) — Business name.
- **rating** (number, nullable) — Star rating (1–5).
- **reviews** (integer, nullable) — Review count.
- **category** (string, nullable) — Google category, e.g. "Pizza restaurant".
- **price_level** (string, nullable) — Price level as shown ($$, $10–20).
- **address** (string, nullable) — Street address as shown.
- **phone** (string, nullable) — Phone number as shown.
- **website** (string, nullable) — Website URL or domain.
- **hours** (string, nullable) — Opening hours snippet.
- **service_options** (string, nullable) — Dine-in · Takeout · Delivery…
- **thumbnail** (string, nullable) — Photo thumbnail URL.
- **maps_url** (string, nullable) — Google Maps link.
- **latitude** (number, nullable) — GPS latitude.
- **longitude** (number, nullable) — GPS longitude.
- **place_id** (string, nullable) — Google place id (ChIJ… or 0x…:0x…).
- **data_id** (string, nullable) — Feature id 0x…:0x… — input for Place reviews.
- **description** (string, nullable) — Editorial blurb when Google shows one.
- **found_by** (string) — The Google query that surfaced this place.

## What the Google Maps scraper API costs

$0.001 per delivered place ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 places here. Volume tiers take up to 30% off.

$0.001 per delivered place, $1 per 1,000. Building a directory of 50,000 businesses across a set of cities and categories is $50 at list price, once.

The cost pattern worth knowing: this collector is cheap because it reads a search surface. Enrichment is where cost lives — reviews at $0.0005 each, or full lead enrichment at $0.01 per business. Discover wide here, enrich narrow there.

## Google Maps scraper API vs the Google Places API

The Places API is Google's own product and is the right choice for some jobs — particularly if you are building a consumer-facing map product and want to stay inside Google's terms without thinking about it. It requires a Google Cloud project with billing enabled, and it prices per request with the more useful field masks costing more, which makes bulk collection expensive in a way that is easy to underestimate until the first invoice.

The constraint that decides it for most data teams is not price, it is the caching and storage restrictions: Google's terms limit how long you may retain Places content and what you may do with it, and building a permanent business database from it is not what the licence contemplates. If your plan is "collect once, own the dataset", that plan and the Places API are in tension.

There is also an input difference. Places is id- and coordinate-oriented; this collector takes a keyword and a place name, which is how humans actually describe what they want.

## Versus scraping Maps yourself

Google Maps is among the harder surfaces to scrape well, and the reasons are structural:

- **It is an application, not a document.** Results load progressively as a panel scrolls, which pushes home-grown scrapers to a browser and multiplies the cost per place.
- **Geo determines results.** Local ranking depends on where the request appears to originate; without exits in the right country you collect a plausible list for the wrong place.
- **Duplicates across pagination.** The same business reappears; without de-duplication your counts are wrong.
- **Two id systems.** Confusing `place_id` with `data_id` breaks the handoff to reviews, and the failure is silent.
- **Hours and attributes are irregular.** They render differently by business type and locale.

## What people build with it

### Local lead generation

Every business in a category and city with phone, website, rating and coordinates. For emails, chain it into the local business leads collector.

### Competitive and market analysis

How many competitors operate in a catchment, how they rate, where they cluster geographically.

### Building a business directory

Category by category, city by city, with coordinates that make the result mappable without geocoding.

### Review monitoring at scale

Collect places here, then feed `data_id` to the reviews collector to track reputation across an entire category.

## Limits, reliability and the legal bit

Up to 300 places per run with pagination and de-duplication handled internally. Wider coverage comes from more query-and-location pairs — the same category across neighbourhoods usually beats one broad city query, because Google's local results are themselves geographically bounded. Runs parallelise up to your plan's rate limit, 60 requests/minute on pay-as-you-go up to 1,200 on the top tier.

Legally: business listings are public data, and collecting public data is generally lawful in most jurisdictions, but Google's terms restrict automated access. Business phone numbers are usually commercial rather than personal data, though for sole traders the distinction blurs — and outreach to collected contacts is governed by marketing law (GDPR, CAN-SPAM, PECR) quite separately from how you obtained them. Not legal advice.

## FAQ

### Is there a free Google Maps scraper API?

There is a free allowance of $2 a month with no card, about 2,000 delivered places at $0.001 each — enough to build a real directory for a city before spending anything. Google's own Places API has a free credit tier but requires a billing account and restricts how long you may store the results.

### How is this different from the Google Places API?

Input and licence. Places is id- and coordinate-oriented, needs a Cloud project with billing, prices per request with field masks, and restricts how long you may cache what it returns. This takes a keyword and a location, returns rows you keep, and bills per delivered place.

### Can I get business emails from Google Maps?

Not from Maps — Google does not publish business emails on a listing, so no Maps scraper can return one. The local business leads collector does the second step: it takes the same keyword and location, then visits each business website to collect emails, phones and social profiles at $0.01 per delivered lead.

### How much does it cost?

$0.001 per delivered place — $1 per 1,000 — with no subscription. Volume tiers take up to 30% off, and blocked pages and empty results are never billed.

### How many places can one run return?

Up to 300, with pagination and de-duplication handled inside the run. For wider coverage, run the same keyword across several neighbourhoods rather than one broad city query — Google's local results are geographically bounded anyway.

### What is data_id for?

It is the hex identifier the Maps interface uses, and it is what the Place reviews collector takes as input. place_id is Google's canonical place identifier used across its other products. They are different things and are not interchangeable, which is why both are returned.

### Is scraping Google Maps legal?

Business listings are public data and collecting public data is generally lawful in most jurisdictions, but Google's terms restrict automated access and the analysis differs by country. What you do afterwards matters separately — cold outreach to collected contacts is governed by marketing law regardless of how the contact was obtained. Take proper advice.

## Related scrapers

- [Place reviews API](https://quantumproxies.io/scraper-api/collectors/google-reviews-scraper-api) — Google reviews of one place — rating, date, text, author, owner reply.
- [Google Events API](https://quantumproxies.io/scraper-api/collectors/google-events-scraper-api) — Event cards for a query — title, date, venue, address and link.
- [Google Jobs API](https://quantumproxies.io/scraper-api/collectors/google-jobs-scraper-api) — Job listings for a title in a location — company, salary, schedule, source board.
- [Google News API](https://quantumproxies.io/scraper-api/collectors/google-news-scraper-api) — News articles for a topic in a country — title, source, date, snippet, link.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google Reviews Scraper API — $0.0005/Review | QuantumProxies

Google reviews scraper API: one place returns reviews with rating, date, full text, author and owner reply. $0.0005 per delivered review.

## Google reviews scraper API

**A Google reviews scraper API returns the reviews of a single place as structured rows** — rating, date in both display and ISO form, full review text, author name and profile, review images, and the owner's response with its date.

You can address the place three ways: by `data_id` from a [Google Maps places](https://quantumproxies.io/scraper-api/collectors/google-maps-scraper-api) run, by `place_id`, or by a plain name and location that the collector resolves for you. That last form makes ad-hoc lookups easy; the id forms are what you use in anything scheduled, because ids are stable and a name is not.

$0.0005 per delivered review, up to 100 reviews per run. Nothing delivered means nothing charged.

## How the Google reviews scraper API works

The collector opens the place's review feed and pages through it until `max_results`, up to 100 reviews per run.

`sort_by` is the input that decides what you are actually measuring. *Newest* gives you a monitoring feed. *Relevance* gives you Google's own idea of the representative reviews, which is what a prospective customer sees. *Lowest rating* is the complaint set — the fastest route to what is going wrong. Sorting is applied at the source, so a lowest-first run collects and bills the reviews you wanted rather than a hundred five-star ones you discard.

The owner-response fields are the ones people underuse. `owner_response_text` and `owner_response_date` let you measure whether a business replies to criticism and how quickly — a strong signal in competitive analysis, and the thing agencies most often want to show a prospect.

## Inputs

One of `data_id`, `place_id` or the `query` + `location` pair identifies the place. Prefer `data_id` in a pipeline: it comes straight from the Maps collector and cannot drift, whereas a name lookup can resolve to a different branch after a rebrand. `sort_by` selects newest, relevance, highest or lowest rating and applies at the source. `max_results` caps delivery and cost.

- **data_id** (string) — Feature id "0x…:0x…" from Google Maps places (preferred).
- **place_id** (string) — Google place id (ChIJ…), alternative to data_id.
- **query** (string) — Alternative to ids: business name, resolved to the first place found.
- **location** (string) — Where to look the name up (with query).
- **sort_by** (string) — Review ordering.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many reviews to deliver at most (1–100). You pay only for delivered reviews.

## What one review looks like

One row per review. `text` is the full review, not a snippet. `date` is Google's relative display ("2 months ago") and `iso_date` the parsed timestamp — use the second for anything time-series. `author` and `author_url` identify the reviewer, which is personal data and should be treated accordingly. `images` carries photo URLs where the reviewer attached them. `owner_response_text` and `owner_response_date` are the business's reply. `place_name` and `data_id` are stamped on every row so a multi-place collection stays a flat table.

- **rank** (integer) — 1-based position.
- **review_id** (string, nullable) — Google's review id.
- **rating** (number, nullable) — Stars (1–5).
- **date** (string, nullable) — Relative date as shown ("2 months ago").
- **iso_date** (string, nullable) — ISO 8601 timestamp when exposed.
- **text** (string, nullable) — Review body.
- **author** (string, nullable) — Reviewer display name.
- **author_url** (string, nullable) — Reviewer's Maps contributor page.
- **author_thumbnail** (string, nullable) — Reviewer photo URL.
- **link** (string, nullable) — Direct link to the review.
- **source** (string, nullable) — Review source (Google, Tripadvisor…).
- **images** (string[]) — Photos attached to the review.
- **owner_response_date** (string, nullable) — Owner reply date.
- **owner_response_text** (string, nullable) — Owner reply text.
- **data_id** (string) — The place's data_id the review belongs to.
- **place_name** (string, nullable) — Place name when resolved from query.

## What the Google reviews scraper API costs

$0.0005 per delivered review ($0.50 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 4,000 reviews here. Volume tiers take up to 30% off.

$0.0005 per delivered review, 50 cents per 1,000 — one of the cheapest units in the catalogue, because review feeds are dense and predictable to read. Monitoring 200 locations weekly at 20 new reviews each is 4,000 rows, $2 a week.

Sorting at the source is the cost lever: a lowest-rating run of 20 reviews costs a cent and returns the complaints, rather than costing five cents to collect a hundred and discard eighty.

## Google reviews scraper API vs the Places API

The Places API does return reviews, and it returns **five** of them. That is not a rate limit you can raise — it is the documented behaviour of the endpoint, and it is the single reason most review-analysis projects end up scraping. Five reviews will not support sentiment analysis, will not show a trend, and will not tell you what changed after a bad quarter.

The other constraint is the licence. Google's terms restrict how long Places content may be cached and what may be built from it, which sits awkwardly with keeping a review history to analyse over time. Reputation platforms exist partly to absorb that problem on your behalf.

If five current reviews and Google's caching terms suit your use case, the official API is simpler and you should use it. If you need the feed, this returns it — with sorting, owner responses and ISO dates.

## Versus scraping reviews yourself

The Maps review feed is a paginated, lazily-loaded panel, which creates predictable difficulties:

- **Continuation tokens.** Getting past the first handful means implementing Google's own pagination protocol for the feed.
- **Truncated text.** Longer reviews render collapsed behind a "More" control; scrapers that read the DOM capture the first two lines and lose the substance.
- **Relative dates.** "3 months ago" has to be resolved against the collection time to be useful, and doing it inconsistently corrupts a time series.
- **Owner responses are nested** in the review node and are frequently missed entirely.
- **Rate limits.** Paging a busy place's feed is many requests to one surface, which is exactly the shape that gets throttled.

## What people build with it

### Reputation monitoring

Sort by newest across your locations on a schedule and alert on anything below a threshold. `iso_date` makes 'new since last run' a trivial comparison.

### Competitive analysis

Read competitors' lowest-rated reviews to find the operational failures customers actually complain about — the cheapest customer research available.

### Sentiment and theme extraction

Full review text across hundreds of places is a real corpus. Five reviews per place is not.

### Response-rate benchmarking

Owner response fields let you measure whether a business or a competitor engages with criticism, and how fast.

## Limits, reliability and the legal bit

Up to 100 reviews per run, one place per run. Monitoring many locations means one run each, parallel up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier. Sorting is applied at the source, so pick the sort that matches the question.

This is a personal-data collector and should be treated as one. Reviews are written by identifiable individuals, and author names and profile links are personal data under GDPR, CCPA and equivalents even though the reviews are public. You need a lawful basis to store them, individuals retain rights over them, and the review text itself is the author's copyrighted expression — aggregate analysis sits very differently from republication. Google's terms also restrict automated collection. Not legal advice.

## FAQ

### Is there a free Google reviews scraper API?

There is a free allowance of $2 a month with no card, about 4,000 delivered reviews at $0.0005 each. Google's Places API is free within its credit tier but returns only five reviews per place, which is usually the reason people look for an alternative in the first place.

### Why not just use the Google Places API?

Because it returns five reviews per place. That is documented behaviour rather than a quota you can raise, and five reviews cannot support sentiment analysis or trend tracking. Its caching terms also limit how long you may keep what it returns.

### How much does it cost?

$0.0005 per delivered review — 50 cents per 1,000 — with no subscription. Sorting is applied at the source, so a lowest-rating run collects and bills only the complaints instead of everything. Volume tiers take up to 30% off.

### How do I identify the place?

Three ways: data_id from a Google Maps places run, a place_id, or a name plus location that gets resolved to the first match. Use an id for anything scheduled — a name lookup can resolve to a different branch after a rebrand or a relocation.

### Does it return the full review text?

Yes, the full text rather than the truncated preview. Scrapers that read the rendered page usually capture only the first couple of lines, because longer reviews render collapsed behind a More control.

### Can I get only the negative reviews?

Yes — sort_by set to lowest rating applies at the source, so the run collects and bills the low-rated reviews rather than everything. It is the cheapest way to find out what customers actually complain about, yours or a competitor's.

### Is scraping Google reviews legal?

Reviews are publicly displayed, but they are written by identifiable people, so author names and profile links are personal data under GDPR and similar laws and need a lawful basis to store. The text is the author's copyrighted expression, so aggregate analysis and republication are different propositions. Google's terms also restrict automated access. Take proper advice.

## Related scrapers

- [Google Maps places API](https://quantumproxies.io/scraper-api/collectors/google-maps-scraper-api) — Businesses for a keyword in a location — name, rating, address, phone, website, coordinates.
- [Google Events API](https://quantumproxies.io/scraper-api/collectors/google-events-scraper-api) — Event cards for a query — title, date, venue, address and link.
- [Google Jobs API](https://quantumproxies.io/scraper-api/collectors/google-jobs-scraper-api) — Job listings for a title in a location — company, salary, schedule, source board.
- [Google News API](https://quantumproxies.io/scraper-api/collectors/google-news-scraper-api) — News articles for a topic in a country — title, source, date, snippet, link.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google Jobs API — $0.001 per Listing | QuantumProxies

Google Jobs API: a title and location return aggregated listings with company, salary, schedule type and the source board. $0.001 per delivered listing.

## Google Jobs API

**The Google Jobs API returns Google's aggregated job listings for a title and location** — company, location, posting age, schedule type, salary chip, description and, critically, the `via` field naming which job board the listing came from.

Google for Jobs is not a job board. It is an aggregator that ingests structured job postings from LinkedIn, Indeed, Glassdoor, ZipRecruiter, company career pages and hundreds of smaller boards, and presents them in one list. That makes it the single broadest job surface available — one query reaches boards you would otherwise integrate individually — and the `via` field tells you where each listing actually lives.

$0.001 per delivered listing, up to 50 listings per run. Nothing delivered means nothing charged.

## How the Google Jobs API works

A job title, optionally a location, and the collector reads Google's jobs list from an exit in your chosen country and returns structured rows.

`via` is the field that changes how you use this. Because Google aggregates, the same role frequently appears from three different boards, and `via` is what lets you deduplicate deliberately — keep the canonical source, or keep the one that links to the company's own career page rather than to a board.

`extensions` carries the chips Google renders around a listing: posting age, employment type, salary hints, sometimes benefits. They are inconsistent across sources by nature, since Google is surfacing whatever each board published, and they arrive as-is rather than being forced into a schema they do not fit.

## Inputs

`query` is the job title and is required. `location` narrows geographically and is worth setting — an unlocated job query returns a national mixture. `country` and `lang` set the exit and locale together. `max_results` caps delivery; the cap here is lower than on the board-specific collectors because Google's jobs list is itself shallow.

- **query** (string, required) — e.g. "software engineer", "data analyst remote".
- **location** (string) — City / region, e.g. "New York, NY". Optional.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many listings to deliver at most (1–50). You pay only for delivered listings.

## What one listing looks like

One row per listing. `via` names the source board and is the most useful field for dedupe and for deciding which link to follow. `schedule_type` is full-time, part-time, contract and so on, where the source published it. `salary` is a display chip rather than a parsed range — Google surfaces whatever the origin board provided, so for structured pay data the [Indeed collector](https://quantumproxies.io/scraper-api/collectors/indeed-scraper-api) is the better source. `link` goes to the listing at its origin.

- **rank** (integer) — 1-based position.
- **title** (string) — Job title.
- **company** (string, nullable) — Employer.
- **location** (string, nullable) — Job location as shown.
- **via** (string, nullable) — Job board ("via LinkedIn").
- **description** (string, nullable) — Listing description snippet.
- **extensions** (string[]) — Badges: posting age, schedule, salary, benefits.
- **posted_at** (string, nullable) — Posting age chip ("2 days ago").
- **schedule_type** (string, nullable) — Full-time, Contractor…
- **salary** (string, nullable) — Salary chip when shown.
- **thumbnail** (string, nullable) — Company logo URL.
- **link** (string, nullable) — Listing link (board or Google Jobs).

## What the Google Jobs API costs

$0.001 per delivered listing ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 listings here. Volume tiers take up to 30% off.

$0.001 per delivered listing, $1 per 1,000. Because coverage per query is shallow — up to 50 listings — the cost of a broad market scan is dominated by the number of title-and-location combinations rather than by depth. Fifty combinations daily at 30 listings each is 1,500 rows, $1.50 a day.

Blocked pages and empty queries are never billed, and the free $2 monthly allowance covers about 2,000 listings.

## Google Jobs API vs Google's official offerings

There is no Google API that returns Google for Jobs listings. This is the point that sends people in circles, because Google has two adjacent products with confusingly similar names. Cloud Talent Solution — formerly the Cloud Jobs API — is a hosted job search engine you populate with *your own* listings; it does not read Google's aggregated results. And Google's guidance for appearing in Google for Jobs is about publishing `JobPosting` structured data on your own site so Google can ingest *you*.

Both are about supply. Neither reads the demand side. Google for Jobs is a search surface, and like Google's other verticals it has no public read API — which is why every option for collecting it, including this one, works by reading the public results.

## Versus scraping Google Jobs yourself

Google's jobs surface is one of the more awkward verticals to collect:

- **It is a widget, not a page.** Listings render inside an embedded panel with its own lazy-loading behaviour, which pushes naive scrapers to a browser immediately.
- **Locale coherence.** The exit country, the interface language and the location parameter all have to agree, or you collect a market nobody searched.
- **Interstitials.** Consent and challenge pages return HTTP 200 with no listings, which naive scrapers record as "no jobs available".
- **Inconsistent fields.** Every source board publishes different extensions, and forcing them into one rigid schema loses information.
- **Availability.** Google for Jobs is not enabled in every country, so an empty result can be a market fact rather than a bug.

## What people build with it

### Cross-board market scanning

One query reaches listings from many boards at once — the fastest way to size demand for a role without integrating each source.

### Source attribution

Aggregate `via` to see which boards actually carry hiring in your sector and market, then invest integration effort where it pays.

### Employer hiring signals

Company-level listing volume over time, drawn from a broader base than any single board provides.

### Feeding a job aggregator

Use this for discovery breadth, then the board-specific collectors for depth and structured salary on the roles that matter.

## Limits, reliability and the legal bit

Up to 50 listings per run — genuinely shallower than the board-specific collectors, because Google's own jobs list is shallow. Design for breadth: more title-and-location combinations rather than deeper paging. Runs parallelise up to your plan's rate limit, 60 requests/minute on pay-as-you-go up to 1,200 on the top tier. Google for Jobs is not available in every country; an empty result there is a fact about the market.

Legally: listings are public and aggregated by Google from public sources, and collecting public data is generally lawful in most jurisdictions, but Google's terms restrict automated access. Descriptions are the origin employer's copyrighted text. Not legal advice.

## FAQ

### Is there an official Google Jobs API?

No. Cloud Talent Solution is a hosted search engine for your own listings, and Google's structured-data guidance is about getting your postings ingested. Neither reads Google for Jobs results. There is no public read API for the vertical.

### Is there a free Google Jobs API?

There is a free allowance of $2 a month with no card, about 2,000 delivered listings at $0.001 each. No Google Cloud project or billing account is involved.

### How much does it cost?

$0.001 per delivered listing — $1 per 1,000 — with no subscription. Volume tiers take up to 30% off, and blocked pages and empty queries are never billed.

### What is the via field?

The job board the listing actually came from — LinkedIn, Indeed, a company career page, or a smaller board. Google aggregates, so the same role often appears from several sources; via is what lets you deduplicate deliberately and choose which link to follow.

### How many listings per run?

Up to 50, which is shallower than the board-specific collectors because Google's own jobs list is shallow. The right pattern is breadth — more title-and-location combinations — rather than deeper paging.

### Does it return structured salary?

It returns Google's salary chip as displayed, which is whatever the origin board published. For parsed minimum, maximum and period, the Indeed collector is the better source — it structures pay properly.

### Do I need a Google API key?

No. Your QuantumProxies key is the only credential — no Google Cloud project, no billing account, no quota.

## Related scrapers

- [LinkedIn jobs API](https://quantumproxies.io/scraper-api/collectors/linkedin-jobs-scraper-api) — Public LinkedIn job listings for a role and location.
- [Indeed jobs API](https://quantumproxies.io/scraper-api/collectors/indeed-scraper-api) — Indeed listings with structured salary ranges, per market.
- [Google News API](https://quantumproxies.io/scraper-api/collectors/google-news-scraper-api) — News articles for a topic in a country — title, source, date, snippet, link.
- [Google Shopping API](https://quantumproxies.io/scraper-api/collectors/google-shopping-scraper-api) — Shopping listings for a product query — price, seller, rating, product id.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google News API — $0.0005 per Article | QuantumProxies

Google News API: a topic and country return articles with source, publish date, snippet and image as typed rows. $0.0005 per delivered article.

## Google News API

**The Google News API returns news articles for a topic in a country** — title, link, source publication, publish date, snippet and image — paginated until you have as many as you asked for.

The reason to read Google News rather than a news API is coverage. Commercial news APIs index a curated set of publishers, typically in the low thousands and skewed toward English-language and larger outlets. Google News aggregates from tens of thousands of sources, including regional and non-English publications that curated indexes miss entirely. If your monitoring has to catch a story in a local paper before it reaches the nationals, breadth is the whole requirement.

$0.0005 per delivered article, up to 100 articles per run. Nothing delivered means nothing charged.

## How the Google News API works

A topic query plus a country and language go in; the collector reads Google's News vertical from an exit in that country and returns articles as rows, paginating until `max_results`.

Country and language do more here than in any other collector. Google News is genuinely per-market: the same query in the US, Italy and India returns different publications, different framing and different stories, because each edition indexes a different publisher set. Monitoring a global brand means running the same query per market rather than translating one result set.

`source` is the publication name as Google attributes it, which is what makes tier analysis possible — separating a national broadsheet from a content farm is most of the work in any media monitoring pipeline.

## Inputs

`query` is required. `country` and `lang` select the Google News edition and the proxy exit together — set both explicitly, since the edition determines which publishers exist in the index at all. `max_results` caps delivery and cost.

- **query** (string, required) — Topic or keywords, e.g. "electric vehicles".
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many articles to deliver at most (1–100). You pay only for delivered articles.

## What one article looks like

One row per article. `source` is the publication, `date` the publish time as Google reports it, and `description` the snippet — not the article body, which is the publisher's copyrighted text and is not fetched. `link` goes to the article at its origin. `image` is the thumbnail where one is shown. For the full text of an article you would use a scraping endpoint against the specific URL, subject to that publisher's terms.

- **rank** (integer) — 1-based position across pages.
- **title** (string) — Headline.
- **link** (string) — Article URL.
- **source** (string, nullable) — Publisher.
- **date** (string, nullable) — Publish date/age as shown.
- **description** (string, nullable) — Snippet.
- **image** (string, nullable) — Thumbnail URL.

## What the Google News API costs

$0.0005 per delivered article ($0.50 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 4,000 articles here. Volume tiers take up to 30% off.

$0.0005 per delivered article, 50 cents per 1,000. Monitoring 50 brand and topic queries across 5 markets daily at 30 articles each is 7,500 rows, $3.75 a day.

Blocked pages and queries with no coverage are never billed — and "no coverage" is a real finding in media monitoring rather than an error. The free $2 monthly allowance covers about 4,000 articles.

## Google News API vs the commercial news APIs

Google shut down its own News API years ago; what remains officially is RSS feeds, which are free, easy and genuinely useful for a handful of standing queries. They are also shallow — a fixed number of recent items per feed, no pagination, and no way to work back through a topic.

The commercial news APIs are the real alternatives and they offer things this does not: full article text under licence, historical archives going back years, sentiment scoring and entity extraction. If you need licensed full text or a five-year archive, buy one of those — this cannot substitute.

Where they lose is breadth and price. A curated index of a few thousand publishers misses the regional and non-English outlets that Google's aggregation covers, and subscriptions start where a lot of monitoring budgets end. For "tell me every article about this topic in these markets today", aggregation wins.

## Versus scraping Google News yourself

Google News is a heavily dynamic surface, which creates the usual problems in a slightly worse form:

- **Rendered layout.** The interface is JavaScript-driven, pushing naive scrapers to a browser and multiplying cost per article.
- **Redirect chains.** Article links route through Google redirectors and need resolving to the publisher URL to be useful.
- **Per-edition differences.** Each country edition renders differently, so one parser does not cover several markets.
- **Interstitials.** Consent pages on European exits return HTTP 200 with no articles.
- **Relative dates.** "4 hours ago" needs resolving against collection time consistently or your timeline is fiction.

## What people build with it

### Brand and reputation monitoring

Catch coverage as it appears, across markets, including the regional outlets a curated index would never carry.

### Competitive intelligence

Track competitor announcements, funding, launches and incidents from a broader base than a press-release feed.

### Market and sector research

Article volume per topic over time is a rough but honest attention signal, and `source` shows who is driving it.

### Grounding an LLM or agent

Dated, source-attributed headlines and snippets give a model current context it can cite instead of a training-set memory.

## Limits, reliability and the legal bit

Up to 100 articles per run with pagination handled internally. Broader coverage means more queries and more markets, parallel up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier. Snippets only; article bodies are not fetched.

Legally, this collector needs care about what you keep rather than what you collect. Headlines and short snippets are generally treated as permissible to index and quote, and collecting public data is generally lawful in most jurisdictions — but article text is the publisher's copyright, and several jurisdictions have specific press-publisher rights covering exactly this kind of aggregation. Analysing and linking is a very different posture from republishing. Google's terms also restrict automated access. Not legal advice.

## FAQ

### Is there a free Google News API?

Google discontinued its own News API; what remains officially is RSS feeds, which are free but shallow — a fixed number of recent items, no pagination, no way to work back through a topic. Here there is a free allowance of $2 a month with no card, about 4,000 delivered articles at $0.0005 each.

### Do I need a Google News API key?

No. Your QuantumProxies key is the only credential — no Google Cloud project, no billing account, no quota.

### How much does it cost?

$0.0005 per delivered article — 50 cents per 1,000 — with no subscription. Volume tiers take up to 30% off, and queries with no coverage are never billed, which matters because 'no coverage' is a genuine finding in media monitoring.

### Does it return the full article text?

No — title, source, date, snippet, image and link. Article bodies are the publisher's copyrighted text and are not fetched. For full text you would scrape the specific URL, subject to that publisher's terms, or licence it from a news API that sells it.

### How is it different from a commercial news API?

Coverage and price. Commercial APIs index a curated set of publishers — typically low thousands, skewed English-language — and offer licensed full text, archives and sentiment scoring. Google News aggregates tens of thousands of sources including regional and non-English outlets. If you need licensed full text or a multi-year archive, buy one of those; if you need breadth today, aggregation wins.

### Can I monitor news in other countries?

Yes, and you should run one query per market rather than translating results. Google News is genuinely per-edition: the same query in different countries returns different publications and different stories, because each edition indexes a different publisher set.

### How far back does it go?

It reads the current news vertical rather than an archive, so it is a monitoring tool rather than a historical research one. For deep archives, the licensed news APIs are the right product.

## Related scrapers

- [Google Shopping API](https://quantumproxies.io/scraper-api/collectors/google-shopping-scraper-api) — Shopping listings for a product query — price, seller, rating, product id.
- [Product offers API](https://quantumproxies.io/scraper-api/collectors/product-offers-api) — All seller offers for one Google Shopping product — seller, price, total, link.
- [Hotels API](https://quantumproxies.io/scraper-api/collectors/google-hotels-scraper-api) — Google Hotels properties for a city and dates — nightly price, total, rating, amenities.
- [Local business leads API](https://quantumproxies.io/scraper-api/collectors/local-business-leads-api) — Businesses for a keyword + location enriched with emails, phones and socials from their websites.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google Shopping API — $0.001 per Listing | QuantumProxies

Google Shopping API: a product query returns listings with price, seller, rating and Google product id as typed rows. $0.001 per delivered listing.

## Google Shopping API

**The Google Shopping API returns Google's shopping results for a product query as structured rows** — title, price and currency, seller, rating and review count, condition, a multiple-sources flag, the product link and Google's own `product_id`.

It answers a question no single retailer can: what is this product selling for, right now, across every merchant Google indexes in this country. The `product_id` is the hinge — feed it to the [Product offers API](https://quantumproxies.io/scraper-api/collectors/product-offers-api) and you get the full per-seller offer list for that product instead of the one price Google chose to surface.

$0.001 per delivered listing, up to 100 listings per run. Nothing delivered means nothing charged.

## How the Google Shopping API works

A query and a country go in; the collector runs the Shopping vertical from an exit in that country, paginates until it reaches `max_results` and returns each listing as a flat row.

The country matters more here than almost anywhere else. Google Shopping is a per-market surface: merchants, currencies, availability and even which products exist differ between the US and Germany. A US-exit request for a German price list returns a coherent-looking answer to the wrong question.

Two fields carry more information than their names suggest. `multiple_sources` tells you Google has clustered several merchants behind this entry, which is the signal that the Product offers collector will return something interesting. `tag` carries the badge Google renders — sale, price drop and similar — which is a cheap promotion detector.

## Inputs

`query` is required and should be the product as a shopper would type it, not a SKU. `country` selects the Shopping market and the proxy exit together; `lang` sets the interface language. `max_results` caps delivery, and since billing is per delivered listing it is also your budget control.

- **query** (string, required) — e.g. "wireless earbuds", "nike air max 90".
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many listings to deliver at most (1–100). You pay only for delivered listings.

## What one listing looks like

Each listing is a row with `price` as displayed and `price_value` as a number, plus explicit `currency` — worth keeping, because a cross-market comparison that assumes one currency is the most common way these datasets go wrong. `seller` is the merchant, `rating` and `reviews` are the product's, not the merchant's, and `product_id` is Google's identifier for the clustered product, which is what makes offer expansion possible.

- **rank** (integer) — 1-based position across pages.
- **title** (string) — Listing title.
- **link** (string, nullable) — Merchant / Google link.
- **product_link** (string, nullable) — Google Shopping product page.
- **product_id** (string, nullable) — Google product id parsed from product_link — input for Product offers.
- **price** (string, nullable) — Price as shown.
- **price_value** (number, nullable) — Numeric price.
- **currency** (string, nullable) — Currency code/symbol.
- **rating** (number, nullable) — Star rating.
- **reviews** (integer, nullable) — Review count.
- **seller** (string, nullable) — Merchant name.
- **multiple_sources** (boolean) — True when several merchants offer it.
- **condition** (string, nullable) — refurbished / used / open box when not new.
- **extensions** (string[]) — Badges (free shipping, returns…).
- **tag** (string, nullable) — Promo tag ("7% OFF").
- **image** (string, nullable) — Image URL.

## What the Google Shopping API costs

$0.001 per delivered listing ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 listings here. Volume tiers take up to 30% off.

$0.001 per delivered listing, $1 per 1,000. Monitoring 300 products daily at 20 listings each is 6,000 rows, $6 a day at list price, less on a volume tier.

The cost-efficient pattern is two-stage: use this collector wide to find which products and which merchants matter, then spend the more expensive Product offers call only on the handful where the full seller list changes a decision.

## Google Shopping API vs Google's own Content and Merchant APIs

Google's Content API for Shopping — and its successor, the Merchant API — are frequently the first result for this query and are almost never what people searching for it want. They are merchant-side tools: they let *you* upload and manage *your own* product feed. They do not let you read what other merchants are charging, which is the entire point of a shopping price comparison.

There is no official Google API that returns public Shopping search results. Google's Custom Search JSON API covers web results, not the Shopping vertical, and its index is a subset. That gap is why a scraping-based collector exists for this at all: the results are public, they are just not published through an API.

## Versus scraping Shopping yourself

Google Shopping is one of the harder public surfaces to collect reliably, and the difficulty is not the parsing:

- **Geo fidelity.** Results depend on the exit's country and the locale parameters agreeing. Get one wrong and you silently collect a different market.
- **Interstitials.** Sustained automated traffic to Google's verticals attracts consent walls and challenge pages long before an outright block, and both look like a successful HTTP 200 to a naive scraper.
- **Layout churn.** The Shopping surface changes shape more often than web search does, including which badges and merchant clusters render.
- **Currency handling.** Prices arrive as display strings in local formats; a comparison built on unparsed strings is not a comparison.

This collector handles the exits, the retries and the parsing; you get rows with an explicit currency and a stable schema.

## What people build with it

### Cross-merchant price comparison

One query returns what every indexed merchant charges, so you can build a comparison page or a repricing input without integrating with any of them.

### Repricing inputs

Track the lowest and median `price_value` per product per day and feed it to whatever sets your own prices.

### Market entry research

Run the same product query with a different `country` to see who competes, at what price, in a market you do not sell in yet.

### Promotion detection

The `tag` badge and a moving `price_value` together tell you when a competitor is running a genuine promotion rather than a permanent 'sale' price.

## Limits, reliability and the legal bit

Up to 100 listings per run with pagination handled internally. Broader coverage means more runs — per product, per country — each billed on delivery. Throughput follows your plan's rate limit, 60 requests/minute on pay-as-you-go up to 1,200 on the top tier.

Legally: shopping results are public search results, and collecting public data is generally lawful in most jurisdictions, but Google's terms restrict automated access and the analysis differs by country. Prices and merchant names are commercial data rather than personal data, which simplifies the privacy side but does not remove the terms question. Not legal advice.

## FAQ

### Is there a free Google Shopping API?

Not from Google for reading public Shopping results — its Content and Merchant APIs manage your own product feed rather than returning other merchants' prices. Here there is a free allowance of $2 a month with no card, about 2,000 delivered listings at $0.001 each.

### How much does the Google Shopping API cost?

$0.001 per delivered listing — $1 per 1,000 — with no subscription and no minimum. Volume tiers take up to 30% off, and GET /v1/scraper/collectors returns the exact price your key pays. Blocked pages and empty runs are never billed.

### Can I use it to search for a product's price across sellers?

Yes, in two steps. This collector returns the listings Google surfaces for the query, each with a product_id; passing that id to the Product offers collector returns the full per-seller offer list with totals, which is the proper cross-seller price comparison.

### Do I need a Google API key?

No. You authenticate with your QuantumProxies key. There is no Google Cloud project, no billing account and no Merchant Center relationship involved.

### Does it work outside the US?

Yes. Pass an ISO country code and the run uses a proxy exit in that country with matching locale parameters, so you get that market's merchants, currency and availability rather than a US page seen through a foreign IP.

### What is the product_id for?

It is Google's identifier for the clustered product. It is the key that turns one shopping listing into the complete list of sellers and totals via the Product offers collector — and it stays stable enough to use as a join key between runs.

### Is scraping Google Shopping legal?

Collecting publicly displayed search results is generally lawful in most jurisdictions and this is commercial rather than personal data, but Google's terms restrict automated access and the analysis differs by country. Take proper advice for your use case; this is not it.

## Related scrapers

- [Amazon search API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api) — Amazon search results for a keyword — ASIN, price, rating, reviews, image.
- [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) — Full detail for a list of ASINs — price, rating, availability, category.
- [eBay search API](https://quantumproxies.io/scraper-api/collectors/ebay-scraper-api) — eBay listings for a keyword — price, condition, format, shipping, seller location.
- [AliExpress search API](https://quantumproxies.io/scraper-api/collectors/aliexpress-scraper-api) — AliExpress listings — sale price, discount, orders, store and rating.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Product Offers API — All Sellers, One Product | QuantumProxies

Product offers API: one Google Shopping product returns every seller offer with price, total and link. $0.002 per delivered offer, failures never billed.

## Product offers API

**A price comparison API answers one question completely: for this exact product, what is every seller charging?** This collector opens a Google Shopping product page and delivers the per-seller offer list — seller, price, currency, the *total* including shipping where Google shows it, and the link to buy — plus the product's rating, review count and Google's typical price range.

It takes either a `product_id` from a [Google Shopping](https://quantumproxies.io/scraper-api/collectors/google-shopping-scraper-api) run, or a plain `query` that it resolves to the first shopping result for you. The second form is the convenient one for ad-hoc lookups; the first is the one you use in a pipeline, because an id is stable and a query is not.

$0.002 per delivered offer, up to 50 offers per run. Nothing delivered means nothing charged.

## How the product offers API works

Give it an id and it goes straight to that product's offer page. Give it a query and it resolves the query to a shopping result first, then does the same thing — one extra hop, no extra call on your side.

What comes back is the offer table as Google assembled it, one row per seller, ordered as shown. The field that earns its keep is `total_price`: the headline price and the delivered cost are frequently different sellers' idea of cheap, and a comparison built on `price_value` alone ranks the seller with the most aggressive shipping charge first. Where Google publishes a total, this collector keeps it separate rather than merging it.

Alongside the offers you get `product_rating`, `product_reviews` and `typical_prices` — Google's own sense of the normal range for this product, which is a useful sanity check against a single anomalous offer.

## Inputs

Either `product_id` or `query` — neither is individually required, but you need one of them. Use the id in anything scheduled: it is stable across runs, whereas a query can resolve to a different product when the catalogue shifts. `country` and `lang` set the market and the exit; `max_results` caps how many offers are delivered and therefore what you pay.

- **product_id** (string) — Google Shopping product id (from the Google Shopping collector).
- **query** (string) — Alternative to product_id: resolved to the first shopping result.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many offers to deliver at most (1–50). You pay only for delivered offers.

## What one offer looks like

One row per seller offer. `price_value` is the numeric item price and `total_price` is the delivered cost where Google exposes it — compare on the second if you want a comparison that reflects what a customer pays. `link` is the seller's own destination, so the row is directly actionable. The product-level fields (`product_title`, `product_rating`, `product_reviews`, `typical_prices`) repeat on every row, which keeps the output a flat table you can load straight into a warehouse without a join.

- **rank** (integer) — 1-based offer position.
- **seller** (string, nullable) — Merchant.
- **price** (string, nullable) — Price as shown.
- **price_value** (number, nullable) — Numeric price.
- **currency** (string, nullable) — Currency.
- **total_price** (string, nullable) — Total incl. shipping/tax when shown.
- **link** (string, nullable) — Offer link.
- **product_id** (string) — Google product id.
- **product_title** (string, nullable) — Product title.
- **product_rating** (number, nullable) — Product rating.
- **product_reviews** (integer, nullable) — Product review count.
- **typical_prices** (string, nullable) — Google's typical price range.

## What the Product offers API costs

$0.002 per delivered offer ($2 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 1,000 offers here. Volume tiers take up to 30% off.

$0.002 per delivered offer, $2 per 1,000 — twice the shopping-search rate, because an offer page is a second fetch and a heavier parse. Watching 100 products daily at roughly 12 offers each is around 1,200 offers a day, about $2.40 at list price, less on a volume tier.

That price difference is the reason to run this narrow. Use the Shopping collector to decide *which* products deserve a full seller list; use this one only on those. Products that return no offers cost nothing.

## Price comparison API vs affiliate price feeds

The commercial price-comparison APIs that dominate this search are mostly affiliate networks: they return offers from merchants who are in the network, with tracking links attached, because the business model is commission rather than data. That is genuinely useful if you are monetising outbound clicks. It is the wrong dataset for repricing or market research, because coverage is a function of who signed a contract, not of who sells the product.

Google has no public API for reading Shopping offers at all — the Content and Merchant APIs manage your own feed. So the realistic choice for full-market coverage is reading the public offer page, which is what this does. The trade is that you get every seller Google indexes and no affiliate commission, rather than a partial list with one attached.

## Versus building your own comparison scraper

Teams usually start by scraping five retailers directly and discover the problem is not the scraping, it is the matching:

- **Product identity.** Retailer A's title is not retailer B's title. Deciding two pages are the same product is a hard problem that Google has already solved for you and exposed as `product_id`.
- **Coverage decay.** Every new retailer is a new scraper. Google's cluster adds them without you doing anything.
- **Totals versus headline prices.** Shipping rules differ per retailer and per basket; the offer page's total is a far better comparable than anything you reconstruct.
- **Anti-bot on retail sites.** Individual retailers block aggressively, and each one differently.

One clustered offer page replaces N retailer scrapers and the matching logic between them.

## What people build with it

### Repricing

Take the minimum and median `total_price` per product per day as the input to your own pricing rules — delivered cost, not headline price.

### Building a comparison page

Every row already carries seller, price, total and a destination link, which is the whole payload a comparison listing needs.

### Distribution and MAP checks

Brands see who is actually selling their product and at what price. Sellers appearing outside your authorised list show up immediately.

### Sanity-checking a single price

`typical_prices` gives Google's own normal range, so an outlier offer can be flagged rather than acted on.

## Limits, reliability and the legal bit

Up to 50 offers per run, which comfortably covers the seller list for almost any consumer product. Products with no offers return empty and are not billed. Throughput follows your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier — so a nightly sweep over a few thousand products is a scheduling question, not a capacity one.

Legally: prices and merchant names are public commercial data, and collecting public data is generally lawful in most jurisdictions, but Google's terms restrict automated access and the position differs by country. This is not legal advice.

## FAQ

### Is there a free price comparison API?

The free options are almost all affiliate feeds, where coverage is limited to merchants in the network and links carry tracking. Here there is a free allowance rather than a free tier: $2 of usage a month with no card, about 1,000 delivered offers at $0.002 each.

### How much does it cost?

$0.002 per delivered offer — $2 per 1,000 — with no subscription. It is twice the Shopping search rate because an offer page is a second fetch and a heavier parse. Volume tiers take up to 30% off, and products that return no offers are not billed.

### Do I need a product id, or can I just pass a product name?

Either works. A query is resolved to its first shopping result automatically, which is convenient for ad-hoc lookups. For anything scheduled use product_id: ids are stable between runs, while a query can silently resolve to a different product as the catalogue shifts.

### Does it include shipping in the price?

Where Google publishes a delivered total, it comes back in total_price alongside the item price in price_value. Compare on the total if you want a ranking that reflects what a customer actually pays — headline-price comparisons systematically favour sellers with high shipping charges.

### How many sellers does one run return?

Up to 50 offers, which covers the full seller list for effectively any consumer product. You pay only for offers actually delivered.

### How is this different from the Google Shopping collector?

The Shopping collector answers 'what listings does this query return', one row per listing, at $0.001. This one answers 'who sells this exact product and for how much', one row per seller offer, at $0.002. The product_id from the first is the input to the second.

### Can I use it for retail price monitoring across countries?

Yes — pass a different country and the run uses an exit and locale for that market, returning that country's sellers and currency. Keep the currency field when comparing across markets rather than assuming one.

## Related scrapers

- [Amazon search API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api) — Amazon search results for a keyword — ASIN, price, rating, reviews, image.
- [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) — Full detail for a list of ASINs — price, rating, availability, category.
- [eBay search API](https://quantumproxies.io/scraper-api/collectors/ebay-scraper-api) — eBay listings for a keyword — price, condition, format, shipping, seller location.
- [AliExpress search API](https://quantumproxies.io/scraper-api/collectors/aliexpress-scraper-api) — AliExpress listings — sale price, discount, orders, store and rating.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google Hotels API — $0.002 per Property | QuantumProxies

Google Hotels API: a destination and dates return properties with nightly price, total, rating and amenities. $0.002 per delivered property.

## Google Hotels API

**The Google Hotels API returns property cards for a destination and a date range** — name, nightly price and the total for the stay, currency, rating and review count, property type, amenities, dates and a link.

Hotel pricing is not a property of a hotel; it is a property of a hotel *on given dates for a given occupancy*. That is why `check_in_date` and `check_out_date` are required rather than optional here, and why a hotel data source that returns "the price" without dates is answering a question nobody asked. Both the nightly rate and the stay total come back, because they diverge more often than they should.

$0.002 per delivered property, up to 50 propertys per run. Nothing delivered means nothing charged.

## How the Google Hotels API works

You send a destination, check-in and check-out dates, and optionally the number of adults and a currency. The collector queries Google Hotels from an exit in your chosen country and returns property cards as rows.

`currency` deserves an explicit value on every call. Hotel prices are quoted in whatever currency the visitor appears to want, so a series collected without pinning it drifts with exchange rates and looks like rate movement that never happened — the single most common defect in home-grown hotel price datasets.

`total_price` next to `price_value` is the other thing to keep. Taxes, resort fees and per-night versus per-stay quoting mean the nightly rate and the actual cost of the stay frequently tell different stories, and only one of them is what a guest pays.

## Inputs

`location`, `check_in_date` and `check_out_date` are all required — the dates are not optional because a price without dates is meaningless. `adults` sets occupancy, which changes both availability and rate. `currency` should always be set explicitly for comparable series. `country` and `lang` set the exit and locale; `max_results` caps delivery.

- **location** (string, required) — City / area, e.g. "Rome, Italy".
- **check_in_date** (string, required) — YYYY-MM-DD
- **check_out_date** (string, required) — YYYY-MM-DD (after check-in)
- **adults** (integer) — Guests (1–8).
- **currency** (string) — Price currency (USD, EUR…).
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many properties to deliver at most (1–50). You pay only for delivered properties.

## What one property looks like

One row per property. `price` is the display string, `price_value` the nightly number and `total_price` the cost for the whole stay — compare on the total when you care what a guest pays. `amenities` is the list Google shows, which is how you separate comparable properties from superficially similar ones. `property_type` distinguishes hotels from apartments and guesthouses. `check_in_date` and `check_out_date` are echoed onto every row, so a multi-date collection stays one flat table without you tracking which run produced which row.

- **rank** (integer) — 1-based position.
- **name** (string) — Property name.
- **price** (string, nullable) — Nightly price as shown.
- **price_value** (number, nullable) — Numeric nightly price.
- **currency** (string, nullable) — Currency.
- **total_price** (string, nullable) — Total for the stay as shown.
- **rating** (number, nullable) — Rating.
- **reviews** (integer, nullable) — Review count.
- **dates** (string, nullable) — Stay dates shown on the card.
- **property_type** (string, nullable) — Hotel, Apartment…
- **amenities** (string[]) — Amenity chips.
- **link** (string, nullable) — Property link.
- **thumbnail** (string, nullable) — Photo URL.
- **check_in_date** (string) — Echo of the request.
- **check_out_date** (string) — Echo of the request.

## What the Google Hotels API costs

$0.002 per delivered property ($2 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 1,000 propertys here. Volume tiers take up to 30% off.

$0.002 per delivered property, $2 per 1,000. Rate-shopping 20 destinations across 30 future dates at 30 properties each is 18,000 rows, $36 for a full forward-looking rate picture.

The cost driver in hotel data is never the property count — it is the date grid. Ten destinations across ninety days is nine hundred runs. Decide the date resolution deliberately: weekly sampling usually answers the question that daily sampling answers ten times more expensively.

## Google Hotels API vs the official travel APIs

Google's hotel products are all supply-side: Hotel Center and the Hotel Prices feed exist so that hotels and OTAs can *submit* their rates into Google, not so that anyone can read what others are charging. There is no public Google API returning hotel search results.

The demand-side alternatives are the GDS and aggregator APIs — Amadeus, Sabre, Travelport, and the OTA affiliate programmes. They are the professional route and they give you something scraping cannot: bookable inventory, contracted rates and the ability to actually complete a reservation. They also require commercial agreements, certification, and in most cases a demonstrated booking volume.

The split is clean. Building a booking product: use a GDS or an OTA API. Rate shopping, competitive benchmarking or revenue-management inputs: you need to see what the market is publicly quoting, and that is a search surface.

## Versus scraping hotel prices yourself

Travel is one of the most adversarial verticals on the public web, because scraping directly affects revenue management:

- **Heavy anti-bot.** OTAs and metasearch defend aggressively; challenge pages that return HTTP 200 are standard.
- **Price personalisation.** Rates vary by apparent location, device and session history, so an uncontrolled exit gives you a price nobody was quoted.
- **The date grid.** Coverage is destinations × dates × occupancies, and it grows multiplicatively — the reason most home-grown projects quietly reduce scope.
- **Currency drift.** Unpinned currency turns exchange-rate movement into apparent rate movement.
- **Total versus nightly.** Fees and taxes appear at different stages, and comparing the wrong number ranks the wrong hotel first.

## What people build with it

### Rate shopping and revenue management

What comparable properties quote for the same dates and occupancy — the direct input to a pricing decision.

### Competitive set benchmarking

Track a defined comp set over a forward date range to see who moves first on price and by how much.

### Travel market research

Rate and availability patterns by destination and season, at whatever date resolution you are willing to pay for.

### Price alerting

Watch a route or destination for a rate below a threshold, with the total rather than the headline nightly figure.

## Limits, reliability and the legal bit

Up to 50 properties per run for one destination-and-date combination. Coverage scales with the date grid rather than with the property cap, so plan the grid before the budget. Runs parallelise up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier. Rates are what Google displays publicly, not contracted or bookable inventory.

Legally: displayed prices are public commercial data and collecting public data is generally lawful in most jurisdictions, but Google's terms restrict automated access and travel operators defend their rate data energetically. Prices are not personal data, which simplifies the privacy question. Using competitor rates to coordinate pricing rather than to compete on it is a competition-law problem entirely separate from scraping. Not legal advice.

## FAQ

### Is there a free Google Hotels API?

Not from Google — Hotel Center and the Hotel Prices feed are supply-side products for submitting your rates, not for reading others'. Here there is a free allowance of $2 a month with no card, about 1,000 delivered properties at $0.002 each.

### Why are check-in and check-out dates required?

Because a hotel price only exists for specific dates and occupancy. A source that returns 'the price' of a hotel without dates is answering a question nobody asked — rates move with season, day of week, demand and length of stay.

### How much does it cost?

$0.002 per delivered property — $2 per 1,000 — with no subscription. The real cost driver is the date grid rather than the property count: ten destinations across ninety days is nine hundred runs, so choose your date resolution deliberately.

### Does it return bookable rates?

No. It returns what Google displays publicly, which is the right input for rate shopping and benchmarking but is not contracted inventory. To actually sell a room you need a GDS or OTA API with a commercial agreement behind it.

### Why does the total differ from the nightly price times the nights?

Taxes, resort fees and per-stay charges. Both numbers are returned precisely because they diverge — compare on total_price when the question is what a guest pays, and on price_value when the question is the headline rate.

### Should I set the currency?

Always, for anything you will compare over time. Hotel prices are quoted in whatever currency the visitor appears to want, so an unpinned series drifts with exchange rates and looks like rate movement that never happened.

### Can I track prices over time?

Yes — run the same destination and date combination on a schedule and diff the results. Every row echoes its check-in and check-out dates, so a multi-date collection stays one flat table without you tracking which run produced which row.

## Related scrapers

- [Google Flights API](https://quantumproxies.io/scraper-api/collectors/google-flights-scraper-api) — Flight itineraries between two airports — airline, times, stops, price, emissions.
- [Local business leads API](https://quantumproxies.io/scraper-api/collectors/local-business-leads-api) — Businesses for a keyword + location enriched with emails, phones and socials from their websites.
- [Site contacts API](https://quantumproxies.io/scraper-api/collectors/email-scraper-api) — Emails, phones, socials and postal addresses published on a website — one record per domain.
- [Company profile API](https://quantumproxies.io/scraper-api/collectors/company-data-api) — One structured company record from a domain — name, description, industry, HQ, socials, contacts, logo.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Lead Scraper API — Emails from Maps | QuantumProxies

Lead scraper API: a keyword and location return businesses enriched with emails, phones and socials from their own websites. $0.01 per delivered lead.

## Lead scraper API

**A lead scraper API turns a keyword and a location into contactable business records.** This one runs the Google Maps search for you, then visits each business's own website — homepage plus one contact or about page — and collects the emails, phone numbers and social profiles published there.

The two-step design exists because of a fact people discover the hard way: **Google Maps does not publish business emails**. No Maps scraper returns one, because the data is not on the listing. The email lives on the business's own website, which means someone has to go and read it. That second hop is what separates a directory from a lead list, and it is what you are paying $0.01 per delivered lead for.

$0.01 per delivered lead, up to 500 leads per run. Nothing delivered means nothing charged.

## How the lead scraper API works

Stage one is a Maps search for your keyword in your location, producing business records with name, category, rating, address, phone and website. Stage two takes each business that published a website and fetches its homepage plus one likely contact page, extracting emails, phone numbers and social profile links.

The crawl is bounded on purpose — two pages per business, not a full site crawl. That keeps the cost per lead predictable and avoids turning a lead run into an unbounded crawl of a thousand small business sites. It also means a contact buried five clicks deep will be missed, which is an honest trade rather than a defect.

`only_with_contacts` is the input that changes the economics: set it and rows without an email or phone are not delivered, so you are not billed for businesses you cannot contact. `site_status` and `source_pages` tell you what happened — whether the site was reachable and which pages the contacts came from, so a suspicious address can be traced back.

## Inputs

`query` and `location` are both required — it is a semantic search, not a URL list. `only_with_contacts` is the input worth setting for most lead work: it suppresses and un-bills rows with no email and no phone. `country` and `lang` set the exit and locale for the underlying Maps search. `max_results` caps delivery and, at a cent per lead, is a real budget control.

- **query** (string, required) — Business type, e.g. "dentist", "officina meccanica".
- **location** (string, required) — City / area, e.g. "Austin, TX".
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **only_with_contacts** (boolean) — Deliver only leads with at least one email or phone.
- **max_results** (integer) — How many leads to deliver at most (1–500). You pay only for delivered leads.

## What one lead looks like

One row per business. `emails`, `phones` and `socials` are arrays — a business often publishes several — while `phone` is the single number Maps listed, which is not always the same as what the website shows. `source_pages` records which URLs the contacts came from, so anything questionable can be verified rather than trusted. `site_status` distinguishes a business with no website from one whose website failed to load, which are different findings. `place_id` and `data_id` let you chain into the reviews collector for the same businesses.

- **rank** (integer) — 1-based position.
- **name** (string) — Business name.
- **category** (string, nullable) — Google category.
- **rating** (number, nullable) — Star rating.
- **reviews** (integer, nullable) — Review count.
- **address** (string, nullable) — Address.
- **phone** (string, nullable) — Phone from Google.
- **website** (string, nullable) — Website URL.
- **emails** (string[]) — Emails found on the site (mailto, JSON-LD, page text).
- **phones** (string[]) — Phones found on the site (tel: links) + Google phone.
- **socials** (object) — { facebook, instagram, linkedin, twitter, youtube, tiktok } URLs when found.
- **maps_url** (string, nullable) — Google Maps link.
- **place_id** (string, nullable) — Google place id.
- **data_id** (string, nullable) — Feature id.
- **source_pages** (string[]) — Website pages that were scanned.
- **site_status** (string) — scanned | no_website | unreachable | blocked

## What the Lead scraper API costs

$0.01 per delivered lead ($10 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 200 leads here. Volume tiers take up to 30% off.

$0.01 per delivered lead, $10 per 1,000 — the highest unit price in the catalogue outside company profiles, and for a straightforward reason: each lead is a Maps result *plus* two website fetches, so it is three fetches wearing one price.

A run of 500 dentists in a metro area is $5. With `only_with_contacts` enabled you pay only for the ones you can actually contact, which on most categories is a substantial share of the total. The free $2 monthly allowance covers about 200 leads.

## Lead scraper API vs buying a B2B contact database

The commercial contact databases are the real alternative here, and they are good at something this is not: mapping people to companies. If you need the marketing director's direct dial at a mid-size firm, that is what they sell, and no amount of website scraping substitutes for it.

The trade-offs run the other way for local business data. Those databases skew heavily toward companies with a professional-network footprint, which means small local businesses — the dentist, the plumber, the independent restaurant — are thinly covered or absent. Their records also age: a contact database is a snapshot of when the record was last verified, whereas a website read today shows the address the business is publishing today. And they price by seat and annual contract rather than per row.

The honest split: named decision-makers at larger companies, buy a database. Contactable local businesses in a category and city, collect them.

## Versus building your own lead pipeline

Teams usually build this in two weekends and maintain it for years. The parts that cost more than expected:

- **Two systems, not one.** A Maps scraper and a website crawler, with different failure modes, glued together.
- **Finding the contact page.** /contact, /about, /impressum, /kontakt, /contatti — it is locale-dependent, and guessing wrong means an empty result on a site that had the email all along.
- **Obfuscated emails.** Images, JavaScript assembly, `name [at] domain [dot] com`. Naive regex misses most of it and hallucinates some.
- **Unbounded crawls.** Without a page budget, one badly-linked site can consume an entire run.
- **Junk filtering.** Every site has example@, noreply@ and the web agency's own address in the footer.

If you only need the business list without contacts, the [Maps collector](https://quantumproxies.io/scraper-api/collectors/google-maps-scraper-api) at $0.001 is ten times cheaper — use it when you do not need the enrichment.

## What people build with it

### Local B2B prospecting

Every business in a category and city with an email or phone, ready for a sequenced outreach campaign — subject to the marketing law in your market.

### Agency and franchise territory research

Size an addressable market before committing to it: how many businesses, how many contactable, how many with a working website at all.

### Website audit prospecting

`site_status` surfaces businesses whose site is broken or missing — a qualified list for anyone selling web services.

### CRM enrichment

Match on name and address, then attach the emails and social profiles the business publishes itself.

## Limits, reliability and the legal bit

Up to 500 leads per run, which is lower than the search collectors because each lead involves three fetches. Website enrichment is bounded at homepage plus one contact page — a deeply buried contact will be missed. Businesses with no website return Maps data only, and `only_with_contacts` filters them out if you would rather not pay for them.

The legal position deserves real attention here, because collection and use are governed separately. Collecting publicly published business contacts is generally lawful in most jurisdictions. *Using* them for unsolicited marketing is governed by GDPR and PECR in Europe, CAN-SPAM in the US, CASL in Canada and their equivalents — and some of those, notably CASL and several EU implementations, require consent before you send anything. A sole trader's email is personal data even when it is on a business website. Get advice on the outreach, not just the collection; this is not it.

## FAQ

### Can I get emails from Google Maps?

Not from Maps itself — Google does not publish business emails on a listing, so no Maps scraper can return one. This collector gets them by doing the second step: it visits each business's own website, homepage plus one contact page, and extracts what is published there.

### Is there a free lead scraper API?

There is a free allowance of $2 a month with no card, about 200 delivered leads at $0.01 each — enough to test a category and a city before committing. Free lead scrapers on GitHub generally do the Maps half and leave the website enrichment, which is the expensive half, to you.

### How much does it cost?

$0.01 per delivered lead — $10 per 1,000. It is the most expensive unit outside company profiles because each lead is a Maps result plus two website fetches. Setting only_with_contacts means you pay only for businesses you can actually contact.

### What if a business has no website?

You still get the Maps record — name, category, rating, address and the phone number Google lists — with site_status explaining that there was no site to enrich. Enable only_with_contacts to suppress and un-bill rows with neither an email nor a phone.

### How accurate are the emails?

They are extracted from pages the business publishes, and source_pages records exactly which URL each one came from, so anything questionable can be verified. The bounded crawl — homepage plus one contact page — means a contact buried deep in a site will be missed rather than guessed at.

### Can I use these for cold email?

That depends on where you and the recipient are, and it is a separate question from whether collection was lawful. GDPR and PECR in Europe, CAN-SPAM in the US and CASL in Canada all govern unsolicited commercial messages, and some require consent before the first send. A sole trader's address is personal data even on a business site. Take proper advice before running a campaign.

### How is this different from the Google Maps collector?

The Maps collector returns the business listing at $0.001 per place — name, phone, website, rating, coordinates. This one adds the website enrichment step for emails, additional phones and social profiles, at $0.01. If you do not need contacts beyond the listed phone, the cheaper one is the right call.

## Related scrapers

- [Business directory API](https://quantumproxies.io/scraper-api/collectors/business-directory-api) — Businesses listed in Italian directories for a category and a place — the small ones Google misses.
- [Site contacts API](https://quantumproxies.io/scraper-api/collectors/email-scraper-api) — Emails, phones, socials and postal addresses published on a website — one record per domain.
- [Company profile API](https://quantumproxies.io/scraper-api/collectors/company-data-api) — One structured company record from a domain — name, description, industry, HQ, socials, contacts, logo.
- [SEC EDGAR filings API](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) — SEC filings — full-text search across all filings, or one company's filing history.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Email Scraper API — $0.02 per Site | QuantumProxies

Email scraper API: a domain returns every email, phone, social profile and postal address published on it. $0.02 per site, one record per domain.

## Email scraper API

**An email scraper API takes a domain and returns everything contactable that the site publishes about itself** — emails, phone numbers, social profiles and postal addresses — merged into one record per domain.

The word merged is the important one. It does not read the homepage and stop. For each domain it loads the homepage, follows the site's own links to contact, about and legal pages, falls back to the sitemap when those links are missing, and combines everything it finds across all of them: `mailto:` and `tel:` links, JSON-LD `Organization` and `LocalBusiness` blocks, and page text. One domain in, one complete record out.

$0.02 per delivered site, up to 200 sites per run. Nothing delivered means nothing charged.

## How the email scraper API works

Post an array of domains, up to 20 per run. Each one gets a bounded crawl: homepage first, then the contact-shaped pages discovered from the site's own navigation, with the sitemap as a fallback when a site has no obvious contact link. `max_pages` caps how far it goes.

Three extraction paths run in parallel on every page, and using all three is what separates a useful result from an empty one:

- **Link attributes.** `mailto:` and `tel:` hrefs are the highest-confidence source — they are machine-readable by design.
- **Structured data.** JSON-LD `Organization` and `LocalBusiness` blocks frequently carry contact points and postal addresses that never appear as visible text.
- **Page text.** The fallback, and the one that catches addresses written for humans rather than for parsers.

The German `/impressum` case is worth calling out: legally mandated disclosure pages in several European countries carry complete contact details, and a crawler that only looks for `/contact` misses them entirely.

## Inputs

`domains` is required: an array of domains or URLs. `max_pages` bounds the crawl per domain — the lever between coverage and cost, though the price is per site rather than per page, so a higher budget improves the result without changing the bill. `country` sets the exit region, which matters for sites that geo-vary their content. `max_results` caps how many domains the run processes.

- **domains** (array, required) — Domains or site URLs, one per line (max 20).
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_pages** (integer) — Homepage + up to N−1 contact-ish pages (1–8).
- **max_results** (integer) — How many sites to deliver at most (1–200). You pay only for delivered sites.

## What one site looks like

One record per domain, not one per contact. `emails`, `phones`, `socials` and `addresses` are arrays holding everything found across every page scanned. `contact_pages` lists the URLs that produced them and `pages_scanned` how many were read — together they make any result auditable rather than something you take on faith. `status` distinguishes a site with no published contacts from one that failed to load, which are different facts. `site_name` is the organisation name where the site declares one.

- **domain** (string) — Registrable host (no www).
- **url** (string) — Homepage URL fetched.
- **site_name** (string, nullable) — og:site_name / JSON-LD name / title.
- **emails** (string[]) — Distinct emails found.
- **phones** (string[]) — Distinct phone numbers found.
- **socials** (object) — { facebook, instagram, linkedin, twitter, youtube, tiktok } URLs.
- **addresses** (string[]) — Postal addresses from JSON-LD when present.
- **contact_pages** (string[]) — Contact/about pages that were scanned.
- **pages_scanned** (integer) — Pages fetched for this domain.
- **status** (string) — ok | unreachable | blocked

## What the Email scraper API costs

$0.02 per delivered site ($20 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 100 sites here. Volume tiers take up to 30% off.

$0.02 per site, $20 per 1,000 — the second-highest unit in the catalogue, and it is priced per *site* rather than per page or per contact. A domain that takes four page fetches costs the same as one that takes two, so raising `max_pages` improves coverage without increasing what you pay.

Enriching 1,000 domains is $20. The free $2 monthly allowance covers about 100 sites.

## Email scraper API vs email-finder services

The email-finder tools solve a different problem, and confusing the two wastes money. They answer "what is *this named person's* email at this company", usually by pattern inference plus verification against a database of previously seen addresses. That is genuinely hard and worth paying for when you need to reach a specific individual.

This answers "what contact details does this organisation publish". It finds `hello@`, `support@`, `sales@`, the switchboard number, the registered address — the front door rather than a named person. For local businesses, SMBs and any company without a public org chart, the front door is frequently the only door there is, and it is also the address the company chose to publish, which is a materially different consent posture from an inferred personal address.

They are complementary. Use this to find the organisation's published contacts; use a finder when you need to reach a specific person by name.

## Versus writing your own email extractor

A regex over a homepage takes ten minutes and gets you maybe a third of the contacts that are actually there. What is missing:

- **Contact pages are not at /contact.** /about, /impressum, /kontakt, /contatti, /legal, /support — locale- and CMS-dependent, and following the site's own links beats guessing paths.
- **Obfuscation.** Addresses rendered as images, assembled in JavaScript, or written as `name [at] domain [dot] com`. Naive regex misses them and sometimes invents them.
- **Structured data is ignored.** JSON-LD often carries a complete contact point that never appears in visible text.
- **Junk.** example@, noreply@, sentry keys, the web agency's own address in the footer, and image filenames that regex as emails.
- **Unbounded crawls.** Without a page budget, one badly-linked site eats the run.

## What people build with it

### B2B list enrichment

Attach published contact details to a list of domains you already hold, with `contact_pages` as the audit trail for each one.

### Partner and supplier research

Contact routes for organisations you need to reach, gathered from what they publish themselves.

### Compliance and due diligence

Registered addresses and legal-page contacts, particularly in jurisdictions with mandatory disclosure pages.

### Chained company enrichment

Pair with the [company profile collector](https://quantumproxies.io/scraper-api/collectors/company-data-api) for firmographics alongside the contact layer.

## Limits, reliability and the legal bit

Up to 200 domains per run, with the per-domain crawl bounded by `max_pages`. Contacts published only behind a form, or rendered as an image, will not be found — `pages_scanned` and `contact_pages` tell you what was actually read, so a thin result is explainable rather than mysterious.

Legally, separate the two questions. Collecting contact details a company publishes on its own website is generally lawful in most jurisdictions and is about as consent-adjacent as public data gets — the organisation chose to publish it. *Using* those addresses for unsolicited marketing is governed independently by GDPR and PECR in Europe, CAN-SPAM in the US and CASL in Canada, and some of those require consent before the first message. A named individual's work address (`firstname@`) is personal data even on a corporate site, in a way that `info@` largely is not. Get advice on the sending, not just the collecting. Not legal advice.

## FAQ

### Is there a free email scraper API?

There is a free allowance of $2 a month with no card, about 100 sites at $0.02 each. Free extractors on GitHub are usually a regex over the homepage, which finds a fraction of what a site actually publishes — the contacts are mostly on pages the homepage links to.

### How much does it cost?

$0.02 per site — $20 per 1,000 — priced per domain rather than per page or per contact. A site needing four page fetches costs the same as one needing two, so raising max_pages improves coverage without increasing the bill.

### How is it different from an email finder like Hunter?

Different questions. Finders answer 'what is this named person's address at this company', usually by pattern inference and verification. This answers 'what contact details does this organisation publish' — the front door rather than a named person. They complement each other rather than compete.

### Does it find emails hidden behind JavaScript or images?

It reads mailto: and tel: links, JSON-LD Organization and LocalBusiness blocks, and page text. Addresses assembled by client-side JavaScript at runtime or rendered as images are not recovered — and pages_scanned plus contact_pages tell you exactly what was read, so a thin result is explainable rather than a mystery.

### How many pages does it check per site?

As many as max_pages allows: the homepage first, then contact, about and legal pages found from the site's own links, with the sitemap as a fallback. Following the site's navigation beats guessing paths — contact pages live at /impressum, /kontakt and /contatti as often as at /contact.

### Can I use these addresses for cold email?

That is a separate question from whether collection was lawful, and the answer depends on where you and the recipient are. GDPR and PECR in Europe, CAN-SPAM in the US and CASL in Canada all govern unsolicited commercial messages, and some require consent before the first send. A named individual's address is personal data even on a corporate site. Take advice before running a campaign.

### What if a site has no contact details?

You get a record with empty arrays and a status explaining what happened, plus the list of pages that were scanned. That distinguishes 'this site publishes no contacts' from 'this site failed to load', which are different findings and should not look the same.

## Related scrapers

- [LinkedIn profile API](https://quantumproxies.io/scraper-api/collectors/linkedin-profile-scraper-api) — Public LinkedIn profile preview — name, headline, company, location.
- [LinkedIn company API](https://quantumproxies.io/scraper-api/collectors/linkedin-company-scraper-api) — Public LinkedIn company page — employees, followers, industry, HQ.
- [Company profile API](https://quantumproxies.io/scraper-api/collectors/company-data-api) — One structured company record from a domain — name, description, industry, HQ, socials, contacts, logo.
- [Business directory API](https://quantumproxies.io/scraper-api/collectors/business-directory-api) — Businesses listed in Italian directories for a category and a place — the small ones Google misses.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Company Data API — One Domain, One Profile | QuantumProxies

Company data API: a domain returns name, description, industry, founding year, HQ, socials, emails and logo as one structured profile. $0.03 per profile.

## Company data API

**A company data API turns a domain into one structured company record** — legal or brand name, tagline, description, logo, industry, founding year and headquarters, plus emails, phones, postal addresses and social profiles.

It builds the profile from the company's own website: the homepage and its about and contact pages, read for JSON-LD, page metadata and visible text, with an optional AI extraction pass for the fields that are stated in prose rather than marked up. One domain in, one profile out — which is why the cap is a single company per run and why this is the most expensive unit in the catalogue at $0.03.

$0.03 per delivered profile, up to 1 profiles per run. Nothing delivered means nothing charged.

## How the company data API works

Give it a domain. It loads the homepage and the about/contact pages, then assembles the profile from three layers, in order of confidence: structured data first (JSON-LD `Organization` blocks, OpenGraph and standard meta tags), then explicit patterns in the page, then — when `use_ai` is enabled — a language-model pass over the About text.

That last layer is opt-in for a reason, and the reason is honesty about provenance. Founding year, industry and headquarters are frequently stated in an About page as prose ("founded in Berlin in 2016 by two engineers") and never marked up anywhere a parser can reach. AI extraction reads that sentence. It is also the layer capable of being confidently wrong, so `ai_used` is returned on every record: you always know whether a field came from markup or from inference. `pages_used` lists the URLs the profile was built from.

## Inputs

`domain` is required and is the only identifier — no company name lookup, no fuzzy matching, because a domain is unambiguous and a name is not. `use_ai` enables the language-model extraction pass for fields stated in prose; leave it off if you want structured-data provenance only. `country` sets the exit region for sites that vary content geographically.

- **domain** (string, required) — Company domain or site URL.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **use_ai** (boolean) — Use the LLM to fill description, industry, founded and headquarters from the pages. Off = deterministic fields only.

## What one profile looks like

One record per domain. `name` is the legal or brand name as the site presents it and `tagline` its own one-line positioning — often the most useful single field for segmentation, because it is how the company chooses to describe itself rather than how a taxonomy files it. `industry`, `founded` and `headquarters` are the classic firmographics. `emails`, `phones`, `addresses` and `socials` carry the contact layer. `language` is the site's primary language, a decent proxy for its home market. `ai_used` and `pages_used` are the provenance fields — keep them.

- **domain** (string) — Registrable host.
- **url** (string) — Homepage URL fetched.
- **name** (string, nullable) — Company / brand name.
- **tagline** (string, nullable) — Short positioning line.
- **description** (string, nullable) — What the company does (meta description or AI).
- **logo** (string, nullable) — Logo URL (JSON-LD / og:image).
- **industry** (string, nullable) — Industry / sector (AI).
- **founded** (string, nullable) — Founding year (JSON-LD / AI).
- **headquarters** (string, nullable) — HQ city/country (JSON-LD / AI).
- **addresses** (string[]) — Postal addresses found.
- **emails** (string[]) — Emails found.
- **phones** (string[]) — Phones found.
- **socials** (object) — { facebook, instagram, linkedin, twitter, youtube, tiktok } URLs.
- **language** (string, nullable) — Site language.
- **pages_used** (string[]) — Pages fetched.
- **ai_used** (boolean) — Whether AI completion ran.

## What the Company data API costs

$0.03 per delivered profile ($30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 66 profiles here. Volume tiers take up to 30% off.

$0.03 per profile, $30 per 1,000 — the highest unit price here, because one profile is several page fetches plus an optional model call, delivered as a single assembled record.

Enriching 1,000 target accounts is $30, once. Compared with a firmographics subscription measured in thousands per year, the arithmetic only favours the subscription when you need coverage this cannot give — verified revenue, headcount, technographics, corporate hierarchy. The free $2 monthly allowance covers about 66 profiles.

## Company data API vs company registries and B2B databases

Two real alternatives, each better than this at something specific.

**Official registries** — Companies House in the UK, OpenCorporates as an aggregator, national business registers — hold authoritative legal data: registration number, incorporation date, officers, filings. That is the ground truth for compliance and KYC, and nothing scraped from a marketing site substitutes for it. What registries do not have is what the company actually does today: the legal name is often a holding entity, the registered address is often an accountant's office, and the SIC code was chosen at incorporation and never revisited.

**Commercial B2B databases** hold verified headcount, revenue estimates, technographics and hierarchy across millions of companies. They cost thousands a year, skew toward larger companies in major markets, and their records age between verification passes.

This sits between them: current, self-published positioning for any company with a website, at three cents. For legal facts use a registry; for verified financials use a database; for "what is this company, in its own words, right now" the website is the primary source.

## Versus building your own enrichment pipeline

Everyone builds this eventually, and the parts that take longer than planned:

- **About pages are unstructured by nature.** Founding year and headquarters are usually prose, not markup, which is exactly the case that resists rules and suits a model.
- **Structured data is inconsistent.** Some sites have complete JSON-LD `Organization` blocks; most have partial ones; many have none.
- **Page discovery.** /about, /company, /chi-siamo, /ueber-uns — locale- and CMS-dependent.
- **Merging across pages.** The name is in the header, the address in the footer, the founding year in a paragraph, the socials in a sidebar. One record has to reconcile all of it.
- **Provenance.** Once a model is in the loop, not tracking which fields it produced makes the whole record untrustworthy.

## What people build with it

### Account enrichment from domains

A list of domains becomes a list of companies with industry, size signals, location and contacts — the standard input to routing and scoring.

### Lead qualification and routing

`industry`, `headquarters` and `language` are enough to assign an inbound signup to the right territory and segment automatically.

### Investment and market research

Founding year and self-description across a sector map who is doing what, from the primary source rather than a stale taxonomy.

### Partner and vendor due diligence

A structured record from a company's own site, with `pages_used` as the evidence trail — pair it with a registry lookup for the legal facts.

## Limits, reliability and the legal bit

One company per run, by design: this is an assembled profile rather than a list. A domain list means one run each, parallel up to your plan's rate limit — 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier. Sites that are entirely client-side rendered, or that publish nothing about themselves, produce thin profiles; `pages_used` shows what was available.

When `use_ai` is on, treat inferred fields as inferred. `ai_used` exists so that a downstream system can weight them differently, and for anything consequential — compliance, contracts — a registry lookup is the correct check rather than a model's reading of an About page.

Legally: company information published on a company's own website is public and collecting it is generally lawful in most jurisdictions. Corporate data largely sits outside personal-data law, though a named founder or a sole trader's details do not. Marketing use of the collected contacts is governed separately by GDPR, PECR, CAN-SPAM and CASL. Not legal advice.

## FAQ

### Is there a free company data API?

OpenCorporates offers limited free access to registry data, and several national registers publish free lookups — those give authoritative legal facts rather than current commercial positioning. Here there is a free allowance of $2 a month with no card, about 66 profiles at $0.03 each.

### How much does it cost?

$0.03 per profile — $30 per 1,000 — the highest unit price in the catalogue, because one profile is several page fetches plus an optional model call assembled into a single record. Volume tiers take up to 30% off.

### Can I look a company up by name?

No — the input is a domain, deliberately. A domain is unambiguous; a company name is not, and name matching introduces exactly the class of silent error that makes an enrichment pipeline untrustworthy. If you only have names, resolve them to domains first with the search collector.

### What does use_ai actually do?

It enables a language-model pass over the About text for fields that are stated in prose rather than marked up — founding year, industry, headquarters. Those are frequently written as a sentence and never appear anywhere a parser can reach. The record always returns ai_used so you know whether a field came from markup or from inference.

### How accurate is the data?

It is as accurate as what the company publishes about itself, which is usually current and occasionally aspirational. Structured-data fields are high confidence; AI-extracted fields are inference and flagged as such. For legal facts — registration number, officers, incorporation date — use a company registry, which is the authoritative source.

### How does it compare to a B2B database?

Databases give verified headcount, revenue estimates, technographics and corporate hierarchy for thousands a year, with coverage skewed to larger companies in major markets and records that age between verification passes. This gives current self-published positioning for any company with a website, at three cents. They answer different questions.

### Can it do more than one company per run?

No — one domain per run, because the output is an assembled profile rather than a list. A domain list means one run each; they are independent, so they parallelise up to your plan's rate limit rather than queueing.

## Related scrapers

- [LinkedIn profile API](https://quantumproxies.io/scraper-api/collectors/linkedin-profile-scraper-api) — Public LinkedIn profile preview — name, headline, company, location.
- [LinkedIn company API](https://quantumproxies.io/scraper-api/collectors/linkedin-company-scraper-api) — Public LinkedIn company page — employees, followers, industry, HQ.
- [Site contacts API](https://quantumproxies.io/scraper-api/collectors/email-scraper-api) — Emails, phones, socials and postal addresses published on a website — one record per domain.
- [Business directory API](https://quantumproxies.io/scraper-api/collectors/business-directory-api) — Businesses listed in Italian directories for a category and a place — the small ones Google misses.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Business Directory API — $0.001 per Business | QuantumProxies

Business directory API: a category and a place return the listed businesses with address, phone and profile URL. $0.001 each — the small ones search misses.

## Business directory API

**A business directory API returns the companies a directory lists for a category in a place** — name, category, the printed address split into street, postal code, comune and province, every published phone number, the listing URL and the directory's own id.

It exists because search engines and map platforms answer a different question than the one a market dataset asks. They return what ranks or what is prominent; a directory returns what is *listed*. Measured on "autonoleggio Milano" on 2026-08-21: a web search returned ten results — Europcar, Noleggiare, Avis, Kayak, Autovia, Hertz, Enterprise, Sicily by Car, Uber, Budget — with no independent operator at all. Maps did better at 19 results, still around half chains. The same category on the directory returned Auto Zitra, Noli Autoservice, Car Driver Milano, Savalan Rent Car, Van4You and Rhaama Service. Those businesses rank for nothing, and that is precisely why they are missing everywhere else.

$0.001 per delivered business, up to 100 businesss per run. Nothing delivered means nothing charged.

## How the business directory API works

One POST carries a category and a place. The collector fetches that directory's listing through a residential exit in the country, parses each card into a typed row and returns them — around 25 businesses from a single page fetch, which is why a row costs a tenth of a cent.

Two parsing details are worth knowing because they are where home-grown versions go wrong:

- **The name is split across text nodes.** The directory wraps the last word of a business name in its own element so it can carry a badge. Reading to the first tag boundary returns "Via del" for a business called "Via del Campo".
- **Phones come from the card's phone element, never from its text.** Matching digit runs in the card body picks up VAT numbers and produces plausible-looking numbers that were never phone numbers.

Addresses arrive decomposed rather than as a string: `street`, `postal_code`, `city`, `province`. That is what makes the output joinable against records you already hold instead of a normalisation task waiting to happen.

## Inputs

`query` is the category as the directory files it — "autonoleggio", "idraulico", "dentista" — not a free-text description. `location` is a comune or a quartiere. `sources` selects the directories; Pagine Gialle is the default and Pagine Bianche is selectable but best-effort. `only_with_phone` drops and un-bills businesses with no published number.

- **query** (string, required) — What the businesses do, as the directory categorises it — e.g. "autonoleggio", "dentista", "idraulico".
- **location** (string, required) — Comune or quartiere — e.g. "Milano", "Milano Quartiere Affori", "Monza".
- **sources** (array) — Which directories to read (default paginegialle). Pagine Bianche is best-effort: it refuses repeated requests more often.
- **only_with_phone** (boolean) — Drop and do not bill businesses with no published phone number.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many businesses to deliver at most (1–100). You pay only for delivered businesses.

## What one business looks like

One row per business. `phones` holds every number on the listing while `phone` is the first — small operators often publish a landline and a mobile, and the mobile is usually the one answered. `source_id` is the directory's own identifier: use it as the dedup key, because the same business appears with and without its legal-form suffix across sources. `profile_url` is the listing itself, which is where you go for anything the card does not carry.

- **rank** (integer) — 1-based position in the merged result set.
- **name** (string) — Business name as listed.
- **category** (string, nullable) — The directory's own category for the business.
- **address** (string, nullable) — Full printed address.
- **street** (string, nullable) — Street and number.
- **postal_code** (string, nullable) — CAP.
- **city** (string, nullable) — Comune.
- **province** (string, nullable) — Two-letter province code.
- **phone** (string, nullable) — First published phone number.
- **phones** (string[]) — Every phone number on the listing.
- **description** (string, nullable) — Blurb the business published on the listing, when it has one.
- **profile_url** (string, nullable) — The directory page for this business.
- **source** (string) — Which directory delivered the row.
- **source_id** (string, nullable) — The directory's own id — a stable dedup key.

## What the Business directory API costs

$0.001 per delivered business ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 businesss here. Volume tiers take up to 30% off.

$0.001 per delivered business, $1 per 1,000 — the SERP price band rather than the per-fetch one, because a single listing fetch yields around 25 rows. Mapping a category across 50 comuni is roughly 1,250 businesses, so about $1.25.

A directory that refuses a request returns a note rather than an empty result set, and delivers nothing to bill. The free $2 monthly allowance covers about 2,000 businesses.

## Business directory API vs registries and map platforms

Company registries — the Registro Imprese, Companies House, OpenCorporates as an aggregator — hold the authoritative legal record: registration number, incorporation date, officers, filings. Use them for compliance and KYC, where nothing else will do. What they do not hold is what a business currently does or how to reach it: the registered address is frequently an accountant's office and the activity code was chosen once and never revisited.

Map platforms answer with what they have mapped, ranked by prominence, and cap a query well short of a full market. They are excellent for businesses with a maintained presence and structurally weaker for the ones without.

A directory answers the question as asked — list the businesses of this kind in this place — because that is the only thing it does. The three are complements: registry for legal facts, map for prominence and coordinates, directory for coverage.

## Versus scraping a directory yourself

The listing is plain server-rendered HTML, so a prototype is quick. What it runs into:

- **Split names.** The badge wrapper on the last word truncates every name read to the first tag boundary — and the failure is silent, because a truncated name still looks like a name.
- **Addresses that are not there.** Slicing the card markup before stripping it drops the address on the heavier paying listings, so coverage quietly degrades on exactly the businesses with the most detail.
- **Business names that start with a street type.** "Via del Campo" makes a naive address regex run from the name, through the rating, into the next street, and emit an address that does not exist.
- **Paging.** The "show more" control is an XHR; the deep page URLs answer with an empty body when requested directly.
- **Rate limits.** One directory served a single request during testing and refused the next ones from the same exit.

## What people build with it

### Market sizing that includes the long tail

Count the operators in a category across comuni and you have a denominator; a search-derived list gives you the advertisers instead.

### Local B2B prospecting

Name, address and a published phone for businesses that have no website to scrape — for small operators the phone is the contact route.

### Filling the gaps in a map-based dataset

Run the directory alongside the [lead scraper](https://quantumproxies.io/scraper-api/collectors/local-business-leads-api) and keep what Maps did not return; that collector can merge the two channels itself.

### Entity resolution

The printed name and address resolve businesses that map data leaves ambiguous, and the directory id makes the match stable across runs.

## Limits, coverage and the legal bit

One listing page per source, around 25 businesses. Paging is not offered rather than half-implemented: the deep pages refuse a direct request. Coverage grows by asking for more places — these directories are organised by comune and by quartiere — and rows carry the directory id so the same business de-duplicates cleanly across runs. Throughput follows your plan's rate limit: 60 requests/minute on pay-as-you-go, up to 1,200 on the top tier.

Coverage is Italian today: Pagine Gialle by default, Pagine Bianche selectable and best-effort.

Collecting publicly visible data is generally lawful in most jurisdictions, and a directory listing is published precisely so the business can be found. Most of what comes back is commercial rather than personal data, though a sole trader's name and number are personal data wherever they appear. Using the numbers for marketing is a separate question from collecting them: in Italy calls to numbers in public directories are governed by the Registro Pubblico delle Opposizioni, with GDPR and PECR on top. None of this is legal advice — get some for your actual campaign.

## FAQ

### Why not just use a search API?

Because search returns what ranks, and ranking tracks marketing effort rather than existence. On "autonoleggio Milano" a web search returned ten national chains and aggregators with no independents; the directory listing for the same category was mostly independents. Use search for the big players and the directory for the long tail.

### How many businesses does one run return?

Around 25 per source — one listing page. The show-more control is an XHR and the deep page URLs answer with an empty body on a direct request, so coverage comes from asking for more comuni or quartieri rather than from paging.

### Which directories are supported?

Pagine Gialle by default and Pagine Bianche on request. Pagine Bianche is best-effort: during testing it served one request and refused the following ones, so it is offered rather than relied on, and a refusal is reported as a note instead of a silent empty result.

### How much does it cost?

$0.001 per delivered business — $1 per 1,000 — with no subscription. It sits in the SERP price band because one fetch yields about 25 rows. Volume tiers take up to 30% off, and a directory that refuses a request delivers nothing to bill.

### Can I merge this with Google Maps results?

The lead scraper does it for you: enable its directories input and it merges both channels, de-duplicating on the normalised name with legal-form suffixes stripped, so "Autozitra" and "Autozitra srl" are not delivered twice. Every row carries a source field so you can tell which channel found it.

### Do the addresses come parsed?

Yes — street, postal code, comune and province as separate fields, not one string. That is what makes the output joinable against records you already hold rather than a normalisation job.

### Is scraping a business directory legal?

Collecting publicly visible listings is generally lawful in most jurisdictions, and a directory publishes them so businesses can be found. Using the contacts for unsolicited marketing is governed separately — in Italy by the Registro Pubblico delle Opposizioni for phone numbers, plus GDPR and PECR. Take proper advice before running a campaign.

## Related scrapers

- [Local business leads API](https://quantumproxies.io/scraper-api/collectors/local-business-leads-api) — Businesses for a keyword + location enriched with emails, phones and socials from their websites.
- [SEC EDGAR filings API](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) — SEC filings — full-text search across all filings, or one company's filing history.
- [DeFi TVL (DeFiLlama) API](https://quantumproxies.io/scraper-api/collectors/defillama-api) — Total value locked per blockchain — DeFiLlama data, keyless.
- [Wayback Machine snapshots API](https://quantumproxies.io/scraper-api/collectors/wayback-machine-api) — Archived snapshots of a URL or domain from the Internet Archive's CDX API.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# SEC EDGAR API — $0.0005 per filing | QuantumProxies

SEC EDGAR API: full-text search every filing, or pull one company's 10-K and 8-K history as typed rows with direct document links. $0.0005 per filing.

## SEC EDGAR API

**The SEC EDGAR API turns the US securities regulator's filing system into typed rows.** It runs in two modes from the same endpoint: pass a `query` to full-text search every filing ever submitted — 10-K, 8-K, S-1, the lot — or pass a `ticker` or `cik` to pull one company's recent filings back, each with the document URL already assembled.

EDGAR is free and public, so this is not about getting past a paywall. It is about the ritual around it: a per-second request cap tied to a descriptive `User-Agent`, the CIK zero-padding that trips up every first integration, and pagination — all handled, so a row arrives as company, form, filing date, description and a link rather than as raw JSON you still have to shape. Every request is fetched over our TLS tier through a rotating residential exit, so pulling a few thousand filings does not get your own IP throttled. If you also track on-chain capital, the [DeFiLlama API](https://quantumproxies.io/scraper-api/collectors/defillama-api) is the finance reader next door.

$0.0005 per delivered filing, up to 100 filings per run. Nothing delivered means nothing charged.

## How the SEC EDGAR API works

You choose a mode and post the input. There is no browser in the path — EDGAR serves JSON, so the run is a plain HTTP fetch parsed into a flat table.

- **Full-text mode.** A `query` searches the body of every filing and returns matches with `file_type`, `description` and the accession number. Add `forms` to pin it to a single form, e.g. `10-K`.
- **Company mode.** A `ticker` is resolved to its CIK for you (the zero-padding included), and you get that filer's submission history with `report_date` and the `is_xbrl` flag.
- **Direct links, not scraped bodies.** Each row carries a `url` that points straight at the filing document. This collector finds and indexes filings; it does not extract the financial statements inside them.

Runs of 30 filings or fewer return inline; larger pulls up to the 100-filing ceiling are queued and delivered when complete.

## Inputs

Everything is optional but you take one of two paths: a `query` for full-text search, or a `ticker`/`cik` for a single company; `forms` narrows either to one filing type and `max_results` caps the run at up to 100 filings.

- **query** (string) — Full-text search across all filings. Use this OR ticker/cik.
- **ticker** (string) — Company ticker — resolved to its CIK. Use with company mode.
- **cik** (string) — SEC Central Index Key (numeric). Alternative to ticker.
- **forms** (string) — Filter to a form type, e.g. 10-K, 8-K, S-1.
- **max_results** (integer) — How many filings to deliver at most (1–100). You pay only for delivered filings.

## What one filing looks like

Each filing is one row: `company`, `cik`, `form`, `filed_date` and a direct `url`, plus `report_date` and `is_xbrl` in company mode or `file_type` and `description` in search mode.

- **rank** (integer) — 1-based position.
- **company** (string, nullable) — Filer name.
- **cik** (string, nullable) — SEC CIK.
- **form** (string, nullable) — Form type (10-K, 8-K…).
- **filed_date** (string, nullable) — Filing date.
- **report_date** (string, nullable) — Period of report (company mode).
- **file_type** (string, nullable) — Document type (search mode).
- **description** (string, nullable) — Document description (search mode).
- **accession** (string, nullable) — Accession number.
- **is_xbrl** (boolean, nullable) — Whether the filing has XBRL data (company mode).
- **url** (string, nullable) — Direct link to the filing document.

## What the SEC EDGAR API costs

$0.0005 per delivered filing ($0.50 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 4,000 filings here. Volume tiers take up to 30% off.

$0.0005 per delivered filing — 50 cents per 1,000. Indexing a company's entire 8-K history or sweeping a keyword across a quarter of filings costs cents, and there is no subscription and no EDGAR-specific credential to buy.

A filing that cannot be resolved — a bad CIK, a ticker with no filings — is never billed, so an imperfect ticker list costs you coverage, not money.

## vs the EDGAR API directly

EDGAR's own endpoints are free and well-documented, and for a handful of lookups you should just call them. The friction shows up at volume and on day one. The rate limit is enforced against a `User-Agent` that must name you, and it is easy to get soft-blocked by omitting it; the submissions endpoint wants a ten-digit zero-padded CIK while everyone stores tickers; full-text search and submissions are two different response shapes you have to normalise yourself.

This collapses all of that into one call with one row shape across both modes, fetched through rotating exits so a bulk pull is not a single IP hammering the regulator. You trade a free-but-fiddly integration for a per-row bill and a schema that does not change under you.

## vs building your own EDGAR client

A self-built EDGAR client is a weekend to write and a long tail to maintain: back off correctly against the per-second cap, keep a ticker-to-CIK map current, reconcile the two response formats, and retry the timeouts. None of it is hard; all of it is yours forever.

Here the maintenance is on our side and the invoice only moves when rows arrive. If what you actually want is the raw network to run your own fetcher on, our [residential proxies](https://quantumproxies.io/residential-proxies) are the exits underneath this.

## What people build with it

### Track a company's filings

Pass a ticker in company mode on a schedule and diff the result: a new 8-K on a name you follow is often the event you were waiting for, arriving with its document link ready to open.

### Keyword surveillance across filings

Full-text search a phrase — a risk factor, a product name, a competitor — filtered to 10-K forms, and watch which filers start using it quarter over quarter.

### Build a filings index

Sweep the forms you care about into your own database keyed by accession number and CIK, then fetch the document bodies you flag on your own terms.

## Limits and honesty

One run returns up to 100 filings, and independent runs parallelise up to your plan's rate limit rather than queueing behind each other. The collector indexes filings and hands you the document `url`; it does not parse the filing body or extract XBRL financials — that is a deliberate line, because filing bodies are large and what most pipelines need first is the index.

EDGAR data is public-domain US government data, which makes this one of the cleaner sources to collect, but how you redistribute or characterise the filings is still your responsibility. This is not legal or financial advice.

## FAQ

### Is the SEC EDGAR API free?

EDGAR itself is free and public. Here there is a free monthly allowance of $2 of usage with no card — about 4,000 filings at $0.0005 each — after which it is pay-as-you-go with no subscription.

### Do I need an SEC EDGAR API key or a User-Agent?

You authenticate with your QuantumProxies key and nothing else. EDGAR's requirement for a descriptive User-Agent and its per-second rate limit are handled on our side, so there is no header to set and no account to register with the SEC.

### How much does it cost?

$0.0005 per delivered filing, 50 cents per 1,000, with no monthly fee. Filings that fail to resolve are not billed, and GET /v1/scraper/collectors returns the exact price your key pays after any volume discount.

### Can I use it from Python?

Yes. It is a plain HTTP endpoint that takes JSON and returns JSON, so any language works; from Python you POST the query or ticker and read back an array of typed filing rows — no SDK and no CIK zero-padding of your own.

## Related scrapers

- [DeFi TVL (DeFiLlama) API](https://quantumproxies.io/scraper-api/collectors/defillama-api) — Total value locked per blockchain — DeFiLlama data, keyless.
- [Crypto market data (CoinGecko) API](https://quantumproxies.io/scraper-api/collectors/crypto-market-data-api) — Live crypto market rows — price, market cap, volume, 24h range, supply.
- [Yahoo Finance market data API](https://quantumproxies.io/scraper-api/collectors/yahoo-finance-api) — Live quote + history for stocks, ETFs and indices — price, volume, day and 52-week range.
- [Exchange rates (Frankfurter/ECB) API](https://quantumproxies.io/scraper-api/collectors/exchange-rate-api) — Foreign-exchange rates from ECB reference data — one row per target currency.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# DeFiLlama API — $0.0003 per chain | QuantumProxies

DeFiLlama API: one typed row per blockchain with current TVL plus the CoinGecko and CMC ids to join on price, ranked or filtered. $0.0003 per delivered chain.

## DeFiLlama API

**The DeFiLlama API reads the total value locked of every blockchain DeFiLlama tracks and returns it as one row per chain.** Each row is the chain name, its current TVL in US dollars, the native token symbol, and — the part that makes it useful downstream — the CoinGecko and CoinMarketCap ids you join against to attach a price.

It reads DeFiLlama's free public chains surface, ranked by TVL, or filtered to just the chains you name. This is deliberately the chain-level view: DeFiLlama keeps historical series and the full protocol-by-protocol breakdown behind a paid Pro key, and this does not pretend to reach them. Every call is a keyless HTTP fetch carried over our TLS tier through a residential exit, so polling it on a schedule never leans on your own IP. For the traditional-finance side of the same dashboard, the [SEC EDGAR API](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) sits beside it.

$0.0003 per delivered chain, up to 200 chains per run. Nothing delivered means nothing charged.

## How the DeFiLlama API works

This is the simplest collector we run: one request to DeFiLlama's `/v2/chains` endpoint, parsed into a sorted table. There is no browser, no key and no pagination to manage.

- **Leave `chains` empty** and you get every tracked chain ranked by TVL, up to the 200-row ceiling — which in practice is effectively the whole list.
- **Name specific chains** — `["Ethereum", "Solana", "Arbitrum"]` — and you get just those, still with their join ids attached.
- **Join on the ids.** `gecko_id` and `cmc_id` are there precisely so you can line TVL up against price from your own market-data source without fuzzy name matching.

Every run returns inline — there is no queue for this one — so it slots cleanly into a cron job or a dashboard refresh.

## Inputs

Both inputs are optional: `chains` filters to a named list (leave it empty for all chains ranked by TVL), and `max_results` caps the run at up to 200 chains.

- **chains** (array) — Filter to specific chains (Ethereum, Solana…). Empty = all, ranked by TVL.
- **max_results** (integer) — How many chains to deliver at most (1–200). You pay only for delivered chains.

## What one chain looks like

Each chain is one row: `rank` by TVL, `chain`, `tvl` in US dollars, the `token_symbol`, the EVM `chain_id` where one applies, and the `gecko_id` and `cmc_id` join keys.

- **rank** (integer) — TVL rank.
- **chain** (string) — Blockchain name.
- **tvl** (integer) — Total value locked, USD.
- **token_symbol** (string, nullable) — Native token symbol.
- **chain_id** (integer, nullable) — EVM chain id when applicable.
- **gecko_id** (string, nullable) — CoinGecko id (join key).
- **cmc_id** (string, nullable) — CoinMarketCap id.

## What the DeFiLlama API costs

$0.0003 per delivered chain ($0.30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 6,666 chains here. Volume tiers take up to 30% off.

$0.0003 per delivered chain — 30 cents per 1,000 rows. Because the whole tracked universe is a couple of hundred chains, a full snapshot is a fraction of a cent; the cost only becomes real if you store a snapshot every few minutes for a long time, and even then it is rounding error.

There is no subscription and no DeFiLlama Pro key involved, and a chain name that does not resolve is simply not returned or billed.

## vs the DeFiLlama Pro API

DeFiLlama's own free endpoints are generous, and if you only ever need a live TVL number you can call `/v2/chains` yourself. Their paid Pro API is where history, per-protocol TVL, yields and higher rate limits live — a different product for a different job.

This collector sits on the free chain surface and does one thing well: hand you every chain's current TVL as clean, join-ready rows under one bill and one API key shared with every other collector you use. It is not a route around Pro — if you need historical series or protocol-level data, Pro is the correct tool and we say so plainly.

## vs fetching the endpoint yourself

Fetching one public JSON endpoint is genuinely a one-liner, so the honest pitch here is narrow. What you get by routing it through us is uniformity: the same typed-row shape, the same failed-rows-never-billed accounting and the same key as the twenty other sources in your pipeline, plus a residential exit under the request so a tight polling loop is not your own address knocking repeatedly.

If DeFiLlama is the only source you touch, calling it directly is fine. The value shows up once it is one reader among many. The [residential proxies](https://quantumproxies.io/residential-proxies) that carry it are available on their own, too.

## What people build with it

### Rank chains by capital

Pull the full list ranked by TVL for a leaderboard or a market-overview panel, refreshed as often as your dashboard repaints.

### Join TVL to price

Use gecko_id or cmc_id to attach a live token price to each chain's TVL from your own market-data feed, without matching on chain names by hand.

### Watch a shortlist

Filter to the handful of chains you actually deploy on and store their TVL over time to see capital rotate between them.

## Limits and honesty

This is chain-level TVL and nothing more. There is no historical series here, no per-protocol split and no yield data — DeFiLlama gates those behind Pro, and this collector reads only the free chains endpoint. The 200-row cap comfortably covers the entire tracked set, so it is a safety belt rather than a real constraint.

TVL figures are DeFiLlama's own estimates and inherit their methodology and revisions; treat them as the source's view, not an audited ledger. Nothing here is financial advice.

## FAQ

### Is the DeFiLlama API free?

DeFiLlama's chains endpoint is free and keyless, and here it falls under the $2-a-month free allowance — roughly 6,600 chain rows at $0.0003 each — before pay-as-you-go kicks in with no subscription.

### Do I need a DeFiLlama Pro API key?

No. This reads the free public chains surface, so there is no Pro key and no DeFiLlama account — you authenticate only with your QuantumProxies key. If you need history or per-protocol data, that genuinely does require DeFiLlama Pro, which this collector does not cover.

### How much does it cost?

$0.0003 per delivered chain, 30 cents per 1,000, with no monthly fee. A full snapshot of every tracked chain costs a fraction of a cent, and GET /v1/scraper/collectors reports the price your key pays.

### Can I get historical TVL or per-protocol data?

Not from this collector. It returns each chain's current TVL only. Historical time series and protocol-level breakdowns are Pro-gated on DeFiLlama's side, and we do not claim to deliver them here.

## Related scrapers

- [SEC EDGAR filings API](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) — SEC filings — full-text search across all filings, or one company's filing history.
- [Crypto market data (CoinGecko) API](https://quantumproxies.io/scraper-api/collectors/crypto-market-data-api) — Live crypto market rows — price, market cap, volume, 24h range, supply.
- [Yahoo Finance market data API](https://quantumproxies.io/scraper-api/collectors/yahoo-finance-api) — Live quote + history for stocks, ETFs and indices — price, volume, day and 52-week range.
- [Exchange rates (Frankfurter/ECB) API](https://quantumproxies.io/scraper-api/collectors/exchange-rate-api) — Foreign-exchange rates from ECB reference data — one row per target currency.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Wayback Machine API — $0.0003 per snapshot | QuantumProxies

Wayback Machine API: list every archived snapshot of a URL or whole domain from the Internet Archive CDX server as typed rows. $0.0003 per delivered snapshot.

## Wayback Machine API

**The Wayback Machine API lists the archived captures the Internet Archive holds for a URL — or, with one flag, for an entire domain.** It reads the Archive's CDX server and returns one row per snapshot: the capture timestamp raw and as ISO, the original URL, the MIME type, the HTTP status at capture, the content digest, the byte length and the playback link.

The input field is `target` — a single page, or a domain when you set `match_prefix` — and you can bound it to a date range with `from` and `to`. Near-identical captures are collapsed by their content digest, so a page archived nightly but rarely changed does not drown the result in duplicates. It returns the index of what was captured, with a `snapshot_url` to open the archived copy; it does not return the archived page's contents. Every lookup rides our TLS tier through a rotating residential exit. Its OSINT companion is the [certificate transparency API](https://quantumproxies.io/scraper-api/collectors/certificate-transparency-api).

$0.0003 per delivered snapshot, up to 1,000 snapshots per run. Nothing delivered means nothing charged.

## How the Wayback Machine API works

You post a `target` and the collector queries the CDX server, then flattens the response into a table ordered oldest-first. No browser is involved — CDX is a plain index service.

- **One page or a whole domain.** By default `target` matches that exact URL. Set `match_prefix` to `true` and it matches every path under the domain instead — the difference between one page's history and a site's whole archived footprint.
- **Bounded by date.** `from` and `to` take `YYYYMMDD` and trim the window, which matters when a long-lived domain has tens of thousands of captures.
- **De-duplicated by digest.** Captures with an identical content digest are collapsed, so what you get is meaningfully distinct versions rather than every nightly re-crawl.

Runs up to 100 snapshots return inline; larger sweeps, up to the 1,000-snapshot ceiling, are queued and delivered on completion.

## Inputs

`target` is the only required input — a page URL, or a domain when `match_prefix` is set; `from` and `to` bound the capture dates and `max_results` caps the run at up to 1,000 snapshots.

- **target** (string, required) — A page URL or a domain to look up snapshots for.
- **match_prefix** (boolean) — Match every URL under this path/domain, not just the exact URL.
- **from** (string) — Earliest capture, YYYYMMDD (or a longer timestamp).
- **to** (string) — Latest capture, YYYYMMDD.
- **max_results** (integer) — How many snapshots to deliver at most (1–1000). You pay only for delivered snapshots.

## What one snapshot looks like

Each capture is one row: `timestamp` and ISO `captured_at`, the `original_url`, `mimetype`, `status_code`, content `digest`, byte `length` and the `snapshot_url` that plays the archived copy back.

- **rank** (integer) — 1-based position (oldest first).
- **timestamp** (string) — Capture timestamp (yyyymmddhhmmss).
- **captured_at** (string, nullable) — Capture time (ISO 8601).
- **original_url** (string, nullable) — The URL as archived.
- **mimetype** (string, nullable) — Captured MIME type.
- **status_code** (string, nullable) — HTTP status at capture.
- **digest** (string, nullable) — Content digest.
- **length** (integer, nullable) — Capture size in bytes.
- **snapshot_url** (string, nullable) — Wayback playback URL.

## What the Wayback Machine API costs

$0.0003 per delivered snapshot ($0.30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 6,666 snapshots here. Volume tiers take up to 30% off.

$0.0003 per delivered snapshot — 30 cents per 1,000 rows. Mapping a single page's revision history is a fraction of a cent; enumerating a large domain's entire archived footprint across two decades is still well under a dollar.

A `target` the Archive has never captured simply returns no rows, and nothing you are not delivered is billed.

## vs the CDX server directly

The Internet Archive's CDX API is free and open, and for a one-off you can query it directly. Its quirks are the reason a wrapper earns its keep: the response is space-separated CDX lines, not JSON; collapsing duplicates by digest is a parameter you have to know to add; timestamps come in the Archive's own `yyyymmddhhmmss` format; and the endpoint gets slow and rate-sensitive on large prefix queries.

This returns typed JSON rows with the ISO timestamp already computed and digests already collapsed, fetched through rotating exits so a heavy prefix sweep is not your single IP waiting on a throttled endpoint. The Archive is a nonprofit — running big jobs politely through distributed exits is also just good manners.

## vs scripting CDX yourself

A CDX script is easy until the domain is big. Then you meet the real work: paging through very large result sets, parsing the plain-text format, remembering the collapse flag, converting timestamps, and backing off when the endpoint slows under load. It is all doable and all ongoing.

Handing it over gives you a stable row schema and a bill that only counts delivered snapshots. If you would rather keep your own fetcher and just want clean, rotating exits beneath it, that is what our [residential proxies](https://quantumproxies.io/residential-proxies) are.

## What people build with it

### Reconstruct a page's history

List every distinct capture of one URL to see when it changed, what MIME type it served and what status it returned — the timeline behind a single page.

### Map a domain's archived footprint

Set match_prefix and enumerate every archived path under a domain, a fast way to find old pages, retired sections and URLs that no longer resolve live.

### OSINT and due diligence

Pull the capture record for a target domain over a date range to establish what it published and when, with a playback link for each snapshot.

## Limits and honesty

This returns the *index* of captures and a playback URL for each; it does not return the archived HTML itself — you follow `snapshot_url` for that. Coverage is whatever the Internet Archive actually captured, which is uneven: some pages are archived nightly, others never, and the collector cannot show a snapshot that was never taken. The digest-collapse means you see distinct versions, not raw crawl frequency.

One run caps at 1,000 snapshots; larger domains are more runs against narrower date windows. Archived material remains subject to its original copyright — the Archive holding a copy does not change who owns it.

## FAQ

### Is the Wayback Machine API free?

The Internet Archive's CDX server is free to query. Here small usage falls under the $2-a-month free allowance — around 6,600 snapshots at $0.0003 each — then pay-as-you-go with no subscription.

### Do I need a Wayback Machine API key?

No. The CDX server is keyless, and you authenticate only with your QuantumProxies key. There is no Internet Archive account or token to obtain.

### What is the input — a URL or a domain?

The field is target. Pass a single page URL for that page's captures, or a bare domain with match_prefix set to true to enumerate every archived path under it.

### Does it return the archived page content?

No. It returns the capture index — timestamps, status, MIME type, digest, length — and a snapshot_url for each. To read an archived page, follow its snapshot_url; this collector finds the snapshots rather than downloading them.

## Related scrapers

- [Certificate Transparency (subdomains) API](https://quantumproxies.io/scraper-api/collectors/certificate-transparency-api) — Subdomains and issued certificates for a domain, from CT logs — the OSINT subdomain finder.
- [CVE vulnerabilities (NVD) API](https://quantumproxies.io/scraper-api/collectors/cve-api) — Vulnerabilities from the NIST NVD — CVE id, description, CVSS score, severity, CWE.
- [WHOIS / RDAP domain lookup API](https://quantumproxies.io/scraper-api/collectors/whois-api) — Domain registration data over RDAP — registrar, dates, status, nameservers.
- [DNS records API](https://quantumproxies.io/scraper-api/collectors/dns-lookup-api) — DNS lookups over DoH — A, AAAA, MX, TXT, NS and more, one row per record.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Clinical trials API — $0.0005 per study | QuantumProxies

Clinical trials API: search ClinicalTrials.gov v2 and get flat rows — status, phase, conditions, interventions, sponsor, dates. $0.0005 per delivered study.

## Clinical trials API

**The clinical trials API searches ClinicalTrials.gov — the US NIH registry — and flattens each study's deeply-nested record into a single row.** One study becomes its NCT id, brief title, recruitment status, phase, study type, the conditions and interventions as lists, the lead sponsor, planned enrollment, start and completion dates, whether results are posted, and the study URL.

You filter by free-text `query`, by `condition`, by recruitment `status`, or any combination. The registry's v2 API returns richly nested JSON modules; the value here is that they arrive already flattened into typed columns you can load straight into a dataframe. Each search is fetched over our TLS tier through a residential exit — no browser, one uniform row shape. Sponsor and condition strings can be normalised to stable identifiers with the [Wikidata API](https://quantumproxies.io/scraper-api/collectors/wikidata-api) alongside it.

$0.0005 per delivered study, up to 200 studys per run. Nothing delivered means nothing charged.

## How the clinical trials API works

You post one or more filters and the collector queries the ClinicalTrials.gov v2 endpoint, then unpacks each study's protocol modules into a flat row. There is no browser and no key in the path.

- **Three filters, combinable.** `query` is free text across the record — a drug, a disease, a sponsor — while `condition` restricts to a medical condition and `status` to a recruitment state such as `RECRUITING` or `COMPLETED`.
- **Nested modules, flattened.** Phases, conditions and interventions live in separate nested structures in the raw API; here they arrive as clean list columns (`phases`, `conditions`, `interventions`) on one row.
- **Registry metadata, not outcomes.** `has_results` tells you whether results are posted; the collector returns the study record and its URL, not the results tables themselves.

Runs of 30 studies or fewer return inline; larger pulls up to the 200-study ceiling are queued and returned on completion.

## Inputs

All three filters are optional and combine: `query` for free text, `condition` for a medical condition and `status` for a recruitment state; `max_results` caps the run at up to 200 studies.

- **query** (string) — Free-text search term (drug, disease, sponsor…).
- **condition** (string) — Restrict to a medical condition.
- **status** (string) — Recruitment status filter.
- **max_results** (integer) — How many studies to deliver at most (1–200). You pay only for delivered studies.

## What one study looks like

Each study is one row: `nct_id`, `title`, `status`, `phases`, `study_type`, `conditions` and `interventions` as lists, `sponsor`, `enrollment`, `start_date`, `completion_date`, the `has_results` flag and the study `url`.

- **rank** (integer) — 1-based position.
- **nct_id** (string) — ClinicalTrials.gov NCT id.
- **title** (string, nullable) — Brief title.
- **status** (string, nullable) — Overall recruitment status.
- **phases** (string[]) — Trial phase(s).
- **study_type** (string, nullable) — Interventional, Observational…
- **conditions** (string[]) — Conditions studied.
- **interventions** (string[]) — Interventions/treatments.
- **sponsor** (string, nullable) — Lead sponsor.
- **enrollment** (integer, nullable) — Planned/actual enrollment.
- **start_date** (string, nullable) — Study start date.
- **completion_date** (string, nullable) — Study completion date.
- **has_results** (boolean) — Whether results are posted.
- **url** (string) — Study page URL.

## What the Clinical trials API costs

$0.0005 per delivered study ($0.50 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 4,000 studys here. Volume tiers take up to 30% off.

$0.0005 per delivered study — 50 cents per 1,000 rows. Sweeping every recruiting trial for a condition, or snapshotting a therapeutic area to track quarter over quarter, costs cents rather than a data-licence negotiation.

Searches that match nothing return no rows and cost nothing, so an over-specific filter wastes a query, not money.

## vs the ClinicalTrials.gov v2 API

ClinicalTrials.gov's v2 API is free, keyless and genuinely good — the friction is its shape, not its access. Each study is a tree of protocol modules (identification, status, design, arms, sponsor) and the fields most analyses want are scattered across them, so every consumer writes the same flattening code and handles the same pagination.

This collector is that flattening, done once and kept current, returning a stable columnar row instead of a nested document. It is not a route around anything the registry restricts — the registry restricts nothing — it is the difference between raw modules and a table you can query, delivered through rotating exits so bulk pulls stay smooth.

## vs parsing the registry yourself

A first ClinicalTrials.gov integration is quick; a robust one absorbs the edge cases. Studies omit fields, phases come as arrays that are sometimes empty, interventions nest differently across study types, and the v2 pagination has to be walked correctly to avoid silent truncation. Every team that reads this registry rebuilds the same normaliser.

Using the collector means that normaliser is ours to maintain and your bill tracks delivered studies. If you would rather own the fetch and only need reliable network exits under it, our [residential proxies](https://quantumproxies.io/residential-proxies) are that layer.

## What people build with it

### Competitive and pipeline intelligence

Track every trial naming a drug, target or sponsor and watch new studies, status changes and phase progression across a therapeutic area over time.

### Patient recruitment and site selection

Filter to RECRUITING studies for a condition to see who is enrolling, at what planned size and on what timeline, sponsor and dates included.

### Systematic reviews and research

Pull a clean, columnar set of studies for a condition — NCT ids, phases, enrollment and result flags — as a reproducible starting corpus rather than hand-scraped records.

## Limits and honesty

This returns the registry's study-level record, not trial results data: `has_results` is a flag, and detailed outcome measures, adverse-event tables and full protocols are not flattened into the row — follow the study `url` for those. Coverage and accuracy are exactly what sponsors registered with ClinicalTrials.gov, which is US-centric and self-reported; the registry does not include everything running elsewhere in the world.

One run caps at 200 studies; broader areas are more runs across narrower filters. This is public registry data for research and intelligence, and it is not medical advice.

## FAQ

### Is the clinical trials API free?

ClinicalTrials.gov's v2 API is free and keyless. Here light use falls under the $2-a-month free allowance — about 4,000 studies at $0.0005 each — then pay-as-you-go with no subscription.

### Is this the ClinicalTrials.gov v2 API?

It reads the ClinicalTrials.gov v2 API and flattens each study's nested modules into one typed row, so you get the registry's data in a columnar shape without writing the module-unpacking code yourself.

### Do I need an API key?

Not for the registry — it is keyless — and not a second credential here. You authenticate only with your QuantumProxies key, the same key every other collector uses.

### Does it return trial results and outcomes?

No. It returns the study record — status, phase, conditions, interventions, sponsor, enrollment, dates — and a has_results flag. Detailed outcome and adverse-event tables live on the study page at the returned url.

## Related scrapers

- [FDA adverse events (openFDA) API](https://quantumproxies.io/scraper-api/collectors/fda-api) — Drug adverse-event reports from the FDA FAERS database — drugs, reactions, seriousness.
- [Academic papers (OpenAlex) API](https://quantumproxies.io/scraper-api/collectors/academic-paper-api) — Scholarly works from OpenAlex — title, authors, year, citations, DOI, abstract. Scholar alternative.
- [World Bank indicators API](https://quantumproxies.io/scraper-api/collectors/world-bank-api) — Development indicators per country and year — GDP, population, inflation and ~16k more.
- [arXiv preprints API](https://quantumproxies.io/scraper-api/collectors/arxiv-api) — Preprint search on arXiv — abstracts, authors, categories and PDF links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Certificate transparency API — $0.0004 each | QuantumProxies

Certificate transparency API: enumerate a domain's subdomains and issued certificates from CT logs as typed rows, no brute force. $0.0004 per delivered record.

## Certificate transparency API

**The certificate transparency API enumerates a domain's subdomains and issued certificates from public CT logs.** Because every publicly-trusted TLS certificate must be logged, those logs are the canonical way to discover subdomains without brute-forcing DNS: if a host ever presented a valid certificate, it left a record. Output `subdomains` returns the distinct hostnames; output `certificates` returns one row per certificate with its DNS names, issuer and validity window.

It reads the logs through certspotter rather than the frequently-overloaded crt.sh, which is the practical difference between a scan that completes and one that times out. Pass a bare `domain`, choose the output, and keep `include_subdomains` on to catch certificates covering `*.domain`. Every query is fetched over our TLS tier through a rotating residential exit, no browser. Its archival counterpart for the same target is the [Wayback Machine API](https://quantumproxies.io/scraper-api/collectors/wayback-machine-api).

$0.0004 per delivered record, up to 500 records per run. Nothing delivered means nothing charged.

## How the certificate transparency API works

You post a `domain` and pick an `output`; the collector queries certspotter's CT-log index and shapes the response into a table. It is passive — reading logs, not touching the target's infrastructure.

- **Two outputs.** `subdomains` gives you the deduplicated list of hostnames, which is what most reconnaissance wants. `certificates` gives one row per issuance with `dns_names`, `issuer`, `not_before` and `not_after`.
- **Wildcards included.** With `include_subdomains` on, certificates issued for `*.domain` are pulled in too — the whole point of a subdomain sweep rather than an exact-host lookup.
- **certspotter, not crt.sh.** The source is chosen for reliability; crt.sh is the tool everyone reaches for first and the one that most often stalls on busy domains.

Runs up to 100 records return inline; larger enumerations, up to the 500-record ceiling, are queued and delivered on completion.

## Inputs

`domain` is the only required input; `output` chooses `subdomains` or `certificates`, `include_subdomains` pulls in `*.domain` certificates, and `max_results` caps the run at up to 500 records.

- **domain** (string, required) — Bare domain, e.g. example.com.
- **output** (string) — 'subdomains' (distinct hostnames) or 'certificates' (one row per cert).
- **include_subdomains** (boolean) — Include certs covering *.domain (the point of a subdomain scan).
- **max_results** (integer) — How many records to deliver at most (1–500). You pay only for delivered records.

## What one record looks like

In `subdomains` mode each row is a distinct `subdomain` under the queried `domain`; in `certificates` mode each row is one issuance with its `dns_names`, `issuer`, `not_before`, `not_after` and a revocation flag.

- **rank** (integer) — 1-based position.
- **subdomain** (string, nullable) — Hostname (output=subdomains).
- **domain** (string, nullable) — The queried domain (output=subdomains).
- **id** (string, nullable) — certspotter issuance id (output=certificates).
- **dns_names** (string[]) — DNS names on the certificate (output=certificates).
- **issuer** (string, nullable) — Issuing CA (output=certificates).
- **not_before** (string, nullable) — Validity start (output=certificates).
- **not_after** (string, nullable) — Validity end (output=certificates).
- **revoked** (boolean, nullable) — Revocation flag (output=certificates).

## What the Certificate transparency API costs

$0.0004 per delivered record ($0.40 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 5,000 records here. Volume tiers take up to 30% off.

$0.0004 per delivered record — 40 cents per 1,000 rows, where a record is one subdomain or one certificate. Mapping a mid-sized company's external surface is typically a few hundred records, so cents; a domain with a sprawling certificate history is still well under a dollar.

A domain with no logged certificates returns no rows and costs nothing, so probing an unknown target is cheap by design.

## vs querying CT logs directly

The CT ecosystem is open — you can query crt.sh, run your own log monitor, or hit certspotter's API yourself. The reasons teams don't, at scale, are consistency and reliability: crt.sh is notorious for timing out on large domains, raw log output needs deduplicating into a clean subdomain set, and wildcard handling is easy to get subtly wrong.

This collector standardises on certspotter, deduplicates for you, handles the wildcard flag, and returns two clean shapes — a hostname list or a certificate table — under one bill. Fetched through rotating exits, a batch of domains does not become one IP hammering a single log service.

## vs building a subdomain scanner

A CT-based subdomain finder is a popular weekend project, and the first version works. The maintenance is in the corners: falling back when crt.sh stalls, deduplicating hostnames that appear across dozens of certificates, deciding what to do with wildcard entries, and paging large histories without dropping records.

Here that is handled and priced per delivered record. If your recon tooling already exists and only needs a dependable network beneath it, our [residential proxies](https://quantumproxies.io/residential-proxies) are that layer — and CT logs are one input among many an attack-surface map draws on.

## What people build with it

### Attack-surface mapping

Enumerate a domain's subdomains from CT logs as the first pass of an external footprint — the hosts a target has exposed, discovered passively without sending a packet to their DNS.

### Certificate inventory and expiry

In certificates mode, list every issuance with its issuer and not_after date to audit which CAs have signed for a domain and what is about to expire.

### Brand and phishing monitoring

Watch for newly-logged certificates whose DNS names resemble your brand, an early signal of lookalike domains being stood up for phishing.

## Limits and honesty

CT logs only show hosts that were issued a publicly-trusted certificate, so this finds those and nothing else: a subdomain served over plain HTTP, behind an internal-only CA, or hidden under a wildcard it never individually certified will not appear. It is passive reconnaissance from public logs — powerful for discovery, but not a complete map of a network and not a vulnerability scan.

One run caps at 500 records; very large certificate histories are more runs. Enumerating your own or an authorised target's surface is standard security practice — doing it to systems you have no permission to test may not be, so stay on the right side of that line. This is not legal advice.

## FAQ

### Is the certificate transparency API free?

CT logs are public. Here light use falls under the $2-a-month free allowance — about 5,000 records at $0.0004 each — after which it is pay-as-you-go with no subscription.

### Is this a crt.sh alternative?

Yes, in effect. It reads the same CT-log data crt.sh exposes but through certspotter, chosen because crt.sh frequently times out on large domains, and it returns deduplicated, typed rows instead of raw output you have to clean.

### How do I find all subdomains of a domain?

Set output to subdomains and keep include_subdomains on. You get the distinct hostnames that have appeared in logged certificates for the domain, including those covered by *.domain wildcards — no brute-force wordlist involved.

### Does it find every subdomain?

No source does. CT logs reveal hosts that were issued a publicly-trusted certificate; anything served over plain HTTP or via an internal CA leaves no CT record and cannot be found this way. It is thorough for certificate-bearing hosts, not exhaustive for all of them.

## Related scrapers

- [Wayback Machine snapshots API](https://quantumproxies.io/scraper-api/collectors/wayback-machine-api) — Archived snapshots of a URL or domain from the Internet Archive's CDX API.
- [CVE vulnerabilities (NVD) API](https://quantumproxies.io/scraper-api/collectors/cve-api) — Vulnerabilities from the NIST NVD — CVE id, description, CVSS score, severity, CWE.
- [WHOIS / RDAP domain lookup API](https://quantumproxies.io/scraper-api/collectors/whois-api) — Domain registration data over RDAP — registrar, dates, status, nameservers.
- [DNS records API](https://quantumproxies.io/scraper-api/collectors/dns-lookup-api) — DNS lookups over DoH — A, AAAA, MX, TXT, NS and more, one row per record.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Wikidata API — $0.0003 per entity | QuantumProxies

Wikidata API: resolve any name to its stable Wikidata Q-id with label, description and canonical concept URI, any language, keyless. $0.0003 per entity.

## Wikidata API

**The Wikidata API resolves a name into a stable entity id.** You hand it a string — `"OpenAI"` — and it returns the candidate Wikidata entities, each with its Q-id (`Q21708200`), label, short description, canonical concept URI and page URL. That Q-id is the join key: the thing that turns a messy free-text name into an identifier a dataset, a knowledge graph or an LLM pipeline can rely on.

It runs Wikidata's entity search, keyless and in any language you set, and returns the ranked candidates with the `matched` text and `match_type` so you can see whether a label or an alias hit. This is resolution, not extraction — it maps a name to its Q-id; it does not dump the entity's full set of statements and properties. Each search is fetched over our TLS tier through a rotating residential exit, no browser. For records that need entity ids attached, it pairs naturally with the [clinical trials API](https://quantumproxies.io/scraper-api/collectors/clinical-trials-api) and its sponsor names.

$0.0003 per delivered entity, up to 50 entitys per run. Nothing delivered means nothing charged.

## How the Wikidata API works

You post a `query` and, optionally, a `lang`; the collector calls Wikidata's search endpoint and returns the ranked candidate entities as rows. No browser, no key, and every run returns inline.

- **Ranked candidates.** A search returns up to 50 entities ordered by relevance, each with its `id` (the Q-number), `label` and `description` — enough to disambiguate `"Apple"` the company from `"apple"` the fruit at a glance.
- **The join key is `concept_uri`.** Alongside the Q-id, the canonical entity URI is the value you store to link records across datasets unambiguously.
- **Any language.** Set `lang` and labels and descriptions come back in that language, so resolving `"Leonardo da Vinci"` in Italian works as cleanly as English.

Because it returns candidates, the row you want is usually the top-ranked one — but the `match_type` field lets you confirm it matched on a label rather than a loose alias before you commit the id.

## Inputs

`query` is the only required input — the name or term to resolve; `lang` sets the language of labels and descriptions (default English) and `max_results` caps the run at up to 50 candidate entities.

- **query** (string, required) — Name or term to resolve to entities.
- **lang** (string) — Language for labels/descriptions (default en).
- **max_results** (integer) — How many entities to deliver at most (1–50). You pay only for delivered entities.

## What one entity looks like

Each candidate is one row: the Wikidata `id` (Q-number), `label`, `description`, canonical `concept_uri`, page `url`, and the `matched` text with its `match_type` so you can judge the match.

- **rank** (integer) — 1-based relevance rank.
- **id** (string) — Wikidata entity id (Q…).
- **label** (string, nullable) — Entity label.
- **description** (string, nullable) — Short description.
- **concept_uri** (string, nullable) — Canonical entity URI (join key).
- **url** (string) — Wikidata page URL.
- **matched** (string, nullable) — The text that matched the query.
- **match_type** (string, nullable) — How it matched (label, alias…).

## What the Wikidata API costs

$0.0003 per delivered entity ($0.30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 6,666 entitys here. Volume tiers take up to 30% off.

$0.0003 per delivered entity — 30 cents per 1,000 candidate rows. Resolving a column of ten thousand names, even pulling several candidates each to disambiguate, lands in single-digit dollars.

A query that matches no entity returns no rows and is not billed, so the unresolvable names in a dirty list cost you nothing.

## vs the Wikidata API and SPARQL

Wikidata publishes its own `wbsearchentities` action API and the powerful Wikidata Query Service (SPARQL), both free. For a few lookups, call them directly. Two things push people off the raw endpoints at scale: the action API's response is verbose and its rate limits bite when you fire thousands of resolutions in a loop, and SPARQL is a different skill and a shared service that returns 429s under heavy programmatic use.

This collector wraps the search action into a clean, typed row and runs it through rotating exits, so a bulk name-resolution job is a steady stream of tidy rows rather than a hand-tuned backoff loop against a shared endpoint. It is not a SPARQL replacement — if you need to query relationships between entities, SPARQL is still the right tool.

## vs rolling your own resolver

Calling `wbsearchentities` yourself is simple until you scale it: you add retry and backoff for the rate limit, parse a verbose response down to the fields you actually use, and rank candidates consistently across languages. It is a small library that quietly grows.

The collector is that library as a priced endpoint — a flat row per candidate, failures never billed, one key shared across your pipeline. If you only need dependable network exits under your own resolver, that is what our [residential proxies](https://quantumproxies.io/residential-proxies) provide.

## What people build with it

### Entity linking and reconciliation

Resolve a column of free-text names — companies, people, places — to Q-ids so records from different sources join on a stable identifier instead of on spelling.

### Ground an LLM or RAG pipeline

Turn extracted mentions into canonical Wikidata ids to ground them, deduplicate references and attach a concept_uri the rest of your stack can follow.

### Disambiguate ambiguous names

Pull several candidates per query and use label, description and match_type to pick the right entity — the company, not the album of the same name.

## Limits and honesty

This is entity *resolution*: it maps a name to candidate Q-ids and their labels, descriptions and URIs. It does not return an entity's statements — its properties, relationships, sitelinks or values. Once you have the Q-id, fetching those is a separate step (Wikidata's entity-data endpoints or SPARQL), and this collector deliberately does not try to be that.

Rankings and descriptions are Wikidata's own, community-maintained and occasionally sparse for obscure entities; the top candidate is usually right but not guaranteed, which is why `match_type` is in every row. One run returns up to 50 candidates. Wikidata content is CC0, which makes it unusually free to reuse.

## FAQ

### Is the Wikidata API free?

Wikidata's own API is free and keyless. Here light use falls under the $2-a-month free allowance — roughly 6,600 entities at $0.0003 each — then pay-as-you-go with no subscription.

### Do I need a Wikidata API key?

No. Wikidata's search endpoint is keyless, and here you authenticate only with your QuantumProxies key. There is no Wikidata account, token or registration involved.

### Does it handle rate limits?

Yes — that is much of the point. Bulk resolution against Wikidata's endpoint hits rate limits quickly from one IP; here requests run through rotating residential exits and your throughput is governed by your plan's rate limit rather than by a shared endpoint's backoff.

### Does it return an entity's properties or just the Q-id?

Just the resolution: the Q-id, label, description, concept URI and match metadata. To read an entity's statements and relationships, use the Q-id with Wikidata's entity-data endpoints or SPARQL — this collector finds the id, it does not dump the full entity.

## Related scrapers

- [Wikipedia articles API](https://quantumproxies.io/scraper-api/collectors/wikipedia-scraper-api) — Article summaries by title list or search query — extract, description, thumbnail, Wikidata id.
- [Books (Open Library) API](https://quantumproxies.io/scraper-api/collectors/book-data-api) — Book search over the Open Library catalog — ISBN, authors, ratings, covers.
- [Google Trends — trending now API](https://quantumproxies.io/scraper-api/collectors/google-trends-scraper-api) — Today's trending searches for a country, with traffic band and attached news stories.
- [Google Autocomplete API](https://quantumproxies.io/scraper-api/collectors/google-autocomplete-api) — Raw Google autocomplete suggestions for one seed query, with Google's relevance score.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google Trends API — $0.0005 per trend | QuantumProxies

Google Trends API: read a country's trending-now searches as rows — query, traffic band, timestamp and the news stories Google attaches. $0.0005 per trend.

## Google Trends API

**The Google Trends API turns the trending-searches feed into typed rows: one line per trend, carrying the query, Google's approximate traffic band, when it surfaced and the news stories Google pinned to it.** You ask for a country, you get today's rising searches back as data instead of a chart you have to screenshot.

There is one thing to be clear about up front, because everyone asks it: this reads the *trending now* surface, not the interest-over-time graph. It answers 'what is spiking in this country right now', not 'how has interest in a keyword moved over five years'. Each run pulls up to 20 trends for a single country over the TLS tier — no headless browser to boot or babysit — and every row ships with the `articles` Google attached, so you can see why a term is climbing. For the mainstream coverage behind a spike, pair it with the [Google News API](https://quantumproxies.io/scraper-api/collectors/google-news-scraper-api).

$0.0005 per delivered trend, up to 20 trends per run. Nothing delivered means nothing charged.

## How the Google Trends API works

You send a `country` (ISO alpha-2) and an optional `max_results` up to 20. The collector reads Google's trending-searches feed for that storefront through a residential exit in-region and flattens it into rows.

Three details matter before you wire it in:

- **Traffic is a band, not a number.** `approx_traffic` comes back as Google publishes it — '1,000+', '2,000+' — because Google never exposes an exact volume. Treat it as a bucket, not a metric.
- **The news is part of the row.** `articles` is an array of the stories Google tied to the trend, each with title, url and source — usually the fastest way to label what a term is about.
- **Region is the whole point.** The feed is different in every country; the exit is chosen to match the `country` you asked for, so you read the trends a local would see.

## Inputs

Only `country` and `max_results` exist here — there is no query to tune, because the trending feed is a fixed daily surface per storefront. `country` selects both the feed and the matching proxy exit; `max_results` caps delivery at 20, the length of the feed Google publishes.

- **country** (string) — ISO 3166-1 alpha-2 code — which country's trending feed to read (default us).
- **max_results** (integer) — How many trends to deliver at most (1–20). You pay only for delivered trends.

## What one trend looks like

Each trend is one flat row. `query` is the rising term, `approx_traffic` its traffic band as text, `published` when Google surfaced it, and `articles` the attached news stories as an array of title, url and source. `image` is a representative thumbnail when Google shows one. No field carries a historical series — this snapshot is today's feed.

- **rank** (integer) — Position in today's feed.
- **query** (string) — The trending search query.
- **approx_traffic** (string, nullable) — Google's traffic band, e.g. "1000+".
- **published** (string, nullable) — When Google surfaced the trend.
- **image** (string, nullable) — Representative image URL.
- **articles** (object[]) — News stories attached to the trend ({ title, url, source }).
- **country** (string) — Country the feed was read for.

## What the Google Trends API costs

$0.0005 per delivered trend ($0.50 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 4,000 trends here. Volume tiers take up to 30% off.

$0.0005 per delivered trend, $0.50 per 1,000. Since a country's feed tops out around 20 trends, one poll costs a fraction of a cent; the spend only adds up if you poll many countries on a tight schedule. A run that sweeps 50 storefronts every hour is roughly 1,000 rows an hour — about $0.50.

The monthly free allowance ($2, no card) covers about 4,000 delivered trends, and volume tiers take up to 30% off. `GET /v1/scraper/collectors` returns the price your key actually pays.

## Google Trends API vs the official one

There is no official Google Trends API. Google has never shipped a public, documented endpoint for Trends data — the ecosystem runs on undocumented internal endpoints the site itself calls, and on open-source libraries that wrap them and break whenever Google reshuffles the payload.

This collector sits on the same undocumented surface but takes the maintenance off your plate: when the feed's shape changes, the parser is fixed on our side, and you keep getting typed rows against a published schema. What it does not do is invent the interest-over-time series those unofficial libraries are known for — that is a different, heavier surface, and claiming a clean number for it would be dishonest.

## Versus polling the feed yourself

Reading one country's feed once is a single request — trivial. The friction shows up when you want every storefront, often, without your own IPs getting throttled:

- **Per-IP rate limits.** Poll aggressively from one address and the feed starts returning stale or empty responses. Rotating residential exits spread the load so a burst does not flag a subnet.
- **Geo is not optional.** A US IP reads the US feed. To collect the Japanese or Brazilian trending list you need an exit in-region, which is exactly what `country` arranges.
- **Shape drift.** The feed's internal format changes without notice; a hand-rolled parser silently starts dropping the `articles` array. Ours is maintained against that.

If you would rather keep your own fetcher and just want reliable in-country exits under it, that network is our [residential proxies](https://quantumproxies.io/residential-proxies).

## What people build with it

### Newsroom and social trend-spotting

Poll the feed for your markets every few minutes and alert on new entries. Because `articles` arrives attached, an editor sees the term and the coverage behind it in the same row.

### Regional demand signals

Sweep the same list of `country` codes on a schedule and diff the feeds to see which topics rise in one market before another — an early read that a category is heating up.

### Ad and content timing

Match a rising `query` to a product you sell and you have a same-day hook. The traffic band tells you whether it is a blip or a genuine spike worth spending against.

## Limits, coverage and the legal bit

One run returns one country's trending feed, up to 20 rows — that is the length Google publishes, not a cap we impose. There is no interest-over-time, no per-keyword history and no custom time range: those live behind a different surface this collector does not touch, and it will not fabricate them. Runs are independent and parallelise up to your plan's rate limit — 60 requests a minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: the trending feed is public and reading public data is generally lawful in most places, but Google's terms restrict automated access and the analysis differs by country. This is background, not legal advice — get advice for your specific use.

## FAQ

### Is the Google Trends API free?

There is a free monthly allowance rather than a permanent free tier: $2 of usage a month with no card, which at $0.0005 per trend is roughly 4,000 delivered trends. There is no official free Google Trends API to fall back on — Google publishes none.

### Does it return interest over time?

No. This collector reads the trending-now feed only — the day's rising searches with a traffic band and attached news. The interest-over-time graph is a separate surface it does not cover, and it will not invent a number for it.

### Do I need a Google API key for Trends?

No. You authenticate with your QuantumProxies API key and nothing else. There is no Google Cloud project, no OAuth and no Trends-specific credential, because Google ships no official Trends API to hold a key for.

### How much does the Trends API cost?

$0.0005 per delivered trend, $0.50 per 1,000, with no subscription. A country's feed is about 20 rows, so a single poll is a fraction of a cent. Volume tiers take up to 30% off, and GET /v1/scraper/collectors returns your key's live price.

## Related scrapers

- [Keyword ideas API](https://quantumproxies.io/scraper-api/collectors/keyword-research-api) — Keyword suggestions people actually type, expanded from one seed.
- [Google Autocomplete API](https://quantumproxies.io/scraper-api/collectors/google-autocomplete-api) — Raw Google autocomplete suggestions for one seed query, with Google's relevance score.
- [Google Events API](https://quantumproxies.io/scraper-api/collectors/google-events-scraper-api) — Event cards for a query — title, date, venue, address and link.
- [Google Flights API](https://quantumproxies.io/scraper-api/collectors/google-flights-scraper-api) — Flight itineraries between two airports — airline, times, stops, price, emissions.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google Autocomplete API — $0.0002 each | QuantumProxies

Google Autocomplete API: one seed in, Google's live suggestions out — each with its relevance score and type, as typed rows. $0.0002 per delivered suggestion.

## Google Autocomplete API

**The Google Autocomplete API returns the suggestions the search box would drop down for a seed query — the real completions Google serves, each with its relevance score and type — as structured rows.** Type `proxy ser` as the seed and you get 'proxy server', 'proxy service', 'proxy server list' and the rest, ranked as Google ranks them.

This is the single-seed primitive: one call to Google's autocomplete endpoint, up to 20 suggestions back, no browser involved. If what you want is a whole keyword universe — the seed run against a to z, question words, prepositions and comparisons — that is a different job, and the [keyword research API](https://quantumproxies.io/scraper-api/collectors/keyword-research-api) is built for it. Reach for this one when you need the exact, low-latency completions for a specific prefix, at a fraction of a cent each.

$0.0002 per delivered suggestion, up to 20 suggestions per run. Nothing delivered means nothing charged.

## How the Google Autocomplete API works

You send a `query` — the partial or full seed — plus optional `country` and `lang`, and an optional `max_results` up to 20. The collector calls Google's autocomplete endpoint once through an exit in the country you named and returns the suggestions verbatim.

Two things are worth knowing:

- **Locale changes the answer.** Autocomplete is personalised by region and interface language; `country` sets the exit and Google's `gl`, `lang` sets `hl`. The same seed in us/en and de/de returns different lists.
- **You get Google's own ranking.** Each row carries `relevance` and `type` (QUERY, ENTITY…) exactly as returned, so you can keep the order the box would show rather than re-sorting blind.

## Inputs

`query` is the only required field — the seed to complete. `country` and `lang` localise the suggestions (exit geo plus Google's `gl`/`hl`); leaving them off uses the default pool. `max_results` caps delivery at 20, the length of a single autocomplete response.

- **query** (string, required) — The partial query to complete, e.g. "proxy ser".
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many suggestions to deliver at most (1–20). You pay only for delivered suggestions.

## What one suggestion looks like

One row per suggestion. `suggestion` is the completed query, `relevance` is Google's score when present, `type` is the suggestion kind, and `seed` echoes the input so a table of many runs stays self-describing. Nothing is de-duplicated or re-ranked — the order is Google's.

- **rank** (integer) — Suggestion order as Google returns it.
- **suggestion** (string) — The suggested query.
- **relevance** (integer, nullable) — Google's relevance score, when provided.
- **type** (string, nullable) — Suggestion kind (QUERY, ENTITY…), when provided.
- **seed** (string) — The seed that produced this suggestion.

## What the Google Autocomplete API costs

$0.0002 per delivered suggestion ($0.20 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 10,000 suggestions here. Volume tiers take up to 30% off.

$0.0002 per delivered suggestion, $0.20 per 1,000 — the cheapest row on the menu. A single seed returns at most 20 suggestions, so a probe costs well under a cent. Expanding one seed across a full alphabet run is where the numbers add up, and that is the [keyword research](https://quantumproxies.io/scraper-api/collectors/keyword-research-api) collector's job, not this one's.

The $2 monthly allowance (no card) covers roughly 10,000 delivered suggestions, and volume tiers take up to 30% off. `GET /v1/scraper/collectors` reports your key's live price.

## Google Autocomplete API vs the official one

Google does not publish an official autocomplete API for developers. Autocomplete exists to serve Google's own search box; the endpoint behind it is undocumented and unsupported, and it is not part of the paid Custom Search product. Teams that want completions programmatically end up calling that endpoint directly and hoping its shape holds.

This collector calls the same surface but hands you a stable, typed result and a per-row price, and it rotates the exit so a burst of probes does not get your own IP throttled. It does not pretend to add search volume or CPC — those numbers are not in autocomplete, and inventing them would be a different product built on guesswork.

## Versus calling the endpoint yourself

One autocomplete call is easy. Doing it thousands of times, per locale, without tripping a rate limit is the part that bites:

- **Throttling by IP.** The endpoint tolerates a browser's occasional call, not a batch job from one address. Rotating exits keep a large keyword sweep from stalling.
- **Locale correctness.** Reading the German suggestions from a US IP quietly gives you the wrong list; getting it right means an exit in-region, not just an `hl` parameter.
- **Shape and encoding.** The raw response is a nested, loosely-typed array; normalising it into `suggestion`/`relevance`/`type` is boilerplate you would otherwise own forever.

Prefer to keep your own client? Point it at our [SERP API](https://quantumproxies.io/scraper-api/collectors/google-search-results-api) and the rest of the search collectors under one key, or run it over our exits directly.

## What people build with it

### Prefix and type-ahead research

Feed a product prefix and read what Google thinks users mean by it. The ranked `suggestion` list is a fast proxy for the real query intent behind a term.

### Seed selection before a big expansion

Sanity-check a seed here for a fraction of a cent before committing it to a full alphabet run in the keyword research collector — cheap triage that stops you expanding a dead term.

### Localised phrasing

Run the same seed across `country`/`lang` pairs to see how a market actually phrases a need, which is often not the literal translation you would guess.

## Limits, reliability and the legal bit

One call per run, up to 20 suggestions — that is the size of a single autocomplete response, not a throttle we add. For bulk expansion (a to z, questions, prepositions, comparisons) use the [keyword research API](https://quantumproxies.io/scraper-api/collectors/keyword-research-api), which orchestrates hundreds of these probes and de-duplicates. Runs parallelise up to your plan's rate limit — 60 a minute on pay-as-you-go, up to 1,200 on the top tier. Autocomplete carries no search-volume or cost data, and this collector will not fabricate any.

Legally: autocomplete responses are public, and reading public data is broadly lawful, but Google's terms restrict automated access and specifics vary by jurisdiction. Background, not legal advice.

## FAQ

### Is the Google Autocomplete API free?

$2 of usage a month with no card, which at $0.0002 per suggestion is about 10,000 delivered suggestions. Google ships no official autocomplete API, free or paid, so there is no first-party allowance to compare it against.

### Do I need a Google API key for autocomplete?

No — your QuantumProxies API key is the only credential. There is no Google Cloud project or OAuth step, because the autocomplete endpoint is not a registered Google product you can hold a key for.

### What is the difference from the keyword research API?

This is the single-seed primitive: one seed, one call, up to 20 raw suggestions. The keyword research API runs that probe across the alphabet, question words and comparisons and merges the results into a de-duplicated keyword set. Use this for a quick look, that for a full map.

### Does it include search volume?

No. Autocomplete returns suggestions with Google's relevance score and type, not monthly search volume or CPC. Those come from a different data source; we return what the endpoint actually provides rather than an estimate dressed up as a fact.

## Related scrapers

- [Keyword ideas API](https://quantumproxies.io/scraper-api/collectors/keyword-research-api) — Keyword suggestions people actually type, expanded from one seed.
- [Google Trends — trending now API](https://quantumproxies.io/scraper-api/collectors/google-trends-scraper-api) — Today's trending searches for a country, with traffic band and attached news stories.
- [Google Events API](https://quantumproxies.io/scraper-api/collectors/google-events-scraper-api) — Event cards for a query — title, date, venue, address and link.
- [Google Flights API](https://quantumproxies.io/scraper-api/collectors/google-flights-scraper-api) — Flight itineraries between two airports — airline, times, stops, price, emissions.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google Events API — $0.002 per event | QuantumProxies

Google Events API: search the events vertical and get each card as a row — title, date, venue, address and link. $0.002 per event, by country and language.

## Google Events API

**The Google Events API searches the events vertical — 'concerts in Milan', 'tech meetups in Berlin', 'food festivals near me' — and returns each event card as a structured row: title, the date line as shown, venue, address, link and thumbnail.** It is the SERP block turned into rows you can drop into a calendar or a listings page.

Google assembles this vertical service-side from across the web, so one query surfaces events from dozens of ticketing and venue sites at once without you integrating any of them. Each run returns up to 20 event cards for the `country` and `lang` you ask for, read over the request tier with no browser. What you get is exactly what Google chooses to show a searcher in that locale — the same curation, delivered as data.

$0.002 per delivered event, up to 20 events per run. Nothing delivered means nothing charged.

## How the Google Events API works

You send a `query` describing the events you want, optionally a `location` to search as if from a specific place, plus `country`/`lang` and a `max_results` up to 20. The collector reads the rendered events vertical through an in-region exit and flattens each card.

Worth knowing before you build on it:

- **The date is text, as shown.** `date` comes back the way Google prints it — 'Sat, Aug 22, 7 – 10 PM' — because that is what the card carries; parse it against the event's locale, not a fixed format.
- **Location shapes results.** `location` and `country` together decide which local events appear; the same `query` from Milan and from Berlin returns different cards.
- **It is Google's selection.** The vertical is curated by Google from many sources; this returns that selection faithfully rather than crawling each venue site yourself.

## Inputs

`query` is required — the event search itself. `location` lets you search as if from a named place, which matters for 'near me'-style intent; `country` and `lang` set the exit and Google's `gl`/`hl`. `max_results` caps delivery at 20, the depth of the vertical.

- **query** (string, required) — Event search, e.g. "concerts in Milan".
- **location** (string) — Search as if from this place, e.g. "Milan, Italy".
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many events to deliver at most (1–20). You pay only for delivered events.

## What one event looks like

Each event is one flat row: `title`, `date` (the date line verbatim), `venue`, `address`, `link` to the event and `thumbnail`. Fields Google omits on a given card come back null rather than guessed — a card without a printed address returns an empty `address`, not an invented one.

- **rank** (integer) — 1-based position.
- **title** (string) — Event title.
- **date** (string, nullable) — Date line as shown ("Sat, Aug 22, 7 – 10 PM").
- **venue** (string, nullable) — Venue name.
- **address** (string, nullable) — Venue address.
- **link** (string, nullable) — Event link.
- **thumbnail** (string, nullable) — Event image.

## What the Google Events API costs

$0.002 per delivered event ($2 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 1,000 events here. Volume tiers take up to 30% off.

$0.002 per delivered event, $2 per 1,000. A single query returns up to 20 cards, so a search costs about four cents at most. Monitoring a city's calendar by re-running a handful of queries daily is a few dollars a month, not a platform integration.

The $2 monthly allowance (no card) covers about 1,000 delivered events, and volume tiers take up to 30% off. `GET /v1/scraper/collectors` returns the exact price your key pays.

## Google Events API vs the official one

Google has no official events API. The events vertical is a search feature, not a developer product — there is no documented endpoint, no key to request and no support channel for it. Event data on the web is otherwise scattered across ticketing platforms, each with its own API, coverage and terms.

This collector reads the aggregated vertical Google already built, so one call spans the sources Google spans. It returns what the card shows and nothing it does not: there is no attendee count, no ticket inventory and no organiser contact in a Google event card, so none appears here. For anything structured beyond the card, you would go to the specific ticketing source.

## Versus scraping the vertical yourself

The events vertical is a rendered SERP feature, which makes DIY collection harder than a plain page fetch:

- **It is anti-bot territory.** Google guards its verticals; a naive scraper hits interstitials fast. Requests here run over residential exits with retries on a fresh exit when a fetch is challenged.
- **Locale is load-bearing.** Reading the Milan calendar from a US IP returns the wrong events; correct results need an in-region exit tied to `country` and `location`.
- **Cards drift.** The vertical's markup changes; a hand-built parser starts returning empty `venue` or `date` fields silently. Ours is maintained against those changes.

To keep your own scraper and just run it on dependable in-country exits, that network is our [residential proxies](https://quantumproxies.io/residential-proxies).

## What people build with it

### Local listings and city guides

Populate a what's-on page by re-running a set of city queries on a schedule. Each card already carries `venue`, `address` and `link` — enough for a listing without touching a ticketing API.

### Event-driven marketing

Track concerts, conferences or festivals in your target cities and time campaigns or inventory around them. The `date` line tells you when demand will spike locally.

### Competitive and venue monitoring

Watch which events surface for a venue or category over time by diffing the returned cards, spotting new bookings as Google starts showing them.

## Limits, coverage and the legal bit

One run returns up to 20 event cards for one query and locale — the depth Google exposes in the vertical, not a cap we add. The data is exactly what the card prints: title, date line, venue, address, link, image. There is no ticket price, seat availability or attendee figure, because the card does not carry them, and this collector will not invent them. Runs are independent and parallelise up to your plan's rate limit — 60 a minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: the vertical is public and reading public data is broadly lawful, but Google's terms restrict automated access and rules vary by country. Background, not legal advice.

## FAQ

### Is the Google Events API free?

$2 of usage a month with no card, which at $0.002 per event is about 1,000 delivered events. Google offers no official events API at any price, so this free allowance is not competing with a first-party tier.

### Do I need a Google API key for events?

No. Your QuantumProxies API key is the only credential — no Google Cloud project, no OAuth, no per-vertical registration, because the events vertical is not a keyed Google product.

### How much does the Events API cost?

$0.002 per delivered event, $2 per 1,000, no subscription. A query returns up to 20 cards, so a single search is at most about four cents. Volume tiers take up to 30% off, and GET /v1/scraper/collectors shows your key's live price.

### Can it return ticket prices or availability?

No. A Google event card carries title, date, venue, address and a link — not ticket price, seat inventory or organiser contact. Those live on the ticketing site the link points to, and we return only what the card actually shows.

## Related scrapers

- [Google Maps places API](https://quantumproxies.io/scraper-api/collectors/google-maps-scraper-api) — Businesses for a keyword in a location — name, rating, address, phone, website, coordinates.
- [Place reviews API](https://quantumproxies.io/scraper-api/collectors/google-reviews-scraper-api) — Google reviews of one place — rating, date, text, author, owner reply.
- [Google Flights API](https://quantumproxies.io/scraper-api/collectors/google-flights-scraper-api) — Flight itineraries between two airports — airline, times, stops, price, emissions.
- [Google Lens (reverse image) API](https://quantumproxies.io/scraper-api/collectors/reverse-image-search-api) — Visual matches for a public image URL — where an image appears across the web.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Google Flights API — $0.003 per itinerary | QuantumProxies

Google Flights API: search a route and date for itineraries — airline, times, stops, price and CO2, one-way or round trip. $0.003 per delivered itinerary.

## Google Flights API

**The Google Flights API searches a route for a date and returns each itinerary as a structured row: airline, departure and arrival times and airports, duration, number of stops, the price with a parsed numeric value and currency, and the CO2 estimate Google shows.** You give it two IATA codes and a date; it gives you the results grid as data.

Pass a `return_date` and it prices round trips; omit it and you get one-way. Prices are what Google displays for the `country` and `currency` you request, at the moment of the fetch — a flight-price API is only ever a snapshot, and this one is honest about that rather than pretending to hold a live cache. Each run returns up to 30 itineraries over the request tier, no browser.

$0.003 per delivered itinerary, up to 30 itinerarys per run. Nothing delivered means nothing charged.

## How the Google Flights API works

You send `departure_id` and `arrival_id` as IATA codes, an `outbound_date`, and optionally a `return_date`, `currency`, `country`/`lang` and `max_results` up to 30. The collector reads the Flights results for that route through an in-region exit and flattens each itinerary.

Before you wire it in:

- **Price is a snapshot with two forms.** `price` is the string as shown and `price_value` the parsed number, in `currency`, valid for the fetch time — re-run to refresh, there is no streaming price.
- **Round trip vs one-way is decided by `return_date`.** Present means the row prices the round trip; absent means one-way. Each row echoes the dates it was priced for.
- **Currency and country move the number.** The same route priced in USD from the US and in EUR from Germany differs; set `currency` and `country` deliberately.

## Inputs

`departure_id`, `arrival_id` and `outbound_date` are required — two IATA codes and a YYYY-MM-DD date. `return_date` switches the search to round trip; omit for one-way. `currency` and `country`/`lang` set the pricing locale and the exit. `max_results` caps delivery at 30 itineraries.

- **departure_id** (string, required) — Departure airport/city IATA code, e.g. JFK.
- **arrival_id** (string, required) — Arrival airport/city IATA code, e.g. LAX.
- **outbound_date** (string, required) — Departure date YYYY-MM-DD.
- **return_date** (string) — Return date YYYY-MM-DD — omit for one-way.
- **currency** (string) — 3-letter price currency (USD, EUR…).
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many itineraries to deliver at most (1–30). You pay only for delivered itineraries.

## What one itinerary looks like

Each itinerary is one flat row. `airline`, `departure_time`/`arrival_time`, `departure_airport`/`arrival_airport`, `duration` and `stops` describe the trip; `price`/`price_value`/`currency` carry the fare in both string and numeric form; `emissions` is the CO2 estimate as shown. `outbound_date` and `return_date` echo what the row was priced for (a null return means one-way).

- **rank** (integer) — 1-based position.
- **airline** (string, nullable) — Operating airline(s).
- **departure_time** (string, nullable) — Departure time as shown.
- **arrival_time** (string, nullable) — Arrival time as shown.
- **duration** (string, nullable) — Total duration ("5 hr 53 min").
- **stops** (string, nullable) — "Nonstop", "1 stop"…
- **price** (string, nullable) — Price as shown.
- **price_value** (number, nullable) — Parsed numeric price.
- **currency** (string, nullable) — Price currency.
- **departure_airport** (string, nullable) — Departure airport code.
- **arrival_airport** (string, nullable) — Arrival airport code.
- **emissions** (string, nullable) — CO2 estimate as shown.
- **outbound_date** (string) — Requested outbound date.
- **return_date** (string, nullable) — Requested return date (null = one-way).

## What the Google Flights API costs

$0.003 per delivered itinerary ($3 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 666 itinerarys here. Volume tiers take up to 30% off.

$0.003 per delivered itinerary, $3 per 1,000. A route search returns up to 30 rows, so one lookup is at most about nine cents. Watching a handful of routes several times a day for fare movement is a few dollars a month; you pay per itinerary returned, not per search attempted.

The $2 monthly allowance (no card) covers about 666 delivered itineraries, and volume tiers take up to 30% off. `GET /v1/scraper/collectors` returns your key's live price.

## Google Flights API vs the official one

There is no current official Google Flights API. Google ran QPX Express, a paid flight-pricing API, and shut it down in 2018; since then Google has offered no public endpoint for Flights results. The official routes to fare data are airline and GDS APIs — heavyweight commercial integrations with contracts, certification and their own data models.

This collector reads the Flights results page Google already renders, so one call spans the carriers Google spans, priced in the locale you choose. It returns what the grid shows — itineraries, fares, stops, emissions — not fare rules, seat maps or booking capability, which are the things a real GDS integration exists to provide.

## Versus scraping Flights yourself

Google Flights is one of the harder verticals to collect by hand:

- **Heavily defended and dynamic.** The results are assembled behind anti-bot checks; a naive fetch is challenged quickly. Requests here run over residential exits and retry on a fresh exit when blocked.
- **Locale changes the fare.** Price depends on the country and currency you appear to be in; correct numbers need an in-region exit tied to `country`, not just a `currency` parameter.
- **Grid drift.** The itinerary markup shifts; a hand-built parser starts dropping `emissions` or mis-reading `stops` silently. Ours is maintained against those changes.

To keep your own collector and just run it on reliable in-country exits, that network is our [residential proxies](https://quantumproxies.io/residential-proxies).

## What people build with it

### Fare monitoring and alerts

Re-run a set of routes on a schedule and diff `price_value` to catch drops. Because each row is priced for a stated `currency` and date, the comparison is apples to apples.

### Travel content and route pages

Populate 'flights from A to B' pages with live-ish itineraries — airline, duration, stops and price — refreshed as often as your budget allows.

### Emissions and duration analysis

Use `emissions`, `duration` and `stops` across many routes to compare carriers or build a greener-option feature, without integrating an airline API per carrier.

## Limits, freshness and the legal bit

One run returns up to 30 itineraries for one route and date set. Prices are a snapshot at fetch time in the requested currency — there is no live price stream, so freshness is a function of how often you re-run. Fields the grid omits return null rather than guessed, and there is no booking, seat-map or fare-rule data because the results page does not carry it. Runs parallelise up to your plan's rate limit — 60 a minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: Flights results are public and reading public data is broadly lawful, but Google's terms restrict automated access and rules vary by country. Background, not legal advice.

## FAQ

### Is the Google Flights API free?

$2 of usage a month with no card, which at $0.003 per itinerary is about 666 delivered itineraries. Google's own QPX Express flight API was discontinued in 2018, so there is no current first-party API to offer a free tier.

### Do I need a Google API key for flights?

No. Your QuantumProxies API key is the only credential — no Google Cloud project and no airline or GDS contract. You send two IATA codes and a date and get itineraries back.

### How fresh are the prices?

They are a snapshot taken at the moment of the fetch, in the currency and country you requested. There is no live price feed behind the collector; you refresh by re-running the route, which is why fare-monitoring jobs poll on a schedule.

### One-way or round trip?

Both. Include a return_date and the itinerary is priced as a round trip; leave it out and you get one-way results. Each row echoes outbound_date and return_date so a mixed table stays unambiguous.

## Related scrapers

- [Hotels API](https://quantumproxies.io/scraper-api/collectors/google-hotels-scraper-api) — Google Hotels properties for a city and dates — nightly price, total, rating, amenities.
- [Google Lens (reverse image) API](https://quantumproxies.io/scraper-api/collectors/reverse-image-search-api) — Visual matches for a public image URL — where an image appears across the web.
- [App Store reviews API](https://quantumproxies.io/scraper-api/collectors/app-store-reviews-api) — Customer reviews of an App Store app — rating, title, text, version, votes.
- [Crypto market data (CoinGecko) API](https://quantumproxies.io/scraper-api/collectors/crypto-market-data-api) — Live crypto market rows — price, market cap, volume, 24h range, supply.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Reverse image search API — $0.002/match | QuantumProxies

Reverse image search API: pass a public image URL, get the pages it appears on with source, domain and thumbnail. $0.002 per match, exact-match mode too.

## Reverse image search API

**The reverse image search API takes a publicly reachable image URL and returns where that image appears across the web — one row per visual match, with the match title, the page it lives on, the source site and its domain, plus image and thumbnail URLs.** It is Google Lens' reverse search, delivered as data instead of a results page.

It runs in two modes. By default it returns visual matches — pages showing the same or a closely similar image. Set `exact_matches` and it reads the 'pages that use this exact image' tab instead, which adds the publish `date` and pixel `size` per entry — the mode brand and rights teams use to find unlicensed reuse of a specific asset. Each run returns up to 40 matches over the request tier, no browser, and the image you pass only needs to be reachable at a public http(s) URL.

$0.002 per delivered match, up to 40 matchs per run. Nothing delivered means nothing charged.

## How the reverse image search API works

You pass an `image_url` that Google can fetch, optionally set `exact_matches`, `country`/`lang` and a `max_results` up to 40. The collector runs the reverse search through an in-region exit and flattens each match into a row.

Two behaviours matter:

- **The image must be public.** Google fetches the URL you give it, so a link behind auth or on localhost will not resolve. Host it somewhere reachable first.
- **Exact mode is a different tab.** Default returns visual (similar) matches, with `exact_match` stamped false. With `exact_matches` set, it reads the exact-image tab and each row gains `date` and `size`, with `exact_match` true — the split you want for rights work versus discovery.

## Inputs

`image_url` is required and must be a publicly reachable http(s) image. `exact_matches` switches from 'similar images' to 'pages using this exact image' (adding date and pixel size per row). `country`/`lang` set the exit and locale; `max_results` caps delivery at 40 matches.

- **image_url** (string, required) — Publicly reachable http(s) image URL to reverse-search.
- **exact_matches** (boolean) — Return pages using this exact image (adds date + pixel size).
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **lang** (string) — Interface language (hl), e.g. en, it, de.
- **max_results** (integer) — How many matches to deliver at most (1–40). You pay only for delivered matches.

## What one match looks like

Each match is one row: `title`, `link` to the hosting page, `source` site name and its registrable `domain`, plus `image` and `thumbnail` URLs. In exact-match runs `date` and `size` are populated and `exact_match` is true; in the default visual mode those two are null and `exact_match` is false, so you can tell the modes apart in a merged table.

- **rank** (integer) — 1-based position.
- **title** (string, nullable) — Match title.
- **link** (string, nullable) — Page the matching image lives on.
- **source** (string, nullable) — Site name shown on the card.
- **domain** (string, nullable) — Registrable host of the source page.
- **image** (string, nullable) — Full-size image URL when exposed.
- **thumbnail** (string, nullable) — Google-hosted thumbnail.
- **date** (string, nullable) — Exact-matches only: publish date shown.
- **size** (string, nullable) — Exact-matches only: pixel size shown ("426x320").
- **exact_match** (boolean) — Whether the exact-matches tab was read.

## What the Reverse image search API costs

$0.002 per delivered match ($2 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 1,000 matchs here. Volume tiers take up to 30% off.

$0.002 per delivered match, $2 per 1,000. One image returns up to 40 matches, so a lookup is at most about eight cents. A brand-protection sweep of a few hundred hero images is single-digit dollars, and you pay per match returned — an image with few matches costs proportionally less.

The $2 monthly allowance (no card) covers about 1,000 delivered matches, and volume tiers take up to 30% off. `GET /v1/scraper/collectors` reports your key's live price.

## Reverse image search API vs Cloud Vision

Google's own programmatic reverse-image capability ships as Cloud Vision web detection, not as a Lens API — there is no public 'Google Lens API'. Cloud Vision can return pages with matching images, but it is a different product to stand up: a Google Cloud project, a billing account, an enabled API and its own quotas and per-image pricing, and its web-detection response is shaped around entities and confidence rather than the Lens results a person would see.

This collector returns the Lens surface directly — the pages, sources and domains from the visual and exact-match tabs — under your existing QuantumProxies key, with an in-region exit and a flat per-match price. If you specifically need Vision's entity labels or safe-search signals, that is the first-party tool; if you need 'where does this image appear', this is the shorter path.

## Versus running Lens yourself

Driving Lens by hand is deceptively involved:

- **It expects a browser.** The Lens UI is JavaScript-heavy, which pushes DIY toward a headless browser per lookup — slow and expensive at volume. This collector reads the results over the request tier instead, so a match costs bandwidth and a parse.
- **Image hosting and rate limits.** You still need the target image at a public URL, and hammering the reverse-search endpoint from one IP gets throttled; rotating exits spread a sweep out.
- **Two tabs, two schemas.** Visual matches and exact-image matches carry different fields; a hand-rolled parser has to handle both, including the `date`/`size` that only exact mode exposes.

Want to keep your own pipeline and just run it on clean exits? That network is our [residential proxies](https://quantumproxies.io/residential-proxies).

## What people build with it

### Brand and image-rights protection

Run your product or campaign images with `exact_matches` set and get every page reusing the exact file, each with a publish `date` and pixel `size` — the evidence a takedown needs.

### Counterfeit and reseller discovery

Reverse-search a catalogue photo to find marketplaces and sites showing the same image, a fast way to surface unauthorised resellers using your own product shots.

### Source and provenance checks

Given an image, find the earliest and most authoritative pages hosting it via `source` and `domain` — useful for verification, licensing and de-duplication work.

## Limits, requirements and the legal bit

One run reverse-searches one `image_url` and returns up to 40 matches. The image must be publicly fetchable by Google — private, authenticated or localhost URLs will not work. Visual mode returns similar-image matches; exact mode returns pages using the identical file with date and size. Fields Google omits come back null, never guessed. Runs parallelise up to your plan's rate limit — 60 a minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: the pages returned are public, and reading public data is broadly lawful, but Google's terms restrict automated access, image copyright is a separate matter from discovery, and rules vary by country. Background, not legal advice.

## FAQ

### Is the reverse image search API free?

$2 of usage a month with no card, which at $0.002 per match is about 1,000 delivered matches. There is no public Google Lens API to compare against; Google's nearest first-party option is Cloud Vision web detection, billed per image on a Cloud account.

### Do I need a Google or Cloud Vision key?

No. You authenticate with your QuantumProxies API key only — no Google Cloud project, no billing account and no Vision API enablement. You pass an image URL and get matches back.

### What is the difference between the two modes?

Default mode returns visual matches — similar images across the web. Setting exact_matches reads the 'pages using this exact image' tab instead, adding a publish date and pixel size to each row, which is the mode used for rights and takedown work.

### Can I search by uploading a file?

Not directly — the collector takes a public image URL, because that is what Google fetches to run the search. Host the image at a reachable http(s) address first, then pass that URL as image_url.

## Related scrapers

- [Web search API](https://quantumproxies.io/scraper-api/collectors/google-search-results-api) — Organic search results for a query — Google, Bing or DuckDuckGo, by country.
- [Image search API](https://quantumproxies.io/scraper-api/collectors/image-scraper-api) — Google Images results for a query — thumbnail, source page and host.
- [Video search API](https://quantumproxies.io/scraper-api/collectors/video-search-api) — Google Videos results for a query — platform, channel, date and duration.
- [App Store reviews API](https://quantumproxies.io/scraper-api/collectors/app-store-reviews-api) — Customer reviews of an App Store app — rating, title, text, version, votes.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# App Store reviews API — $0.0005 per review | QuantumProxies

App Store reviews API: pull an app's Apple reviews as rows — rating, title, text, author, version and votes, newest first, by country. $0.0005 per review.

## App Store reviews API

**The App Store reviews API reads Apple's public customer-reviews feed for one app and returns each review as a structured row — star rating, title, full text, author nickname, the app version reviewed and the helpful-vote counts.** Point it at an app id and a country and you get the reviews back newest-first, up to 500 in a run.

It reads Apple's own RSS reviews feed, so there is no login, no cookies and no browser. Apple serves that feed in pages of 50 and caps it at 10 pages per storefront — 500 reviews — which is why coverage is widened by running the same `app_id` across several `country` storefronts rather than expecting one call to return an app's entire history. Each country is a separate, independent read.

$0.0005 per delivered review, up to 500 reviews per run. Nothing delivered means nothing charged.

## How the App Store reviews API works

You send an `app_id` — the numeric id or the app's store URL — and optionally a `country` and `max_results` up to 500. The collector walks Apple's reviews feed for that storefront, 50 reviews per page, newest first, and returns flat rows.

Two structural facts shape how you use it:

- **Apple caps the feed at 10 pages.** That is 500 reviews per storefront, maximum — not a limit we impose. To go beyond it, read another `country`; the same app has a separate feed per storefront.
- **Newest first, with version stamps.** Rows arrive most-recent-first and each carries `app_version`, so you can slice sentiment by release rather than lumping all history together.

## Inputs

`app_id` is the only required input — a numeric App Store id or the app's store URL, which the collector normalises. `country` selects the storefront (and the matching exit); different storefronts are different review sets. `max_results` caps delivery at 500, the ceiling Apple's 10-page feed allows per country.

- **app_id** (string, required) — Numeric App Store id or the app's store URL.
- **country** (string) — Storefront country (default us) — also the proxy exit.
- **max_results** (integer) — How many reviews to deliver at most (1–500). You pay only for delivered reviews.

## What one review looks like

Each review is one flat row: `rating` (1–5), `title`, `text`, `author`, the `app_version` reviewed, an ISO `updated_at` timestamp and the `votes_helpful`/`votes_total` counts. `app_id` and `country` are stamped on every row so a multi-storefront pull stays self-describing in one table.

- **rank** (integer) — 1-based position (newest first).
- **app_id** (string) — App id the review belongs to.
- **country** (string) — Storefront read.
- **review_id** (string) — Apple's review id.
- **rating** (integer, nullable) — Star rating 1–5.
- **title** (string, nullable) — Review title.
- **text** (string, nullable) — Review body.
- **author** (string, nullable) — Reviewer nickname.
- **app_version** (string, nullable) — App version reviewed.
- **updated_at** (string, nullable) — Review timestamp (ISO 8601).
- **votes_helpful** (integer) — Helpful votes.
- **votes_total** (integer) — Total votes.

## What the App Store reviews API costs

$0.0005 per delivered review ($0.50 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 4,000 reviews here. Volume tiers take up to 30% off.

$0.0005 per delivered review, $0.50 per 1,000. A full 500-review storefront pull is a quarter, so tracking one app across ten countries — up to 5,000 reviews — is around $2.50 a run. You pay per review returned, so an app with few reviews in a storefront costs proportionally less.

The $2 monthly allowance (no card) covers about 4,000 delivered reviews, and volume tiers take up to 30% off. `GET /v1/scraper/collectors` returns your key's live price.

## App Store reviews API vs App Store Connect

Apple's official route to review data is the App Store Connect API, and it has one decisive restriction: it returns reviews only for apps you own. It authenticates with your developer account and a signed JWT, and it exists so a team can read and respond to feedback on its *own* apps. There is no first-party API for reading reviews of an app you do not control.

This collector reads the public customer-reviews RSS feed Apple publishes for every app, so it works for competitors' apps and category research, not just your own — at the cost of the feed's own limits (50 per page, 10 pages per storefront). For your own apps you may still prefer Connect for its completeness and reply capability; for everyone else's, the public feed is the only route, and this turns it into clean rows.

## Versus reading the RSS feed yourself

Apple's reviews feed is a public URL, so DIY looks trivial until you run it at scale:

- **Pagination and the 10-page wall.** You have to walk pages of 50, detect the storefront cap and fan out across countries to widen coverage — logic that is easy to get subtly wrong and end up under-collecting.
- **Per-IP throttling.** Pulling many apps and storefronts from one address gets rate-limited; rotating exits keep a large sweep moving.
- **Normalisation.** The raw feed nests rating, version and vote counts in Atom entries; flattening them into typed rows with a real ISO timestamp is boilerplate you would otherwise maintain.

Prefer to keep your own fetcher and just want clean, per-country exits under it? That network is our [residential proxies](https://quantumproxies.io/residential-proxies).

## What people build with it

### Product feedback by release

Pull an app's reviews and group by `app_version` to see whether a release moved sentiment, and read the `text` of the one-star reviews that spiked after it.

### Competitor review mining

Because the public feed covers any app, run a competitor's `app_id` across storefronts to surface the features users praise and the bugs they hate — research Connect cannot give you.

### Localised sentiment

Run the same app across `country` storefronts to compare ratings and complaints by market, which often diverge more than a single global average suggests.

## Limits, coverage and the legal bit

Apple's feed returns 50 reviews per page and caps at 10 pages per storefront — 500 reviews per `country`, newest first. That is Apple's ceiling, not ours; wider or deeper history comes from reading more storefronts, not from a bigger single call. Only the fields Apple publishes appear — rating, title, text, author, version, timestamp and votes — and nothing is invented for a missing field. Runs parallelise up to your plan's rate limit — 60 a minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: these reviews are published publicly by Apple, and reading public data is broadly lawful, but review text is user-generated content, Apple's terms restrict automated access, and rules vary by country. Background, not legal advice.

## FAQ

### Is the App Store reviews API free?

$2 of usage a month with no card, which at $0.0005 per review is about 4,000 delivered reviews. Apple's App Store Connect API is free but only returns reviews for apps you own; this public-feed collector works for any app.

### Do I need an Apple developer account or key?

No. Your QuantumProxies API key is the only credential. There is no Apple Developer registration and no signed JWT, because this reads the public RSS reviews feed rather than App Store Connect.

### How many reviews can I get for one app?

Up to 500 per country — Apple serves the feed in 10 pages of 50 and stops there. To collect more, read additional country storefronts; each has its own feed, and running several is how you widen coverage.

### Can I get reviews for a competitor's app?

Yes. The public customer-reviews feed exists for every app, not just your own, so any numeric app_id or store URL works. That is the main thing this collector does that Apple's own-apps-only Connect API cannot.

## Related scrapers

- [App Store apps API](https://quantumproxies.io/scraper-api/collectors/app-store-scraper-api) — Apple App Store apps by search term or by app/bundle id.
- [Google Play apps API](https://quantumproxies.io/scraper-api/collectors/google-play-scraper-api) — Google Play app detail by package name — rating, reviews, category, price.
- [Apple iTunes search API](https://quantumproxies.io/scraper-api/collectors/itunes-search-api) — Apple catalog search — apps, podcasts, music, movies, ebooks — per storefront.
- [Crypto market data (CoinGecko) API](https://quantumproxies.io/scraper-api/collectors/crypto-market-data-api) — Live crypto market rows — price, market cap, volume, 24h range, supply.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Crypto market data API — $0.0002 per coin | QuantumProxies

Crypto market data API: live coin rows from CoinGecko — price, market cap, 24h volume and range, supply and all-time high, any currency. $0.0002 per coin.

## Crypto market data API

**The crypto market data API returns one row per coin from CoinGecko's public markets endpoint — current price in your quote currency, market cap and rank, 24-hour volume, change, high and low, circulating and total supply, the all-time high with its date, plus icon and update time.** Take the market-cap ranking as is, or narrow to specific coins or a category.

You choose the quote currency with `vs_currency`, filter to a set of `coin_ids` or a CoinGecko `category` slug, or leave both empty to walk the ranking. One run returns up to 250 coins. It reads CoinGecko's own public endpoint over the TLS tier — no browser — and stamps every row with `last_updated` so you always know how fresh the snapshot is.

$0.0002 per delivered coin, up to 250 coins per run. Nothing delivered means nothing charged.

## How the crypto market data API works

You optionally set `vs_currency` (usd, eur, btc…), a list of `coin_ids` or a `category`, an `order`, and a `max_results` up to 250. With no filter it returns the market-cap ranking; with filters it returns just those coins, priced in your currency.

Worth knowing:

- **It is a point-in-time snapshot.** Every row carries `last_updated`; there is no websocket or tick stream here — you refresh by re-running, which is why polling jobs set an interval.
- **Currency is applied server-side.** `price`, `market_cap`, `volume_24h`, `ath` and the 24h high/low all come back already denominated in `vs_currency`, so you are not converting anything yourself.
- **Filter or rank.** Pass `coin_ids` for a fixed watchlist, a `category` for a sector like stablecoins, or nothing to take the top of the market by cap.

## Inputs

Every input is optional. `vs_currency` sets the quote currency (default usd). `coin_ids` restricts to specific CoinGecko ids; `category` restricts to a sector slug; leave both empty for the market-cap ranking. `order` sets the sort, and `max_results` caps delivery at 250 coins.

- **vs_currency** (string) — Quote currency (usd, eur, btc…).
- **coin_ids** (array) — Specific CoinGecko ids (bitcoin, ethereum…). Empty = ranking order.
- **category** (string) — CoinGecko category slug, e.g. stablecoins, meme-token.
- **order** (string) — Sort order (default market_cap_desc).
- **max_results** (integer) — How many coins to deliver at most (1–250). You pay only for delivered coins.

## What one coin looks like

Each coin is one flat row. `price`, `market_cap`, `volume_24h`, `high_24h`/`low_24h` and `ath` are all in `currency`; `market_cap_rank` is the global rank; `change_24h_pct` is the 24-hour move; `circulating_supply`/`total_supply` and `ath_date` round out the fundamentals. `last_updated` stamps the snapshot time and `image` is the coin icon.

- **rank** (integer) — Row order as returned.
- **id** (string) — CoinGecko coin id.
- **symbol** (string) — Ticker symbol (uppercase).
- **name** (string, nullable) — Coin name.
- **price** (number, nullable) — Current price in vs_currency.
- **currency** (string) — Quote currency (uppercase).
- **market_cap** (number, nullable) — Market capitalization.
- **market_cap_rank** (integer, nullable) — Global market-cap rank.
- **volume_24h** (number, nullable) — 24h trading volume.
- **change_24h_pct** (number, nullable) — 24h price change %.
- **high_24h** (number, nullable) — 24h high.
- **low_24h** (number, nullable) — 24h low.
- **circulating_supply** (number, nullable) — Circulating supply.
- **total_supply** (number, nullable) — Total supply.
- **ath** (number, nullable) — All-time high price.
- **ath_date** (string, nullable) — All-time high date.
- **image** (string, nullable) — Coin icon URL.
- **last_updated** (string, nullable) — Data timestamp.

## What the Crypto market data API costs

$0.0002 per delivered coin ($0.20 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 10,000 coins here. Volume tiers take up to 30% off.

$0.0002 per delivered coin, $0.20 per 1,000 — the cheapest tier on the menu. A full 250-coin ranking is five cents; refreshing a 50-coin watchlist every minute for a day is roughly 72,000 rows, about $14. You pay per coin returned, so a tight `coin_ids` filter is proportionally cheaper than pulling the whole board.

The $2 monthly allowance (no card) covers about 10,000 delivered coins, and volume tiers take up to 30% off. `GET /v1/scraper/collectors` returns the price your key pays.

## Crypto market data API vs CoinGecko's own API

Being straight about this: CoinGecko publishes its own API, and it is the first-party source this collector reads. CoinGecko offers a free demo tier with a modest monthly call budget and per-minute rate limit, plus paid plans with higher throughput and a dedicated key. If CoinGecko data is all you need and your volume fits the demo tier, calling them directly is a perfectly good option — we will not pretend otherwise.

Where this collector earns its place is integration and scale: it delivers CoinGecko rows under the same QuantumProxies key as your other collectors, on the same per-row billing, with rotating exits so a burst of polling is not capped by a single IP's rate limit. You trade a first-party key you would otherwise manage for one pipeline and one bill.

## Versus calling CoinGecko yourself

CoinGecko's endpoint is clean JSON, so the DIY cost is not parsing — it is operating it at volume:

- **Rate limits are per IP.** Poll a large board frequently from one address and you hit the per-minute cap and start getting throttled. Rotating residential exits spread the calls out so a high-frequency job keeps flowing.
- **One key, many sources.** If you are already pulling search, social and e-commerce rows through QuantumProxies, adding crypto here avoids standing up and rotating a separate CoinGecko credential and its own quota accounting.
- **Typed, stamped rows.** You get a flat schema with `last_updated` on every row rather than mapping the raw response yourself each time the shape shifts.

If your only need is CoinGecko at low volume, their demo tier may be enough; at scale, or alongside other collectors, this and our [residential proxies](https://quantumproxies.io/residential-proxies) are the operational win.

## What people build with it

### Watchlist and portfolio snapshots

Pass a fixed `coin_ids` list and poll on an interval to record price, market cap and 24h move over time — a clean time series without running a streaming feed.

### Sector and category screens

Filter by a CoinGecko `category` like stablecoins or a meme-token sector to pull just that basket, then rank by cap or volume for a screener.

### Dashboards and alerts

Diff `price` or `change_24h_pct` between runs to fire threshold alerts, using `last_updated` to guard against acting on a stale snapshot.

## Limits, freshness and the legal bit

One run returns up to 250 coins. The data is a snapshot stamped with `last_updated`, not a live tick stream — freshness is set by how often you re-run. Values are denominated server-side in `vs_currency`, and fields CoinGecko does not populate for a coin come back null rather than guessed. Runs parallelise up to your plan's rate limit — 60 a minute on pay-as-you-go, up to 1,200 on the top tier — which is also how you poll faster than one IP against CoinGecko could.

Legally: this is public market data, and reading it is broadly lawful, but CoinGecko's terms govern use of their endpoint and market data is not investment advice. Background only — not financial or legal advice.

## FAQ

### Is the crypto market data API free?

$2 of usage a month with no card, which at $0.0002 per coin is about 10,000 delivered coins. CoinGecko also runs its own free demo tier with a monthly call budget; this collector is worth it mainly when you want the data alongside other collectors or at higher polling rates.

### Do I need a CoinGecko API key?

No. Your QuantumProxies API key is the only credential — the collector reads CoinGecko's public endpoint for you, so there is no separate CoinGecko key or quota to manage on your side.

### Is the data real-time?

It is a point-in-time snapshot, stamped on every row with last_updated. There is no websocket or per-tick stream; you keep data fresh by polling on an interval, and rotating exits let you poll faster than a single IP's rate limit would allow.

### Can I get just specific coins?

Yes. Pass a coin_ids list for a fixed watchlist, or a category slug for a sector; leave both empty to walk the market-cap ranking. You pay per coin returned, so a narrow filter costs proportionally less.

## Related scrapers

- [SEC EDGAR filings API](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) — SEC filings — full-text search across all filings, or one company's filing history.
- [DeFi TVL (DeFiLlama) API](https://quantumproxies.io/scraper-api/collectors/defillama-api) — Total value locked per blockchain — DeFiLlama data, keyless.
- [Yahoo Finance market data API](https://quantumproxies.io/scraper-api/collectors/yahoo-finance-api) — Live quote + history for stocks, ETFs and indices — price, volume, day and 52-week range.
- [Exchange rates (Frankfurter/ECB) API](https://quantumproxies.io/scraper-api/collectors/exchange-rate-api) — Foreign-exchange rates from ECB reference data — one row per target currency.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Hacker News API — $0.0003 per story | QuantumProxies

Hacker News API: search every HN story or take the front page as rows — points, author, comments, links and tags. Ask HN and Show HN too. $0.0003 per story.

## Hacker News API

**The Hacker News API reads the official public Algolia index of HN and returns stories as structured rows — title, outbound URL, points, author, comment count, timestamps, the HN discussion link and the index tags.** Search every story ever posted, or take the current front page, in one call.

Give it a `query` and it searches the whole archive by relevance or by date; leave the query empty and it returns the live front page. You can target `type` explicitly to pull Ask HN or Show HN threads. Each run is one call returning up to 200 stories, read over the TLS tier — no browser, no scraping of the HTML site, just the JSON index HN's own search is built on. For mainstream coverage of the same stories, pair it with the [Google News API](https://quantumproxies.io/scraper-api/collectors/google-news-scraper-api).

$0.0003 per delivered story, up to 200 storys per run. Nothing delivered means nothing charged.

## How the Hacker News API works

You optionally send a `query`, a `type` filter (story, Ask HN, Show HN, front_page), a `sort` (relevance or date) and a `max_results` up to 200. With a query it searches the archive; without one it returns the front page. Rows come back flat.

Two things to know:

- **Search or front page, decided by `query`.** A query searches every story HN has indexed; an empty query is the live front page. `sort` lets you swap relevance for newest-first when searching.
- **Discussion and link are separate.** `url` is the story's outbound link (null for text posts), while `hn_url` is the HN thread — so you can follow either the source or the conversation, and `text` carries the body of an Ask HN post.

## Inputs

Every input is optional. `query` searches the archive; leave it empty for the front page. `type` targets a story kind (including Ask HN and Show HN), `sort` chooses relevance or date, and `max_results` caps delivery at 200 stories in a single call.

- **query** (string) — What to search. Empty = current front page.
- **type** (string) — Story type filter (default: story when searching, front_page otherwise).
- **sort** (string) — relevance (default when searching) or date (newest first).
- **max_results** (integer) — How many stories to deliver at most (1–200). You pay only for delivered stories.

## What one story looks like

Each story is one flat row: `title`, the outbound `url` (null for text-only posts), `points`, `author`, `comments`, an ISO `created_at`, the `hn_url` discussion link, any Ask-HN `text` with tags stripped, and the index `tags`. The HN item `id` is on every row so you can de-duplicate or join across runs.

- **rank** (integer) — 1-based position.
- **id** (string) — HN item id.
- **title** (string) — Story title.
- **url** (string, nullable) — Outbound link (null for text posts).
- **points** (integer, nullable) — Upvotes.
- **author** (string, nullable) — Submitter.
- **comments** (integer, nullable) — Comment count.
- **created_at** (string, nullable) — Submission time (ISO 8601).
- **text** (string, nullable) — Self-post text (Ask HN), tags stripped.
- **hn_url** (string) — Link to the HN discussion.
- **tags** (string[]) — Index tags (story, show_hn…).

## What the Hacker News API costs

$0.0003 per delivered story ($0.30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 6,666 storys here. Volume tiers take up to 30% off.

$0.0003 per delivered story, $0.30 per 1,000. A full 200-story pull is six cents; polling the front page every minute for a day at 30 stories a time is roughly 43,000 rows — about $13. You pay per story returned, so a tight query that matches little costs little.

The $2 monthly allowance (no card) covers roughly 6,600 delivered stories, and volume tiers take up to 30% off. `GET /v1/scraper/collectors` returns your key's live price.

## Hacker News API vs the official one

Being straight about it: this collector reads HN's official public search index, provided by Algolia, and that API is free and open. So is the Firebase HN API for raw items. If Hacker News is the only source you need and your volume is modest, calling either directly is a fine choice — there is no gatekeeping to route around here.

What this adds is shape and integration: typed rows against a published schema, search and front-page in one endpoint, and delivery under the same QuantumProxies key and per-row billing as your other collectors — with rotating exits so a heavy polling job is not throttled by a single IP. You are paying for one pipeline and one bill, not for access you could not otherwise get.

## Versus calling the index yourself

HN's index is clean JSON, so the DIY cost is operational rather than parsing:

- **Rate limits at volume.** Frequent polling from one IP eventually gets throttled; rotating exits keep a high-frequency front-page or search job flowing.
- **Two surfaces, one schema.** Search results and front-page items differ slightly; folding them into a single flat row with a real `created_at` and a stripped `text` is boilerplate you would otherwise own.
- **One key for everything.** If you already pull other collectors through QuantumProxies, adding HN here avoids a separate integration and lets you join it to the rest in one place.

If HN alone at low volume is the whole job, the free official index may be all you need; at scale or alongside other sources, this plus our [residential proxies](https://quantumproxies.io/residential-proxies) is the operational win.

## What people build with it

### Tech trend and topic monitoring

Search the archive for your product, competitor or topic and sort by date to catch new threads as they land, following `hn_url` straight into the discussion.

### Front-page capture

Poll the front page on an interval and store each snapshot to reconstruct what led HN over a day, ranking by `points` and `comments` as they move.

### Ask HN and Show HN mining

Target `type` to pull Ask HN questions or Show HN launches, using the `text` body and comment counts to study what the community asks and ships.

## Limits, coverage and the legal bit

One call per run, up to 200 stories. It indexes stories and their metadata — points, comments, author, links, tags — not the full comment trees; a story's `hn_url` is where the thread lives. Front-page versus archive search is chosen by whether you pass a `query`. Runs parallelise up to your plan's rate limit — 60 a minute on pay-as-you-go, up to 1,200 on the top tier — which is also how you poll faster than one IP against the index could.

Legally: HN posts are public and reading public data is broadly lawful, but the content is user-generated, the index has its own terms, and rules vary by country. Background, not legal advice.

## FAQ

### Is the Hacker News API free?

$2 of usage a month with no card, which at $0.0003 per story is roughly 6,600 delivered stories. Hacker News' own Algolia search index is also free; this collector is worth it mainly when you want HN data as typed rows alongside other collectors, or polled harder than one IP allows.

### Do I need an API key for Hacker News?

No. Your QuantumProxies API key is the only credential — the official HN index needs none either, and this collector reads it for you, so there is nothing extra to register.

### Can I get Ask HN and Show HN?

Yes. Set the type filter to target Ask HN or Show HN specifically; an Ask HN row includes its text body with markup stripped, and every row carries the hn_url discussion link and comment count.

### Does it return the comments?

It returns the comment count and a link to the discussion, not the full comment tree. The index is story-level; to read a thread you follow hn_url. That keeps a row flat and the per-story price low.

## Related scrapers

- [GitHub repository search API](https://quantumproxies.io/scraper-api/collectors/github-repository-search-api) — Repository search — name, description, language, stars, topics. No token, no API quota.
- [Stack Overflow questions API](https://quantumproxies.io/scraper-api/collectors/stackoverflow-scraper-api) — Questions from Stack Overflow and sister sites — score, answers, views, tags, author.
- [npm package search API](https://quantumproxies.io/scraper-api/collectors/npm-registry-api) — Search the npm registry — version, description, license, downloads, quality score, links.
- [PyPI package data API](https://quantumproxies.io/scraper-api/collectors/pypi-api) — Python package metadata from PyPI — version, summary, license, Python support, links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Wikipedia API — $0.0005 per article | QuantumProxies

Wikipedia API: search or pass titles for article summaries — lead extract, description, thumbnail and Wikidata id, any language edition. $0.0005 per article.

## Wikipedia API

**The Wikipedia API returns article summaries as structured rows — title, page id, the short Wikidata description, the lead-section extract, canonical URL, thumbnail, last-modified time and the Wikidata id.** Search with a query, or pass an exact title list or /wiki/ URLs and read those articles directly.

It delivers the lead — the summary you would read at the top of an article — not the full body text, which is the right granularity for enrichment, entity cards and knowledge panels. Any language edition works through the `lang` input, so the same title can be pulled in English, Italian or German. Titles that do not exist come back under `failed` and are never billed. It reads Wikipedia's own summary endpoint over the TLS tier — no browser.

$0.0005 per delivered article, up to 50 articles per run. Nothing delivered means nothing charged.

## How the Wikipedia API works

You either send a `query` to search and read the top results, or a `titles` array of exact article titles or /wiki/ URLs to read directly — one or the other. Set `lang` for the edition and `max_results` up to 50. Each article becomes one flat row.

Two things worth knowing:

- **Summary, not full text.** `extract` is the lead-section plain text — the opening summary — not the entire article. It is deliberately the enrichment-sized slice, not a page dump.
- **Misses are separated, not faked.** A title that does not resolve in the chosen `lang` lands in `failed`, unbilled, rather than returning as an empty `extract` that would quietly corrupt a dataset.

## Inputs

Use `query` to search Wikipedia and read the top hits, or `titles` to read exact articles or /wiki/ URLs — one or the other, not both. `lang` picks the language edition (default en). `max_results` caps delivery at 50 articles.

- **query** (string) — Search Wikipedia and read the top results. Use this OR titles.
- **titles** (array) — Exact article titles or /wiki/ URLs to read. Use this OR query.
- **lang** (string) — Wikipedia language edition (en, it, de…). Default en.
- **max_results** (integer) — How many articles to deliver at most (1–50). You pay only for delivered articles.

## What one article looks like

Each article is one flat row: `title`, `page_id`, the short `description`, the lead-section `extract`, canonical `url`, `thumbnail`, the `lang` read, an ISO `last_modified` and the `wikidata_id` (Q-number). That Wikidata id is the join key to structured facts elsewhere, which is why it is a first-class field rather than something you resolve separately.

- **rank** (integer) — 1-based position.
- **title** (string) — Article title.
- **page_id** (integer, nullable) — MediaWiki page id.
- **description** (string, nullable) — Short description (Wikidata).
- **extract** (string) — Lead-section plain-text extract.
- **url** (string) — Canonical article URL.
- **thumbnail** (string, nullable) — Lead image thumbnail.
- **lang** (string) — Language edition read.
- **last_modified** (string, nullable) — Last revision time (ISO 8601).
- **wikidata_id** (string, nullable) — Wikidata item id (Q…).

## What the Wikipedia API costs

$0.0005 per delivered article ($0.50 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 4,000 articles here. Volume tiers take up to 30% off.

$0.0005 per delivered article, $0.50 per 1,000. Enriching a 10,000-entity list with a summary and Wikidata id apiece is $5. Titles that do not resolve are returned under `failed` and cost nothing, so a messy input list degrades coverage rather than inflating the bill.

The $2 monthly allowance (no card) covers about 4,000 delivered articles, and volume tiers take up to 30% off. `GET /v1/scraper/collectors` returns the exact price your key pays.

## Wikipedia API vs the MediaWiki API

Being straight about it: Wikipedia's own MediaWiki and REST APIs are free, official and well-documented, and this collector reads that same summary endpoint. If Wikipedia is your only source and your volume is modest, calling it directly is a sound choice — there is no access barrier to get around.

What this adds is shape and scale. The raw MediaWiki API is powerful but sprawling — several modules, continuation tokens, and responses you assemble yourself. This returns one flat, typed row per article with the `extract`, `description`, `thumbnail` and `wikidata_id` already lined up, a `failed` bucket for bad titles, and delivery under the same QuantumProxies key and per-row billing as your other collectors — with rotating exits so a big enrichment batch is not throttled by one IP.

## Versus calling MediaWiki yourself

MediaWiki's API is open, so the DIY cost is assembly and operation rather than access:

- **Modules and continuation.** Search, summary, page image and Wikidata id can mean several calls and paging tokens per article; this folds them into one row so you do not orchestrate that yourself.
- **Rate limits at batch scale.** Enriching tens of thousands of entities from one IP invites throttling; rotating exits keep a large job moving.
- **Missing-title handling.** A hand-rolled client has to decide what to do with titles that do not resolve; here they are separated into `failed` and never billed, so your dataset stays clean.

If low-volume Wikipedia lookups are the whole job, the official API may be enough; at enrichment scale or alongside other sources, this and our [residential proxies](https://quantumproxies.io/residential-proxies) are the operational win.

## What people build with it

### Entity enrichment

Feed a list of people, companies or places as `titles` and get a summary, thumbnail and `wikidata_id` for each — enough to build a knowledge card or join to structured data downstream.

### Knowledge panels and tooltips

Use the lead `extract` and `description` to power hover cards or panels in your own product, refreshed as articles change via `last_modified`.

### Multilingual reference

Pull the same title across `lang` editions to compare how a topic is summarised by market, or to localise an entity card without a separate translation step.

## Limits, scope and the legal bit

One run returns up to 50 articles. The `extract` is the lead-section summary, not the full article body — this collector is built for summaries and enrichment, not for mirroring page content. Non-existent titles are returned under `failed`, unbilled, never as empty rows. Any language edition is available through `lang`. Runs parallelise up to your plan's rate limit — 60 a minute on pay-as-you-go, up to 1,200 on the top tier.

Legally: Wikipedia content is public and licensed (generally CC BY-SA), so reuse carries attribution and share-alike obligations you should honour; the MediaWiki endpoint also has its own terms. Background, not legal advice.

## FAQ

### Is the Wikipedia API free?

$2 of usage a month with no card, which at $0.0005 per article is about 4,000 delivered articles. Wikipedia's own MediaWiki API is free too; this collector is worth it mainly when you want flat typed rows, a failed bucket for bad titles, and delivery alongside your other collectors.

### Do I need an API key for Wikipedia?

No. Your QuantumProxies API key is the only credential — the MediaWiki API needs none either, and this collector reads it for you, so there is nothing extra to register or rotate.

### Does it return the full article text?

No — it returns the lead-section extract, the opening summary, plus the short description, thumbnail and Wikidata id. That is the enrichment-sized slice; mirroring full article bodies is a different job with different licensing weight.

### What happens to titles that do not exist?

They are returned under failed and are not billed, rather than coming back as a row with an empty extract. That keeps a messy input list from silently corrupting your dataset or padding your invoice.

## Related scrapers

- [Wikidata entity search API](https://quantumproxies.io/scraper-api/collectors/wikidata-api) — Resolve a name to a stable Wikidata entity id — the join key for entity linking.
- [Books (Open Library) API](https://quantumproxies.io/scraper-api/collectors/book-data-api) — Book search over the Open Library catalog — ISBN, authors, ratings, covers.
- [YouTube video details API](https://quantumproxies.io/scraper-api/collectors/youtube-video-data-api) — Full metadata per video id — exact views and likes, length, category, captions.
- [Zillow property details API](https://quantumproxies.io/scraper-api/collectors/zillow-property-data-api) — Full detail per zpid — price, beds/baths, size, year, description, price history, photos.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# YouTube video data API — $0.001 per video | QuantumProxies

YouTube video data API: pass video ids or URLs, get exact view and like counts, length, category, tags and caption languages as typed rows. $0.001 per video.

## YouTube video data API

**The YouTube video data API turns a list of video ids into structured rows** — for each id you get the title, channel with its id and URL, the *exact* view and like counts, length in seconds, publish and upload dates, category, tags, description, thumbnail, the live flag and the list of caption languages the video carries.

It lifts those numbers straight from the watch page's own player payload rather than the official Data API, so there is no Google Cloud project to create, no `API key` to provision and no daily quota to ration. The visible page rounds a count to "1.2M"; this collector returns the integer underneath it. Private, deleted or age-gated videos land under `failed` and are never billed.

$0.001 per delivered video, up to 20 videos per run. Nothing delivered means nothing charged.

## How the YouTube video data API works

You post a `videos` array — bare 11-character ids, full `watch?v=` links, `youtu.be` short links or `/shorts/` URLs all normalise to the same fetch, so you can feed whatever your pipeline already stores.

Each id is fetched once over the TLS tier through a residential exit, and the player JSON embedded in the page is parsed into one flat row. Three things are worth knowing before you wire it in:

- **The counts are exact.** `views` and `likes` come back as integers, not the abbreviated string a human sees, which is the whole reason to read the payload instead of the rendered text.
- **No Data API, no quota.** Because nothing touches `googleapis.com`, there is no 10,000-unit daily budget to blow and no OAuth consent screen — your QuantumProxies key is the only credential.
- **Unavailable ids are isolated.** A private or removed video returns under `failed` rather than as a row of nulls that would quietly drag down an average later.

Need to discover ids first? Feed a query through the [YouTube search collector](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api) and pipe its ids straight in.

## Inputs

The one required input is `videos`, an array of up to 20 ids or URLs. `max_results` caps how many the run actually fetches, so a 20-id array with `max_results: 5` spends on five. `country` selects the residential exit, which matters for videos blocked in some regions.

- **videos** (array, required) — Video ids or watch/shorts/youtu.be URLs.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many videos to deliver at most (1–20). You pay only for delivered videos.

## What one video looks like

Every video is one flat row. `views` and `likes` are integers — `likes` is null when the uploader hides it. `caption_languages` lists the language codes that actually exist on the video, so you can filter for, say, clips that already carry Spanish subtitles without downloading anything. `keywords` carries the uploader's own tags, which are invisible on the page itself.

- **video_id** (string) — 11-char video id.
- **url** (string) — Canonical watch URL.
- **title** (string) — Video title.
- **channel** (string, nullable) — Channel name.
- **channel_id** (string, nullable) — Channel id (UC…).
- **channel_url** (string, nullable) — Channel URL.
- **views** (integer, nullable) — Exact view count.
- **likes** (integer, nullable) — Exact like count (when public).
- **length_seconds** (integer, nullable) — Duration in seconds.
- **publish_date** (string, nullable) — Publish date.
- **upload_date** (string, nullable) — Upload date.
- **category** (string, nullable) — YouTube category.
- **keywords** (string[]) — Video keywords/tags.
- **description** (string, nullable) — Description (first 1500 chars).
- **thumbnail** (string, nullable) — Largest thumbnail URL.
- **is_live** (boolean) — Live content flag.
- **family_safe** (boolean) — Family-safe flag.
- **captions_available** (boolean) — Whether captions exist.
- **caption_languages** (string[]) — Caption language codes.

## What the YouTube video data API costs

$0.001 per delivered video ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 videos here. Volume tiers take up to 30% off.

$0.001 per delivered video — $1 per 1,000 — billed only on rows that come back. There is no subscription and no floor: a 50,000-video sweep is $50 at list price, less on a volume tier. Ids that resolve to a private or deleted video sit in `failed` and cost nothing, so a stale id list erodes your coverage rather than your invoice.

The free monthly allowance is $2 of usage with no card on file, which at this price is about 2,000 videos a month. `GET /v1/scraper/collectors` echoes back the exact rate your key is charged.

## YouTube video data API vs the official Data API

Google's YouTube Data API v3 is the sanctioned way to read `statistics` for a video, and for low volumes it is free. The catch is the quota: every project starts with 10,000 units a day, a `videos.list` call is charged per part, and once you exhaust it you either wait for the Pacific-time reset or file for an extension that Google reviews by hand. A job that needs a million videos does not fit inside that envelope.

This collector sidesteps the quota entirely because it never calls the API — it reads the same watch page a browser would, so the ceiling is your plan's request rate, not a daily unit budget. You give up the API's channel and playlist endpoints; you gain the ability to pull video metadata at a volume the quota was designed to prevent.

## Versus parsing watch pages yourself

Reading one watch page is a one-liner. Reading them at scale is where the work hides:

- **The payload moves.** The player JSON is buried in a script tag whose shape Google reshuffles periodically; a parser pinned to last quarter's layout starts returning nulls without ever raising an error.
- **Datacenter IPs get consent walls.** Hit the watch page from a cloud subnet often enough and you get a cookie-consent interstitial instead of the video, and your counts quietly become zeros.
- **Abbreviated versus exact.** Scraping the rendered `1.2M` is easy and wrong; the integer lives in the payload, which is the fragile part.

Handing that over gives you a published schema and a bill that only moves when rows arrive. If you would rather keep your own fetcher, the [residential proxies](https://quantumproxies.io/residential-proxies) underneath this collector are available on their own.

## What people build with it

### Channel and competitor benchmarking

Pull the exact `views`, `likes` and `publish_date` for a list of a rival's uploads and track how each performs over time, without the rounding the public page forces on you.

### Subtitle and localisation triage

Read `caption_languages` across a catalogue to find which videos already carry captions in a target language and which still need them commissioned.

### Metadata enrichment for datasets

Feed ids collected elsewhere and get `category`, `keywords`, `length_seconds` and `description` back to enrich a research or recommendation dataset.

## Limits, throughput and the legal bit

One run takes up to 20 ids; larger lists are just more runs, and because each is independent they parallelise up to your plan's rate limit — 60 requests a minute on pay-as-you-go, up to 1,200 on the top tier. The `description` is truncated to its first 1,500 characters, and this collector reads metadata only: it does not return the video file, the transcript text or individual comments.

Legally: view and like counts are shown publicly to every visitor, and reading public data is generally lawful in most places, but YouTube's terms restrict automated access and the analysis differs by country and by what you do with the data. This is not legal advice — take proper advice for your specific use.

## FAQ

### Is the YouTube video data API free?

There is a free monthly allowance rather than a permanent free tier: $2 of usage each month with no card, which at $0.001 per video is about 2,000 videos. Google's own Data API is also free up to 10,000 quota units a day, but that budget disappears quickly at batch volumes and this collector has no quota at all.

### Do I need a YouTube or Google API key?

No. You authenticate with your QuantumProxies key and nothing else — there is no Google Cloud project, no OAuth screen and no Data API registration, because the metadata is read from the public watch page rather than from googleapis.com.

### Does it return exact view and like counts?

Yes. The visible page shows a rounded "1.2M", but the player payload behind it carries the integer, and that integer is what lands in the views and likes fields. Likes come back null only when the uploader has hidden them.

### Can it fetch captions or the transcript?

It reports which caption languages exist in caption_languages, but it does not download the subtitle text or the transcript itself. That is a separate job with its own size and rights considerations.

## Related scrapers

- [YouTube search API](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api) — YouTube search results without the Data API — views, channel, duration.
- [Instagram profile API](https://quantumproxies.io/scraper-api/collectors/instagram-scraper-api) — Public Instagram profile stats — followers, following, posts, bio.
- [TikTok profile API](https://quantumproxies.io/scraper-api/collectors/tiktok-scraper-api) — Public TikTok profile stats — followers, likes, videos, bio.
- [YouTube channel API](https://quantumproxies.io/scraper-api/collectors/youtube-channel-scraper-api) — A channel's uploads with views, duration and channel stats.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Zillow property API — $0.003 per property | QuantumProxies

Zillow property API: send zpids or homedetails URLs and get price, beds, baths, size, year built, price history and photos as typed rows. $0.003 per property.

## Zillow property API

**The Zillow property API is the zpid-keyed detail endpoint: hand it property ids and it returns each home-details page as one structured row** — address, listing status, home type, price with currency, beds and baths, living area, lot size, year built, coordinates, description, last-sold figures, the recent price history, brokerage and MLS attribution, and photo URLs.

It fetches each page over the TLS tier without a browser and reads what Zillow actually server-renders. That last part matters for one field in particular: the `zestimate` and `rent_zestimate` are filled only when Zillow renders them into that page, and are left `null` otherwise rather than guessed. A zpid that no longer resolves comes back under `failed` and is never billed.

$0.003 per delivered property, up to 20 propertys per run. Nothing delivered means nothing charged.

## How the Zillow property API works

You post a `properties` array. Each entry can be a bare `zpid` or a full `/homedetails/` URL — both normalise to the same fetch, so the ids a discovery run already produced drop in without a cleanup pass.

Each property becomes one home-details fetch parsed into a flat row. Three behaviours shape how you should read the output:

- **Zestimate is reported, never invented.** When Zillow server-renders the estimate it lands in `zestimate`; when the page does not carry it, the field is `null`. There is no model on our side filling the gap with a number.
- **Price history is the event list.** `price_history` is an array of `{ date, price, event }` objects — the sold, listed and price-cut events Zillow shows — so you can reconstruct a listing's trajectory without a second call.
- **No browser.** The detail page is read as server-rendered HTML, which is why per-property cost is bandwidth and a parse rather than a headless Chrome session.

Do not have zpids yet? Run a location through the [Zillow search collector](https://quantumproxies.io/scraper-api/collectors/zillow-scraper-api) first — it returns both zpids and homedetails URLs, either of which this endpoint accepts.

## Inputs

The only required input is `properties`, an array of up to 20 zpids or homedetails URLs. `max_results` caps how many the run fetches, which is a cheap guard when the array is assembled by another job. There is no country selector — Zillow is US-focused and the exit is chosen accordingly.

- **properties** (array, required) — zpids or /homedetails/ URLs (zillow_search returns both).
- **max_results** (integer) — How many properties to deliver at most (1–20). You pay only for delivered properties.

## What one property looks like

Each property is one flat row. `price` pairs with `currency`, and `last_sold_price` with `date_sold`, so a sale is a fact you read rather than infer. `living_area` and `lot_size` each ship with their own unit field so square feet and acres never get silently mixed. `photos` holds the first image URLs and `photo_count` the total, letting you gauge listing completeness without fetching a single picture.

- **zpid** (string) — Zillow property id.
- **url** (string) — Home-details URL.
- **address** (string, nullable) — Street address.
- **city** (string, nullable) — City.
- **state** (string, nullable) — State.
- **zipcode** (string, nullable) — ZIP.
- **status** (string, nullable) — Listing status (FOR_SALE, SOLD…).
- **home_type** (string, nullable) — SINGLE_FAMILY, CONDO…
- **price** (number, nullable) — Listing price.
- **currency** (string, nullable) — Price currency.
- **zestimate** (number, nullable) — Zestimate when server-rendered.
- **rent_zestimate** (number, nullable) — Rent Zestimate when server-rendered.
- **beds** (number, nullable) — Bedrooms.
- **baths** (number, nullable) — Bathrooms.
- **living_area** (number, nullable) — Living area.
- **living_area_unit** (string, nullable) — sqft/m².
- **lot_size** (number, nullable) — Lot size value.
- **lot_size_unit** (string, nullable) — Lot size unit.
- **year_built** (integer, nullable) — Year built.
- **latitude** (number, nullable) — Latitude.
- **longitude** (number, nullable) — Longitude.
- **description** (string, nullable) — Listing description (first 1500 chars).
- **last_sold_price** (number, nullable) — Last sold price.
- **date_sold** (string, nullable) — Last sold date.
- **price_history** (object[]) — Recent price events ({ date, price, event }).
- **brokerage** (string, nullable) — Listing brokerage.
- **mls_id** (string, nullable) — MLS id.
- **photo_count** (integer, nullable) — Total photos on the listing.
- **photos** (string[]) — First photo URLs.

## What the Zillow property API costs

$0.003 per delivered property ($3 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 666 propertys here. Volume tiers take up to 30% off.

$0.003 per delivered property, $3 per 1,000. A 10,000-home watchlist refreshed weekly is $30 a week at list price, cheaper on a volume tier. The cost-control pattern here is the split: discover with the far cheaper Zillow search collector, and spend the $0.003 only on the zpids you decided are worth the full detail row.

zpids that fail to resolve are returned under `failed` and are not billed, so an ageing id set costs you coverage, not money. The free monthly allowance of $2 covers roughly 666 properties, and `GET /v1/scraper/collectors` reports the price your key pays.

## Zillow property API vs Zillow's own data program

People search for a "Zillow API" expecting a public endpoint, but Zillow retired its public API program years ago. What remains is Bridge Interactive and the Zillow Group data feeds, and access to those is gated behind an application, an MLS or partner relationship and a data-licence agreement that dictates what you may store and display. It is built for brokerages syndicating listings, not for a team that wants price and history for a set of ids.

This collector reads the same public home-details page any visitor sees, so there is no application to be approved and no membership to hold — your QuantumProxies key is the only credential. The trade is that you receive the page's public fields, including the Zestimate only when Zillow chooses to render it, rather than a licensed back-end feed.

## Versus scraping home-details pages yourself

One home-details page is easy to fetch. A steady stream of them is the actual engineering problem:

- **Zillow's bot defences are among the strictest in real estate.** A datacenter IP is challenged fast, and once a subnet is flagged you cannot tell a dead zpid from a blocked fetch — so you record "off market" for homes that are perfectly listed.
- **The page is heavy.** Detail pages carry a large embedded state blob, so residential bandwidth climbs faster than the request count implies.
- **The Zestimate is conditional.** A parser that assumes it is always present writes a wrong number or crashes on the listings where it is absent.

Handing the fetch over buys a stable schema and per-row billing. If you would rather run your own crawler and only need clean US exits beneath it, the [residential proxies](https://quantumproxies.io/residential-proxies) are the network this collector already uses.

## What people build with it

### Portfolio and comp valuation

Refresh a set of owned or watched zpids and read `price`, `zestimate` where present and `price_history` together to keep an internal valuation model current.

### Days-on-market and price-cut tracking

Diff each week's `price_history` and `status` to catch the moment a listing cuts its price or moves to pending — the signal that usually precedes a deal.

### Listing enrichment for a CRM

Turn a broker's zpid list into full records with `beds`, `baths`, `living_area`, `year_built`, coordinates and photos, without anyone re-keying a listing by hand.

## Limits, accuracy and the legal bit

A single run takes up to 20 zpids; longer id lists are simply more runs, which parallelise up to your plan's rate limit — 60 requests a minute on pay-as-you-go and as high as 1,200 on the top tier. The `description` is capped at its first 1,500 characters, and unresolvable zpids come back under `failed` at no charge.

Legally: listing details are published for every visitor to see, and collecting public data is generally lawful in most jurisdictions, but Zillow's terms restrict automated access, US case law in this area keeps shifting, and what you do with the data matters as much as how you gathered it. None of this is legal advice — get some for your own situation.

## FAQ

### Is there a free Zillow API?

Not a public one any more — Zillow closed its open API, and today's access runs through Bridge Interactive or a partner data feed under a licence agreement. This collector instead reads the public home-details page, and comes with a $2 monthly allowance, roughly 666 properties at $0.003 each, with no card required.

### Do I need a Zillow API key or partner account?

No. There is no Zillow registration, MLS membership or data-licence application involved. You authenticate with your QuantumProxies key alone, and the endpoint reads the same page a browser would load.

### Does it return the Zestimate?

Only when Zillow server-renders it into that property's page. In that case it appears in zestimate and rent_zestimate; when the page does not carry it, those fields are null rather than an estimate we made up.

### How do I get the zpids to send?

Run a city, neighbourhood or search URL through the Zillow search collector, which returns zpids and homedetails URLs, then pass either straight into this endpoint. The two are designed to be chained.

## Related scrapers

- [Zillow search API](https://quantumproxies.io/scraper-api/collectors/zillow-scraper-api) — Zillow listings for a location — price, beds, baths, sqft, coordinates.
- [Idealista listings API](https://quantumproxies.io/scraper-api/collectors/idealista-scraper-api) — Property listings from Idealista Spain/Italy/Portugal — price, rooms, size, agency.
- [GitHub repository search API](https://quantumproxies.io/scraper-api/collectors/github-repository-search-api) — Repository search — name, description, language, stars, topics. No token, no API quota.
- [Kleinanzeigen ads API](https://quantumproxies.io/scraper-api/collectors/kleinanzeigen-scraper-api) — Classified ads from Kleinanzeigen.de — price, location, date, description.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# GitHub repository search API — $0.0005/repo | QuantumProxies

GitHub API alternative: run server-rendered repository search with GitHub syntax and get name, stars, language, topics and update time. No token. $0.0005/repo.

## GitHub repository search API

**The GitHub repository search API runs a repository search and returns one row per result** — `owner/name`, description, primary language, star count, topics, the archived flag and the last-update timestamp, ranked in the order GitHub returned them.

It reads the server-rendered search results page rather than the REST API, which has one concrete consequence: there is no personal access token to mint and you are not subject to the unauthenticated API's ceiling of ten requests a minute. GitHub's full search grammar still works, so `language:python`, `stars:>1000` and the rest of the qualifiers narrow the set exactly as they would on the site.

$0.0005 per delivered repository, up to 50 repositorys per run. Nothing delivered means nothing charged.

## How the GitHub repository search API works

You post a `query` and, optionally, a `sort` of `best_match`, `stars` or `updated`. The query is passed through untouched, so any qualifier you would type into GitHub's own search box — `org:`, `topic:`, `language:`, `stars:>500` — behaves the same here.

Each results page carries ten repositories, and the collector pages through them up to your requested `max_results`, parsing each card into a flat row. Two points are worth internalising:

- **No token, no API rate limit.** Because the data comes from the HTML search page and not `api.github.com`, the 10-request-per-minute unauthenticated cap and the 30-per-minute authenticated search cap simply do not apply — your ceiling is your QuantumProxies plan's request rate.
- **Ranking is preserved.** The `rank` field records the 1-based position GitHub assigned, so a relevance-sorted run stays meaningful after you store it.

Chasing repos that only surface in write-ups rather than search? The [Google search collector](https://quantumproxies.io/scraper-api/collectors/google-search-results-api) is the companion for that kind of discovery.

## Inputs

The only required input is `query`, and GitHub's search syntax is fair game inside it. `sort` chooses between best-match, most-starred and recently-updated ordering. `max_results` caps the run at up to 50 repositories, and because results arrive ten to a page it also controls how many pages get fetched.

- **query** (string, required) — Search query — GitHub syntax works ("web scraper language:python stars:>100").
- **sort** (string) — best_match (default), stars, or updated.
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many repositories to deliver at most (1–50). You pay only for delivered repositories.

## What one repository looks like

Each repository is one flat row. `repo` is the canonical `owner/name` string, split out into `owner` and `name` for convenience. `stars` is an integer and `topics` a string array, so you can filter on popularity and tags without post-processing. `archived` flags repositories GitHub has frozen, and `updated_at` is an ISO 8601 timestamp you can sort or diff directly.

- **rank** (integer) — 1-based position.
- **repo** (string) — owner/name.
- **owner** (string, nullable) — Owner login.
- **name** (string, nullable) — Repository name.
- **description** (string, nullable) — Repo description.
- **language** (string, nullable) — Primary language.
- **stars** (integer, nullable) — Star count.
- **topics** (string[]) — Repo topics.
- **archived** (boolean) — Archived flag.
- **updated_at** (string, nullable) — Last update (ISO 8601).
- **url** (string) — Repository URL.

## What the GitHub repository search API costs

$0.0005 per delivered repository ($0.50 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 4,000 repositorys here. Volume tiers take up to 30% off.

$0.0005 per delivered repository — 50 cents per 1,000 — which makes this the cheapest collector in the catalogue and a natural fit for broad, repeated sweeps. Scanning 100,000 repositories across a set of queries is $50 at list price, and volume tiers take it lower.

Rows are billed only when they arrive, so a query that matches nothing costs nothing. The free monthly allowance of $2 covers about 4,000 repositories, and `GET /v1/scraper/collectors` returns the exact per-row price your key is charged.

## GitHub repository search API vs the REST Search API

GitHub's own `GET /search/repositories` is the documented route and it returns richer JSON than a search page does. Its constraints are about throughput. Unauthenticated it allows ten requests a minute; authenticated it lifts to thirty, plus a secondary abuse limiter; and every search — official or not — stops at 1,000 results, so a query with 40,000 matches is only ever paginated 1,000 deep. Teams doing wide inventory or trend work run into those walls quickly.

This collector trades the API's extra JSON fields for freedom from the token and the per-minute cap: it reads the same ranked list a logged-out visitor sees, at your plan's request rate. When you need the fields only the API exposes for a specific repo, call the API for those; when you need breadth, read the search page.

## Versus scraping GitHub search yourself

Fetching one search page is trivial. Keeping a fleet of them flowing is not:

- **Search is rate-limited even unauthenticated.** Hammer `github.com/search` from one IP and you get throttled or served an interstitial; without rotating exits the run stalls after a few pages.
- **Ten results per page.** Any meaningful sweep is a pagination loop, and each page is a fresh chance to be blocked or to hit a layout the parser does not recognise.
- **Cards drift.** GitHub reshapes the result card markup periodically, and a brittle selector starts dropping stars or topics silently.

Handing it over gives you a typed schema and a bill that tracks delivered rows. If you would rather keep your own crawler and just want dependable exits under it, the [residential proxies](https://quantumproxies.io/residential-proxies) are the same network this collector runs on.

## What people build with it

### Dependency and ecosystem mapping

Sweep `topic:` and `language:` queries to build an inventory of every repository in an ecosystem, with `stars` and `updated_at` to rank maintenance and adoption.

### Developer-tool market research

Track how many repositories mention a framework and how their star counts move over time, using cheap repeated runs rather than a token budget you have to nurse.

### OSS due diligence and sourcing

Filter with `stars:>500` and read `archived` and `updated_at` to separate live, well-supported projects from abandoned ones before you depend on them.

## Limits, the result cap and the legal bit

One run returns up to 50 repositories — GitHub's search itself caps any query at 1,000 results, so very broad queries are best narrowed with qualifiers rather than paged endlessly. Runs are independent and parallelise up to your plan's rate limit, 60 requests a minute on pay-as-you-go and up to 1,200 on the top tier. This collector returns the search-card fields; it does not clone the repository or read file contents.

Legally: repository listings are public and reading public data is generally lawful in most places, but GitHub's terms govern automated access and your downstream use carries its own obligations, especially around licences. This is not legal advice — get advice for your specific case.

## FAQ

### Is the GitHub API free?

GitHub's REST API is free but throttled — ten requests a minute unauthenticated, thirty for authenticated search — and it needs a token. This collector has no token and no per-minute API cap, and it ships with a $2 monthly allowance, about 4,000 repositories at $0.0005 each, before you pay anything.

### Do I need a GitHub token or personal access key?

No. Because results are read from the public search page rather than api.github.com, there is no token to create and no OAuth app to register. Your QuantumProxies key is the only credential the request needs.

### Does GitHub search syntax work in the query?

Yes. The query is forwarded to GitHub unchanged, so qualifiers like language:python, stars:>1000, topic: and org: all filter exactly as they do in the site's own search box.

### How many repositories can I get per query?

Up to 50 per run, and GitHub caps any single search at 1,000 results total. For a category larger than that, split it with qualifiers — by language, by star range or by topic — and run each slice.

## Related scrapers

- [Hacker News stories API](https://quantumproxies.io/scraper-api/collectors/hacker-news-api) — HN stories by search query or the live front page — points, comments, links.
- [Stack Overflow questions API](https://quantumproxies.io/scraper-api/collectors/stackoverflow-scraper-api) — Questions from Stack Overflow and sister sites — score, answers, views, tags, author.
- [npm package search API](https://quantumproxies.io/scraper-api/collectors/npm-registry-api) — Search the npm registry — version, description, license, downloads, quality score, links.
- [PyPI package data API](https://quantumproxies.io/scraper-api/collectors/pypi-api) — Python package metadata from PyPI — version, summary, license, Python support, links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Idealista listings API — $0.001 per listing | QuantumProxies

Idealista API for Spain, Italy and Portugal: pass a location, choose sale or rent, and get price, price per m², rooms, size and agency. $0.001 per listing.

## Idealista listings API

**The Idealista listings API reads a search result page and returns one row per property** — title, listing URL, price with its parsed numeric value, price per square metre, room count, size, the detail chips shown on the card, a description excerpt, the listing agency and a thumbnail.

It covers the three Idealista markets — `es` for Spain, `it` for Italy and `pt` for Portugal — and takes either a location slug like `madrid-madrid` or a full listing URL you paste in. Each page is fetched over the TLS tier through a European residential exit; a search that returns nothing chargeable comes back empty rather than as invented rows.

$0.001 per delivered listing, up to 100 listings per run. Nothing delivered means nothing charged.

## How the Idealista listings API works

You choose the `site` (`es`, `it` or `pt`), set `operation` to `sale` or `rent`, and pass a `location` — a slug such as `barcelona-barcelona`, or a full Idealista search URL when you want to reproduce an exact filtered view. The collector reproduces that search and pages through the results.

Every card is parsed into a flat row. Two things are worth knowing:

- **Price arrives twice.** `price` keeps the string as displayed and `price_value` is the parsed number, so you can sort and average without stripping euro signs and thousands separators yourself.
- **Agency versus private is explicit.** `agency` holds the listing agency, or is `null` when the seller is a private individual — a distinction that matters for lead work and for filtering out professional inventory.

Comparing European stock against the US market? The [Zillow search collector](https://quantumproxies.io/scraper-api/collectors/zillow-scraper-api) is the equivalent for American listings and returns a comparable row shape.

## Inputs

The required input is `location` — a slug or a full listing URL. `site` selects the country portal and its matching exit; `operation` switches between sale and rent. `max_results` caps the run at up to 100 listings, defaulting to 30, which keeps a quick probe cheap while letting a full sweep go wide.

- **location** (string, required) — Idealista location slug ("madrid-madrid") or a full listing URL.
- **operation** (string) — sale (default) or rent.
- **site** (string) — Country site: es (default), it, pt.
- **max_results** (integer) — How many listings to deliver at most (1–100). You pay only for delivered listings.

## What one listing looks like

Each listing is one flat row. `price_value` is the number behind `price`, and `price_per_m2` preserves the per-square-metre figure Idealista shows. `rooms` and `size_m2` are typed for direct filtering, while `details` keeps the card's chips — floor, lift, terrace and the like — as a string array you can scan for features the structured fields do not capture.

- **rank** (integer) — 1-based position.
- **listing_id** (string, nullable) — Idealista listing id.
- **title** (string) — Listing title (type + street/zone).
- **url** (string, nullable) — Listing URL.
- **price** (string, nullable) — Price as shown.
- **price_value** (number, nullable) — Parsed price.
- **price_per_m2** (string, nullable) — Price per m² as shown.
- **rooms** (integer, nullable) — Rooms.
- **size_m2** (number, nullable) — Size in m².
- **details** (string[]) — Detail chips as shown (floor, elevator…).
- **description** (string, nullable) — Listing description excerpt.
- **agency** (string, nullable) — Listing agency (null for private).
- **thumbnail** (string, nullable) — First photo.

## What the Idealista listings API costs

$0.001 per delivered listing ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 listings here. Volume tiers take up to 30% off.

$0.001 per delivered listing, $1 per 1,000. Refreshing 20,000 listings across a handful of Spanish and Portuguese cities every night is $20 a run at list price, and volume tiers bring that down. Because billing is per delivered row, a location that has thinned out simply returns fewer rows and a smaller bill.

The free monthly allowance is $2 of usage, roughly 2,000 listings a month at this price, with no card required. `GET /v1/scraper/collectors` reports the exact rate your key pays.

## Idealista listings API vs Idealista's official API

Idealista does publish an official API, and where it fits it is the right tool. The friction is access: you apply for OAuth2 credentials, approval is discretionary and skewed toward research and partner use, and the free allowance is measured in a small number of requests per month before you negotiate a paid arrangement. For anyone doing continuous market monitoring, that envelope is tight.

This collector reads the same public search pages a house-hunter browses, so there is no application queue and no monthly request ceiling handed down by the portal — the limit is your QuantumProxies plan. You forgo the official API's account-linked fields in exchange for open-ended volume across the sale and rent listings that are visible to everyone.

## Versus scraping Idealista yourself

A single Idealista page is easy to pull once. Doing it continuously across three countries is the real job:

- **Anti-bot is serious.** Idealista fronts its pages with commercial bot protection, and a datacenter IP is challenged almost immediately; without rotating European residential exits a run dies on the first pages.
- **Three portals, three layouts.** The Spanish, Italian and Portuguese sites differ in markup and in how prices are formatted, so one parser rarely covers all three cleanly.
- **Geo matters.** Listings and prices are served relative to the visitor's country, so the exit has to sit in the right market or the data skews.

Handing that off gives you a stable, typed schema and per-row billing. If you would rather run your own crawler and only need clean EU exits beneath it, the [residential proxies](https://quantumproxies.io/residential-proxies) are the network this collector already uses.

## What people build with it

### Rental yield and price-per-m² analysis

Pull sale and rent runs for the same `location` and divide `price_value` figures to estimate gross yield, using `price_per_m2` to normalise across property sizes.

### New-listing alerts for buyers

Re-run a saved `location` and diff `listing_id` values to surface fresh listings within minutes of them appearing, before the popular ones are gone.

### Agency versus private supply mapping

Segment a city's inventory by whether `agency` is set to measure how much stock is professional versus private — useful for both competitive and lead-generation work.

## Limits, geo coverage and the legal bit

One run returns up to 100 listings for a location; deeper coverage means running more locations or more filtered URLs rather than one endless page. Runs are independent and parallelise up to your plan's rate limit — 60 requests a minute on pay-as-you-go, up to 1,200 on the top tier. This collector reads the search result card; it does not open each listing's own detail page for the full photo set or the seller's phone number.

Legally: these listings are shown publicly to every visitor, and collecting public data is generally lawful in much of the EU, but Idealista's terms restrict automated access, GDPR governs any personal data you touch, and downstream use carries its own duties. This is not legal advice — get proper advice for your use.

## FAQ

### Is there a free Idealista API?

Idealista's official API has a small free request allowance but requires an approved OAuth2 application, and approval leans toward research and partners. This collector needs no application and includes a $2 monthly allowance, about 2,000 listings at $0.001 each, before any charge.

### Do I need an Idealista API key?

No. There is no Idealista developer registration or OAuth credential to obtain. You authenticate with your QuantumProxies key, and the collector reads the public search pages for Spain, Italy or Portugal directly.

### Which countries does it cover?

The three Idealista portals: Spain (es), Italy (it) and Portugal (pt). You pick one with the site parameter, and the request exits from a residential IP in that market so the listings and pricing match what a local sees.

### Can I pass a filtered search URL instead of a slug?

Yes. The location field accepts either a location slug like madrid-madrid or a full Idealista listing URL, so you can copy a search you have already filtered on the site and reproduce exactly that result set.

## Related scrapers

- [Zillow search API](https://quantumproxies.io/scraper-api/collectors/zillow-scraper-api) — Zillow listings for a location — price, beds, baths, sqft, coordinates.
- [Zillow property details API](https://quantumproxies.io/scraper-api/collectors/zillow-property-data-api) — Full detail per zpid — price, beds/baths, size, year, description, price history, photos.
- [Kleinanzeigen ads API](https://quantumproxies.io/scraper-api/collectors/kleinanzeigen-scraper-api) — Classified ads from Kleinanzeigen.de — price, location, date, description.
- [Autotrader car listings API](https://quantumproxies.io/scraper-api/collectors/autotrader-scraper-api) — US car listings — price, MSRP, mileage, specs, VIN, dealer distance from a ZIP.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Kleinanzeigen API — $0.001 per ad | QuantumProxies

Kleinanzeigen API for Germany's largest classifieds: search and get title, price with the VB negotiable flag, location, date and photo. $0.001 per ad.

## Kleinanzeigen API

**The Kleinanzeigen API searches Germany's biggest classifieds site and returns one row per ad** — title, ad URL, the price as shown, the location with its postal code, the listing date, a description excerpt, a thumbnail and whether the ad is a promoted top ad.

German classifieds prices are their own dialect, and the collector keeps that intact. `price` preserves the raw text — including the negotiable `VB` marker and the `Zu verschenken` (free) label — while `price_value` holds the parsed number, or `null` when the price is a giveaway or otherwise non-numeric. Nothing is invented to fill a blank.

$0.001 per delivered ad, up to 100 ads per run. Nothing delivered means nothing charged.

## How the Kleinanzeigen API works

You post a `query` — a plain German search term such as `fahrrad` or `iphone 15` — and the collector runs it against Kleinanzeigen and pages through the results over the TLS tier from a German residential exit.

Every ad card becomes a flat row. Two behaviours are worth understanding before you sort on price:

- **The VB flag is explicit.** When an ad is priced "Verhandlungsbasis", `negotiable` is `true` and the `VB` text stays in `price`, so you never mistake a negotiable ask for a firm one.
- **Free items stay readable.** A `Zu verschenken` listing keeps its label in `price` and reports `price_value: null` rather than a misleading zero that would poison an average.

Working the classifieds angle more broadly? The [Autotrader collector](https://quantumproxies.io/scraper-api/collectors/autotrader-scraper-api) covers the US car-listings side of the same job with a comparable row shape.

## Inputs

The only required input is `query`, the search term. Because Kleinanzeigen is a single national marketplace, there is no site or country selector — the request always exits from a German IP. `max_results` caps the run at up to 100 ads and defaults to 25, so a quick check stays cheap and a full sweep is one parameter away.

- **query** (string, required) — What to search, e.g. "fahrrad".
- **max_results** (integer) — How many ads to deliver at most (1–100). You pay only for delivered ads.

## What one ad looks like

Each ad is one flat row. `price` is the string as displayed and `price_value` the parsed number, with `negotiable` flagging the VB ads. `location` carries the postal code and city together while `zip` isolates the German postcode for regional filtering. `is_topad` marks promoted listings so you can separate paid placement from organic supply, and `date` preserves the listing date exactly as shown.

- **rank** (integer) — 1-based position.
- **ad_id** (string, nullable) — Ad id.
- **title** (string) — Ad title.
- **url** (string, nullable) — Ad URL.
- **price** (string, nullable) — Price as shown ("3.999 €", "VB", "Zu verschenken").
- **price_value** (number, nullable) — Parsed price (null for free/non-numeric).
- **negotiable** (boolean) — "VB" (negotiable) flag.
- **location** (string, nullable) — ZIP + city as shown.
- **zip** (string, nullable) — German ZIP code.
- **date** (string, nullable) — Listing date as shown.
- **description** (string, nullable) — Description excerpt.
- **thumbnail** (string, nullable) — First photo.
- **is_topad** (boolean) — Promoted top-ad flag.

## What the Kleinanzeigen API costs

$0.001 per delivered ad ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 ads here. Volume tiers take up to 30% off.

$0.001 per delivered ad, $1 per 1,000. Monitoring 30,000 ads across a set of search terms daily costs $30 a run at list price, and drops on a volume tier. Billing is per delivered row, so a term that has gone quiet returns fewer ads and a smaller charge rather than a fixed fee.

The free monthly allowance is $2 of usage — about 2,000 ads at this price — with no card on file. `GET /v1/scraper/collectors` reports the precise per-row price your key is charged.

## Kleinanzeigen API vs an official integration

There is no public Kleinanzeigen API to build on. The only sanctioned programmatic route is a commercial partner or professional-seller integration aimed at dealers posting inventory, not a search endpoint the public can query — so a team that simply wants to read what is listed has no official door to knock on.

That absence is exactly why this collector exists. It reads the same public results a shopper sees, keyed off a plain search term and authenticated with your QuantumProxies key alone. You get the fields on the ad card rather than a back-office feed, which is precisely what price-monitoring and supply-analysis work needs.

## Versus scraping Kleinanzeigen yourself

Pulling one Kleinanzeigen results page is simple. Running it continuously is where the effort concentrates:

- **Bot defences bite fast.** Requests from cloud IPs are challenged or rate-limited quickly, and without German residential exits a run stalls after the first pages.
- **German price grammar.** Dot thousands separators, the trailing euro sign, the `VB` suffix and the `Zu verschenken` label all have to be parsed correctly, or your numbers come out wrong in subtle ways.
- **Cards and top-ads shift.** Promoted ads are interleaved with organic ones and the card markup changes over time, so a naive parser miscounts supply.

Handing it over gives you a typed schema and per-row billing. If you would rather keep your own fetcher and just need reliable German exits under it, the [residential proxies](https://quantumproxies.io/residential-proxies) are the same network this collector uses.

## What people build with it

### Second-hand price benchmarking

Search a model across the country and average `price_value` while excluding the `negotiable` and free listings, to establish what an item actually sells for.

### Arbitrage and resale sourcing

Filter by `zip` and listing `date` to catch under-priced fresh ads in a region before other buyers, using `negotiable` to spot room to haggle.

### Regional supply and demand tracking

Group ads by `zip` to map where a category is oversupplied versus scarce, and watch `is_topad` to gauge how much sellers are paying to stand out.

## Limits, scope and the legal bit

One run returns up to 100 ads per search; wider coverage means more search terms or more runs rather than one bottomless page. Runs are independent and parallelise up to your plan's rate limit — 60 requests a minute on pay-as-you-go, up to 1,200 on the top tier. This collector reads the search result card; it does not open each ad's detail page for the full gallery or the seller's contact details.

Legally: classified ads are shown publicly to every visitor, and reading public data is generally lawful in Germany, but Kleinanzeigen's terms restrict automated access, GDPR applies to any personal data an ad contains, and your downstream use has its own obligations. This is not legal advice — take advice for your specific case.

## FAQ

### Is there a free Kleinanzeigen API?

There is no public Kleinanzeigen API, free or paid — only a commercial integration for professional sellers. This collector reads the public search results instead, and includes a $2 monthly allowance, roughly 2,000 ads at $0.001 each, before you pay anything.

### Do I need a Kleinanzeigen API key or account?

No. There is no Kleinanzeigen developer account or credential involved, because none is offered for search. You authenticate with your QuantumProxies key and the collector reads the public results directly.

### How is the negotiable VB price handled?

The raw text, including the VB marker, stays in the price field, and a separate negotiable boolean is set to true. The parsed number lands in price_value, which is null for free Zu verschenken listings and other non-numeric prices.

### Can I limit results to one German region?

The collector returns the national results for your query with each ad's zip and location, so you filter to a region on the returned zip field. Region-scoped querying is done by post-filtering rather than a location input.

## Related scrapers

- [Autotrader car listings API](https://quantumproxies.io/scraper-api/collectors/autotrader-scraper-api) — US car listings — price, MSRP, mileage, specs, VIN, dealer distance from a ZIP.
- [Flipkart search API](https://quantumproxies.io/scraper-api/collectors/flipkart-scraper-api) — Product search on Flipkart India — price, MRP, discount, ratings, availability.
- [eBay item details API](https://quantumproxies.io/scraper-api/collectors/ebay-product-api) — Full detail per eBay item id — price, condition, seller, item specifics, photos.
- [Yahoo Finance market data API](https://quantumproxies.io/scraper-api/collectors/yahoo-finance-api) — Live quote + history for stocks, ETFs and indices — price, volume, day and 52-week range.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Autotrader API — $0.001 per listing | QuantumProxies

Autotrader API for US cars: search around a ZIP by make and model, and get year, price, MSRP, mileage, VIN and dealer specs as rows. $0.001 per listing.

## Autotrader API

**The Autotrader API searches US car listings around a ZIP code and returns one row per vehicle** — title, year, make, model and trim, price and MSRP, mileage, body style, fuel and drive type, exterior colour, the full specification pairs, the VIN, days on site, a photo and the listing URL.

You anchor the search on a five-digit ZIP and optionally narrow it by condition, make and model. Each result is read from Autotrader's server-rendered payload over the TLS tier through a US residential exit — roughly 25 to 38 vehicles a page — so no headless browser is involved. Listings priced "Contact Dealer For Price" keep that label in `no_price_label` instead of a fabricated number.

$0.001 per delivered listing, up to 75 listings per run. Nothing delivered means nothing charged.

## How the Autotrader API works

You pass a `zip`, pick a `condition` (`all-cars`, `new-cars`, `used-cars` or `certified-cars`) and optionally a `make` and `model`. The collector runs that search and pages through the results, parsing each vehicle card into a flat row.

Two details shape how you read the output:

- **Specs come structured and complete.** `specifications` is a label-to-value object carrying the full spec grid, while the fields people filter on most — `mileage`, `body_style`, `fuel_type`, `drive_type`, `exterior_color` — are also promoted to their own typed columns.
- **Missing prices are honest.** When a dealer hides the price, `price` is `null` and the on-page wording is preserved in `no_price_label`, so you can tell "no price shown" apart from "priced at zero".

Building a cross-market classifieds pipeline? The [Kleinanzeigen collector](https://quantumproxies.io/scraper-api/collectors/kleinanzeigen-scraper-api) handles the German classifieds side with a comparable row shape.

## Inputs

The one required input is `zip`, a five-digit US postal code the search radiates from. `condition` filters by new, used or certified; `make` selects a brand and `model` narrows within it (model needs a make alongside it). `max_results` caps the run at up to 75 vehicles and defaults to 25.

- **zip** (string, required) — US ZIP code to search around.
- **condition** (string) — all-cars (default), new-cars, used-cars, certified-cars.
- **make** (string) — Vehicle make, e.g. "Honda".
- **model** (string) — Vehicle model (requires make), e.g. "Civic".
- **max_results** (integer) — How many listings to deliver at most (1–75). You pay only for delivered listings.

## What one listing looks like

Each vehicle is one flat row. `price` and `msrp` are numbers, so a new-car search lets you compute discount off sticker directly, and `no_price_label` covers the contact-for-price cases. `vin` gives you a stable key to dedupe across runs and dealers, `mileage` and `days_on_site` are typed for filtering, and `specifications` preserves every label-value pair the listing published.

- **rank** (integer) — 1-based position.
- **listing_id** (string) — Autotrader listing id.
- **vin** (string, nullable) — VIN.
- **title** (string) — Listing title ("New 2025 …").
- **year** (integer, nullable) — Model year.
- **make** (string, nullable) — Make.
- **model** (string, nullable) — Model.
- **trim** (string, nullable) — Trim.
- **condition** (string, nullable) — NEW/USED/CERTIFIED.
- **price** (number, nullable) — Display price.
- **msrp** (number, nullable) — MSRP when shown.
- **no_price_label** (string, nullable) — "Contact Dealer For Price" when no price.
- **mileage** (integer, nullable) — Odometer miles.
- **body_style** (string, nullable) — Body style.
- **fuel_type** (string, nullable) — Fuel type.
- **drive_type** (string, nullable) — Drive type.
- **exterior_color** (string, nullable) — Exterior color.
- **specifications** (object) — Label → value spec pairs.
- **days_on_site** (integer, nullable) — Days listed.
- **image** (string, nullable) — Primary photo.
- **url** (string) — Listing URL.

## What the Autotrader API costs

$0.001 per delivered listing ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 listings here. Volume tiers take up to 30% off.

$0.001 per delivered listing, $1 per 1,000. Sweeping 50,000 vehicles across a set of metro ZIPs each day is $50 a run at list price, and volume tiers reduce it. Because you are billed per delivered row, narrowing by make and model both sharpens the data and trims the bill.

The free monthly allowance is $2 of usage, about 2,000 listings at this price, with no card needed. `GET /v1/scraper/collectors` returns the exact per-row price your key is charged.

## Autotrader API vs an official dealer feed

Autotrader does not offer a public consumer-listings API. The programmatic access that exists is trade-facing — dealer inventory and syndication integrations that require a dealer or partner relationship and are scoped to your own stock, not the whole marketplace. A shopper, analyst or researcher who wants to read what is listed near a ZIP has no official endpoint to call.

This collector fills that gap by reading the same public search a car buyer sees. There is no dealer account to secure and no syndication contract; your QuantumProxies key is the only credential. You receive the fields on the public listing — price, MSRP, mileage, specs, VIN — rather than a private back-office feed, which is what market and pricing analysis actually needs.

## Versus scraping Autotrader yourself

Fetching one Autotrader results page is straightforward. Keeping a national sweep alive is the hard part:

- **Bot protection escalates.** Datacenter IPs are flagged quickly, and once a subnet is burned you cannot tell an empty ZIP from a blocked fetch — so a busy market looks empty.
- **The spec grid varies.** Different vehicle types and dealers expose different spec labels; a parser that expects a fixed set drops fields or breaks on the exceptions.
- **Pagination and radius.** Results come 25-to-38 a page and the effective search radius shifts with inventory density, so consistent coverage takes care to get right.

Handing it over gives you a typed schema and a bill that only moves on delivered rows. If you would rather keep your own crawler and just want dependable US exits under it, the [residential proxies](https://quantumproxies.io/residential-proxies) are the network this collector runs on.

## What people build with it

### Used-car pricing models

Pull a make and model across several metro ZIPs and regress `price` against `mileage`, `year` and trim to build a live valuation curve for a segment.

### New-car discount tracking

Filter to `new-cars` and compare `price` with `msrp` to see how far below sticker dealers are actually transacting in a region.

### Dealer inventory and aging analysis

Use `vin` to dedupe and `days_on_site` to measure how long stock sits, spotting the vehicles and dealers most likely to negotiate.

## Limits, search radius and the legal bit

One run returns up to 75 vehicles for a ZIP-anchored search; broader coverage means more ZIPs or tighter make/model slices rather than one endless page. Runs are independent and parallelise up to your plan's rate limit — 60 requests a minute on pay-as-you-go, up to 1,200 on the top tier. This collector reads the search result card and its spec grid; it does not pull the dealer's full photo gallery or contact form.

Legally: vehicle listings are shown publicly to every visitor, and collecting public data is generally lawful in most US jurisdictions, but Autotrader's terms restrict automated access and your downstream use carries its own obligations. This is not legal advice — get advice for your specific situation.

## FAQ

### Is there a free Autotrader API?

Autotrader has no public listings API, free or otherwise — only trade integrations for dealers syndicating their own stock. This collector reads the public search near a ZIP and includes a $2 monthly allowance, about 2,000 listings at $0.001 each, before any charge.

### Do I need an Autotrader API key or dealer account?

No. There is no Autotrader developer key or dealer relationship required, because the marketplace exposes no public API. You authenticate with your QuantumProxies key and the collector reads the public results directly.

### Does it return the VIN and full specifications?

Yes, when the listing publishes them. The VIN lands in its own field and the complete label-value spec grid is returned in specifications, alongside promoted columns for mileage, body style, fuel type, drive type and colour.

### How do I search a specific model near me?

Pass your five-digit zip, set make and model together, and optionally a condition like used-cars. The search radiates out from that ZIP, and each row carries the dealer distance context Autotrader shows.

## Related scrapers

- [Kleinanzeigen ads API](https://quantumproxies.io/scraper-api/collectors/kleinanzeigen-scraper-api) — Classified ads from Kleinanzeigen.de — price, location, date, description.
- [Flipkart search API](https://quantumproxies.io/scraper-api/collectors/flipkart-scraper-api) — Product search on Flipkart India — price, MRP, discount, ratings, availability.
- [eBay item details API](https://quantumproxies.io/scraper-api/collectors/ebay-product-api) — Full detail per eBay item id — price, condition, seller, item specifics, photos.
- [Yahoo Finance market data API](https://quantumproxies.io/scraper-api/collectors/yahoo-finance-api) — Live quote + history for stocks, ETFs and indices — price, volume, day and 52-week range.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Flipkart API — $0.001 per product | QuantumProxies

Flipkart API for India: run a product search and get title, brand, price and MRP in INR, discount percent, rating, ratings count and stock. $0.001/product.

## Flipkart API

**The Flipkart API searches India's largest marketplace and returns one row per product** — title, variant subtitle, brand, current price and MRP in rupees, discount percent, average rating with its ratings and reviews counts, stock state, the product URL and an image.

Flipkart is an India-only marketplace, and this collector treats it that way: prices come back in `INR`, read from the page's server-rendered state through an Indian residential exit so the pricing and availability match what a shopper in India actually sees. Nothing here needs a browser to render — the state blob is parsed straight into typed rows.

$0.001 per delivered product, up to 90 products per run. Nothing delivered means nothing charged.

## How the Flipkart API works

You post a `query` — a search term like `headphones` or `samsung galaxy` — and the collector runs it against Flipkart and pages through the results over the TLS tier from an Indian exit.

Each product card becomes one flat row. Two things are worth knowing before you compute a discount or a rating:

- **Price and MRP are both numbers.** `price` is the selling price and `mrp` the list price, both numeric INR, with `discount_pct` alongside — so you can verify the advertised discount rather than trust the badge.
- **Ratings are separated from reviews.** `rating` is the average (null when a product is unrated), while `ratings_count` and `reviews_count` are distinct integers, because on Flipkart far more people rate than write.

Tracking the same catalogue on the other big marketplace? The [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) fills in ASIN-level detail with a comparable typed-row shape.

## Inputs

The only required input is `query`, the search term. Flipkart is a single national marketplace, so there is no country selector — the request always exits from an Indian IP and prices always return in INR. `max_results` caps the run at up to 90 products and defaults to 24, the size of one results page.

- **query** (string, required) — What to search, e.g. "headphones".
- **max_results** (integer) — How many products to deliver at most (1–90). You pay only for delivered products.

## What one product looks like

Each product is one flat row. `product_id` is Flipkart's pid, a stable key for deduping across runs. `price` and `mrp` are numeric with `currency` always INR, and `discount_pct` is the integer percentage. `in_stock` is a boolean you can filter on, `subtitle` carries the variant line such as colour or size, and `rating` pairs with its two separate count fields for quality analysis.

- **rank** (integer) — 1-based position.
- **product_id** (string) — Flipkart product id (pid).
- **title** (string) — Product title.
- **subtitle** (string, nullable) — Variant line (color, size…).
- **brand** (string, nullable) — Brand.
- **rating** (number, nullable) — Average rating (null when unrated).
- **ratings_count** (integer, nullable) — Number of ratings.
- **reviews_count** (integer, nullable) — Number of written reviews.
- **price** (number, nullable) — Current price (INR).
- **mrp** (number, nullable) — List price (INR).
- **currency** (string) — Always INR.
- **discount_pct** (integer, nullable) — Discount percent.
- **in_stock** (boolean) — Availability.
- **url** (string, nullable) — Product URL.
- **image** (string, nullable) — Product image.

## What the Flipkart API costs

$0.001 per delivered product ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 products here. Volume tiers take up to 30% off.

$0.001 per delivered product, $1 per 1,000. Refreshing 40,000 products across a set of categories daily is $40 a run at list price, cheaper on a volume tier. Billing is per delivered row, so a query that returns fewer products costs proportionally less — there is no per-search fee.

The free monthly allowance is $2 of usage, roughly 2,000 products at this price, with no card required. `GET /v1/scraper/collectors` reports the exact per-row price your key pays.

## Flipkart API vs Flipkart's own programs

People search for a "Flipkart API" and find two dead ends for this use. The Flipkart Affiliate API was retired, and the Marketplace Seller API is for merchants managing their own listings and orders — it exposes your inventory, not a search across everyone else's. Neither gives an analyst or a shopper a way to read the public catalogue programmatically.

This collector reads the same public search results a customer browses, keyed off a search term and authenticated with your QuantumProxies key alone. You get the fields on the product card — price, MRP, discount, rating, stock — rather than a seller back-office feed, which is exactly what competitive pricing and assortment work is about.

## Versus scraping Flipkart yourself

One Flipkart page is easy to fetch. A continuous catalogue sweep is the real engineering:

- **You need to exit from India.** Flipkart serves pricing, availability and even layout relative to region, so a non-Indian IP returns skewed or blocked results; residential Indian exits are not optional.
- **The data lives in a state blob.** Prices and ratings sit inside an embedded JSON state that Flipkart reshapes periodically, so a parser tied to one shape quietly starts returning nulls.
- **Bot defences and A/B layouts.** Repeated hits from one IP get throttled, and Flipkart runs multiple card layouts at once, which a brittle selector miscounts.

Handing it over gives you a typed schema and per-row billing. If you would rather keep your own fetcher and just need reliable Indian exits under it, the [residential proxies](https://quantumproxies.io/residential-proxies) are the same network this collector uses.

## What people build with it

### Cross-marketplace price monitoring

Track a product line's `price` and `discount_pct` on Flipkart and compare against the same items elsewhere to keep your own pricing competitive in the Indian market.

### Assortment and brand-share analysis

Sweep a category and group by `brand` to measure how much shelf a brand holds and where `in_stock` gaps leave room to compete.

### Review-quality and demand signals

Read `rating`, `ratings_count` and `reviews_count` together to separate genuinely popular products from those with a high score on a handful of ratings.

## Limits, region and the legal bit

One run returns up to 90 products per search; wider coverage means more search terms or more runs rather than one endless page. Runs are independent and parallelise up to your plan's rate limit — 60 requests a minute on pay-as-you-go, up to 1,200 on the top tier. This collector reads the search result card; it does not open each product's own page for full specifications or the individual review text.

Legally: product listings are shown publicly to every visitor, and reading public data is generally lawful in most jurisdictions, but Flipkart's terms restrict automated access and your downstream use has its own obligations. This is not legal advice — get advice for your specific case.

## FAQ

### Is there a free Flipkart API?

Not for reading the public catalogue — the Affiliate API was discontinued and the Seller API only covers your own listings. This collector reads the public search results and includes a $2 monthly allowance, about 2,000 products at $0.001 each, before you pay anything.

### Do I need a Flipkart API key or seller account?

No. There is no buyer-facing Flipkart API to register for, so no key or seller account is needed. You authenticate with your QuantumProxies key and the collector reads the public results directly.

### What currency are the prices in?

Always INR. Flipkart is an India-only marketplace, the request exits from an Indian residential IP, and both price and mrp come back as numeric rupee values with the currency field set to INR.

### Can I use it in Python?

Yes. It is a standard HTTP endpoint that returns JSON rows, so any Python client — requests, httpx or the SDK — can post a query and read the typed products back without special tooling.

## Related scrapers

- [Amazon search API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api) — Amazon search results for a keyword — ASIN, price, rating, reviews, image.
- [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) — Full detail for a list of ASINs — price, rating, availability, category.
- [eBay search API](https://quantumproxies.io/scraper-api/collectors/ebay-scraper-api) — eBay listings for a keyword — price, condition, format, shipping, seller location.
- [AliExpress search API](https://quantumproxies.io/scraper-api/collectors/aliexpress-scraper-api) — AliExpress listings — sale price, discount, orders, store and rating.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# eBay product API — $0.003 per product | QuantumProxies

eBay API for item detail: send item ids or URLs and get price, condition, seller feedback percent, item specifics, photos and category. $0.003/product.

## eBay product API

**The eBay product API is the item-id-keyed detail endpoint: hand it item ids and it returns each listing as one structured row** — title, subtitle, price with its parsed value and currency, condition, the seller and their positive-feedback percent, the availability line, photos, the item-specifics grid and the category breadcrumb.

Each id is fetched over the TLS tier without a browser and parsed into a flat row. The item-specifics grid — brand, model, size and whatever else the seller filled in — comes back as `specifics`, a label-to-value object, so the attributes that vary by category are preserved rather than flattened away. Ended or removed listings return under `failed` and are never billed.

$0.003 per delivered product, up to 20 products per run. Nothing delivered means nothing charged.

## How the eBay product API works

You post an `items` array. Each entry can be a bare item id or a full `/itm/` URL — both normalise to the same fetch, so ids from your own records or from a discovery run drop straight in.

Every item becomes one detail fetch parsed into a flat row. Three behaviours matter before you wire it in:

- **Price is kept twice.** `price` preserves the displayed string such as `US $98.00`, while `price_value` and `currency` split out the number and the currency for maths and cross-market comparison.
- **Seller trust is a field.** `seller` and `seller_feedback_pct` come back together, so reputation is data you filter on rather than something you eyeball.
- **Dead listings are isolated.** An ended or pulled item lands in `failed`, not as a half-empty row that would skew a price average later.

Need the ids first? Run a keyword through the [eBay search collector](https://quantumproxies.io/scraper-api/collectors/ebay-scraper-api), which returns item ids and `/itm/` URLs this endpoint accepts. For the Amazon equivalent, the [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) keys off ASINs the same way.

## Inputs

The only required input is `items`, an array of up to 20 item ids or /itm/ URLs. `max_results` caps how many the run fetches, a cheap guard when the array is built by another job. `country` selects the eBay marketplace and the matching residential exit, since the same item can price differently across sites.

- **items** (array, required) — eBay item ids or /itm/ URLs (ebay_search returns both).
- **country** (string) — ISO 3166-1 alpha-2 code — proxy exit geo and Google locale (gl). Omit for the default pool.
- **max_results** (integer) — How many products to deliver at most (1–20). You pay only for delivered products.

## What one product looks like

Each item is one flat row. `price_value` is the number behind `price`, paired with a best-effort `currency`. `condition` is the listing's own condition text, and `availability` preserves the quantity or availability line as shown. `images` holds up to six photo URLs, `categories` the breadcrumb path, and `specifics` the label-to-value attributes that differ from one category to the next.

- **item_id** (string) — eBay item id.
- **url** (string) — Item URL.
- **title** (string) — Item title.
- **subtitle** (string, nullable) — Subtitle when present.
- **price** (string, nullable) — Price as shown ("US $98.00").
- **price_value** (number, nullable) — Parsed price.
- **currency** (string, nullable) — Price currency (best-effort).
- **condition** (string, nullable) — Item condition.
- **seller** (string, nullable) — Seller name.
- **seller_feedback_pct** (number, nullable) — Seller positive feedback %.
- **availability** (string, nullable) — Quantity/availability line.
- **images** (string[]) — Item photos (up to 6).
- **specifics** (object) — Item specifics (label → value).
- **categories** (string[]) — Category breadcrumb.

## What the eBay product API costs

$0.003 per delivered product ($3 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 666 products here. Volume tiers take up to 30% off.

$0.003 per delivered product, $3 per 1,000. A 5,000-item watchlist refreshed daily is $15 a day at list price, less on a volume tier. The pattern that keeps the bill down is the split: discover with the cheaper eBay search collector, and spend the $0.003 only on the item ids you decided are worth a full detail row.

Item ids that no longer resolve are returned under `failed` and are not billed, so an ageing id list costs coverage, not money. The free monthly allowance of $2 covers roughly 666 products, and `GET /v1/scraper/collectors` reports the price your key pays.

## eBay product API vs the official Browse API

eBay's Browse API is the sanctioned way to read item data, and it returns clean structured JSON. The cost is the plumbing: you register a developer account, create an application, run the OAuth client-credentials flow to mint and refresh tokens, stay inside per-application call limits, and get your app approved for production before the higher limits unlock. For a small enrichment job that is a lot of ceremony.

This collector reads the same public item page a shopper sees, so there is no application, no OAuth token to rotate and no marketplace scope to request — your QuantumProxies key is the only credential. You trade the API's guaranteed field catalogue for the page's public fields, including the seller feedback percent and the availability line exactly as rendered, which is what most pricing and reputation work needs.

## Versus scraping item pages yourself

Fetching one eBay item page is trivial. Fetching them reliably at volume is the whole problem:

- **Item pages are heavy and defended.** A datacenter IP is challenged quickly, and once a subnet is flagged you cannot tell an ended listing from a blocked fetch — so live items look dead.
- **Specifics vary by category.** The item-specifics grid has different labels for a phone than for a car part; a parser that expects fixed keys drops attributes silently.
- **Currency and marketplace.** The same id renders in different currencies across eBay sites, so the country you exit from changes the row you get.

Handing it over buys a published schema and a bill that only moves on delivered rows. If you would rather keep your own fetcher and just want clean exits under it, the [residential proxies](https://quantumproxies.io/residential-proxies) are the network this collector runs on.

## What people build with it

### Resale and price-arbitrage tracking

Refresh a set of item ids and diff `price_value` and `availability` to spot under-priced listings and sold-through demand across marketplaces.

### Seller reputation screening

Read `seller` and `seller_feedback_pct` across a watchlist to filter out low-trust sellers before you buy, source or benchmark against them.

### Catalogue enrichment from specifics

Turn a list of item ids into structured records using `specifics`, `condition`, `categories` and images, without anyone re-keying a listing by hand.

## Limits, resolution and the legal bit

One run takes up to 20 item ids; longer lists are simply more runs, which parallelise up to your plan's rate limit — 60 requests a minute on pay-as-you-go, up to 1,200 on the top tier. `images` is capped at six photos per item, and ended or removed listings come back under `failed` at no charge.

Legally: item listings are shown publicly to every visitor, and collecting public data is generally lawful in most jurisdictions, but eBay's terms restrict automated access, seller feedback is personal data in some readings, and your downstream use carries its own duties. This is not legal advice — take advice for your specific case.

## FAQ

### Is the eBay API free?

eBay's Browse API is free to call but requires a registered developer app, OAuth tokens and production approval. This collector needs none of that, and it comes with a $2 monthly allowance, roughly 666 products at $0.003 each, before any charge.

### Do I need an eBay API key or developer app?

No. Because the data is read from the public item page rather than eBay's Browse API, there is no developer registration, application or OAuth token to maintain. Your QuantumProxies key is the only credential.

### How do I get the item ids to send?

Run a keyword through the eBay search collector, which returns item ids and /itm/ URLs, then pass either straight into this endpoint. The search and detail collectors are designed to be chained.

### Does it return item specifics and seller feedback?

Yes. The item-specifics grid comes back as a label-to-value object in specifics, and the seller's name and positive-feedback percent are returned as their own fields, alongside condition, availability and the category breadcrumb.

## Related scrapers

- [Amazon search API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api) — Amazon search results for a keyword — ASIN, price, rating, reviews, image.
- [Amazon product API](https://quantumproxies.io/scraper-api/collectors/amazon-product-api) — Full detail for a list of ASINs — price, rating, availability, category.
- [eBay search API](https://quantumproxies.io/scraper-api/collectors/ebay-scraper-api) — eBay listings for a keyword — price, condition, format, shipping, seller location.
- [AliExpress search API](https://quantumproxies.io/scraper-api/collectors/aliexpress-scraper-api) — AliExpress listings — sale price, discount, orders, store and rating.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Stock data API — $0.001 per quote | QuantumProxies

Stock data API via Yahoo Finance: pass symbols for stocks, ETFs, indices or FX and get price, 52-week range, volume and optional OHLCV. $0.001 per quote.

## Stock data API

**The stock data API turns a list of ticker symbols into structured quote rows** — for each symbol you get the current price, currency, exchange, instrument type, previous close, the session high and low, the 52-week high and low, regular-market volume and the quote timestamp.

It reads Yahoo Finance's public chart endpoint, so there is no API key to provision and no per-request quota to nurse. It handles more than equities: ETFs, indices like `^GSPC` and FX pairs like `EURUSD=X` resolve the same way, and setting `include_history` attaches an OHLCV series to each row for the range and interval you choose.

$0.001 per delivered quote, up to 50 quotes per run. Nothing delivered means nothing charged.

## How the stock data API works

You post a `symbols` array — up to 50 tickers, in Yahoo's notation (`AAPL`, `^GSPC`, `EURUSD=X`). Each symbol is fetched over the TLS tier through a residential exit and parsed into one flat quote row.

Two switches control the shape of the output:

- **History is opt-in.** Leave `include_history` off and you get a lightweight quote row; turn it on and each row carries an OHLCV series — up to the last 120 points — for the `range` and `interval` you set, from `1d`/`1m` up to `max`/`1mo`.
- **Instrument type is labelled.** `instrument_type` tags each row as `EQUITY`, `ETF`, `INDEX` or `CURRENCY`, so a mixed watchlist stays sortable without you maintaining your own symbol map.

Pairing prices with company fundamentals? The [SEC EDGAR collector](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) is the companion for filings-based financials on the same tickers.

## Inputs

The only required input is `symbols`, an array of up to 50 tickers. `include_history` toggles the OHLCV series; `range` (`1d` through `max`) and `interval` (`1m` through `1mo`) shape that series when it is on. `max_results` caps how many symbols the run actually resolves, defaulting to 10.

- **symbols** (array, required) — Ticker symbols, e.g. AAPL, MSFT, ^GSPC, EURUSD=X.
- **range** (string) — History range when include_history is on.
- **interval** (string) — History candle interval.
- **include_history** (boolean) — Attach the OHLCV series (last 120 points) to each row.
- **max_results** (integer) — How many symbols to deliver at most (1–50). You pay only for delivered symbols.

## What one quote looks like

Each symbol is one flat row. `price`, `previous_close`, `day_high`, `day_low` and the `fifty_two_week_high`/`fifty_two_week_low` pair are all numeric, so range and change calculations need no parsing. `market_time` is an ISO 8601 timestamp with a `timezone` field beside it, and `history` holds the OHLCV points as `{ date, open, high, low, close, volume }` objects, empty unless you asked for them.

- **symbol** (string) — Ticker symbol.
- **name** (string, nullable) — Instrument name.
- **price** (number, nullable) — Current price.
- **currency** (string, nullable) — Price currency.
- **exchange** (string, nullable) — Exchange.
- **instrument_type** (string, nullable) — EQUITY, ETF, INDEX, CURRENCY…
- **previous_close** (number, nullable) — Previous close.
- **day_high** (number, nullable) — Session high.
- **day_low** (number, nullable) — Session low.
- **fifty_two_week_high** (number, nullable) — 52-week high.
- **fifty_two_week_low** (number, nullable) — 52-week low.
- **volume** (integer, nullable) — Regular-market volume.
- **market_time** (string, nullable) — Quote timestamp (ISO 8601).
- **timezone** (string, nullable) — Exchange timezone.
- **range** (string, nullable) — History range returned.
- **history** (object[]) — OHLCV points ({ date, open, high, low, close, volume }); empty unless include_history.

## What the Stock data API costs

$0.001 per delivered quote ($1 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,000 quotes here. Volume tiers take up to 30% off.

$0.001 per delivered quote, $1 per 1,000. Polling 500 tickers every minute through a trading session is a few dollars a day at list price, and volume tiers bring it down. Turning on `include_history` does not change the per-row price — a quote with its OHLCV series still bills as one delivered row.

Symbols that do not resolve are not billed, and the free monthly allowance of $2 covers about 2,000 quotes. `GET /v1/scraper/collectors` returns the exact per-row price your key is charged.

## Stock data API vs an official market-data feed

Yahoo Finance no longer offers a supported public API — the official one was discontinued years ago, which is why the community libraries you have seen all quietly hit the same undocumented endpoints and break whenever Yahoo shifts them. The licensed alternative is a direct exchange or vendor market-data feed, which is authoritative and real-time but comes with per-seat licensing, exchange fees and entitlement paperwork that only makes sense for a trading desk.

This collector sits in the middle: it reads Yahoo's public chart endpoint the way a browser does, keeps up with the handshake and rotation that keep those requests flowing, and returns typed rows for a flat per-quote price. It is built for research, dashboards and monitoring rather than for low-latency execution, and it does not carry the redistribution rights a licensed feed does.

## Versus calling the chart endpoint yourself

Fetching one Yahoo quote is a single request. Keeping thousands flowing is the part people underestimate:

- **The endpoint expects a handshake.** Yahoo gates the chart endpoint behind a cookie-and-crumb exchange that expires, and a script that skips it starts getting 401s once volume rises.
- **Rate limits arrive without warning.** Poll hard from one IP and you are throttled mid-session; without rotating exits your watchlist goes stale exactly when the market is moving.
- **The JSON shape has edge cases.** Pre-market rows, halted tickers and FX pairs each format differently, and a parser that assumes the common case writes nulls or wrong numbers.

Handing it over gives you typed rows and per-quote billing. If you would rather keep your own poller and just want clean exits under it, the [residential proxies](https://quantumproxies.io/residential-proxies) are the network this collector runs on.

## What people build with it

### Portfolio and watchlist dashboards

Poll a basket of tickers on an interval and read `price`, `previous_close` and the 52-week range to drive a live dashboard without licensing a full market feed.

### Backtesting from OHLCV history

Turn on `include_history` with a longer `range` and coarser `interval` to pull the OHLCV series a strategy backtest needs, one symbol per row.

### Cross-asset monitoring

Mix equities, ETFs, indices like `^GSPC` and FX pairs like `EURUSD=X` in one run and sort on `instrument_type` to watch a whole book from a single call.

## Limits, latency and the legal bit

One run resolves up to 50 symbols, and the attached `history` is capped at the most recent 120 points per symbol; longer or denser series mean more runs. Runs are independent and parallelise up to your plan's rate limit — 60 requests a minute on pay-as-you-go, up to 1,200 on the top tier. Prices track Yahoo's public quote, which can be delayed for some exchanges, so this is a research and monitoring source rather than an execution feed.

Legally: quote data is displayed publicly on Yahoo Finance, and reading public data is generally lawful in most places, but Yahoo's terms restrict automated access and market data often carries redistribution limits set by the exchanges. This is not legal advice — get advice before you redistribute.

## FAQ

### Is there a free stock data API?

Free tiers exist but are usually tightly capped, and Yahoo's own public API was discontinued. This collector reads Yahoo's public chart endpoint with no API key, and includes a $2 monthly allowance, about 2,000 quotes at $0.001 each, before you pay anything.

### Do I need a Yahoo Finance or market-data API key?

No. There is no Yahoo key or registration, because the data is read from the public chart endpoint rather than a licensed feed. Your QuantumProxies key is the only credential the request uses.

### What instruments does it cover?

Equities, ETFs, indices and FX pairs. Use Yahoo's notation — a plain ticker for stocks and ETFs, a caret prefix for indices like ^GSPC, and the =X suffix for currency pairs like EURUSD=X — and instrument_type labels each row.

### Can I get historical OHLCV data?

Yes. Set include_history to true and choose a range and interval, and each row carries up to the last 120 OHLCV points as date, open, high, low, close and volume objects. It stays one delivered quote for billing.

## Related scrapers

- [SEC EDGAR filings API](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) — SEC filings — full-text search across all filings, or one company's filing history.
- [DeFi TVL (DeFiLlama) API](https://quantumproxies.io/scraper-api/collectors/defillama-api) — Total value locked per blockchain — DeFiLlama data, keyless.
- [Crypto market data (CoinGecko) API](https://quantumproxies.io/scraper-api/collectors/crypto-market-data-api) — Live crypto market rows — price, market cap, volume, 24h range, supply.
- [Exchange rates (Frankfurter/ECB) API](https://quantumproxies.io/scraper-api/collectors/exchange-rate-api) — Foreign-exchange rates from ECB reference data — one row per target currency.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Stack Overflow API — $0.0003 per question | QuantumProxies

Stack Overflow API without a key: search Stack Exchange questions and get score, answers, views, tags and author as typed rows. $0.0003 per delivered question.

## Stack Overflow API

**The Stack Overflow API here is a thin, paid front door to the official Stack Exchange API** — you send a keyword and/or a tag filter and get back one typed row per question: title, score, answer count, view count, the answered and accepted-answer flags, tags, the asker with their reputation, the asked and last-activity timestamps and the permalink.

Stack Exchange already publishes this data without a key, and for a few hundred calls you should use it directly. What you are paying us for is the network underneath: the public API throttles per IP and starts returning a `backoff` the moment you pull at dataset scale, and our rotating residential exits spread the load so a 100-question sweep does not stall on a single flagged address. You send your QuantumProxies key; there is no Stack Exchange registration to manage.

$0.0003 per delivered question, up to 100 questions per run. Nothing delivered means nothing charged.

## How the Stack Overflow API works

Each run is one search against a Stack Exchange `site` (default `stackoverflow`, but any sister site works). You can pass a `query`, a semicolon-separated `tags` filter, or both, and choose a `sort` — votes, activity, creation or relevance.

- **Questions, not answer bodies.** A row describes a question and its metrics; it does not carry the prose of the answers. Score, `answer_count` and `has_accepted_answer` are what ranking and triage work actually need.
- **The throttle is absorbed, not defeated.** We ride the same public endpoint you would, so we respect its limits — we just distribute requests across exits instead of hammering one IP into a backoff.
- **No browser.** This is a JSON endpoint read over HTTP, which is why it is one of the cheaper collectors and returns in a single round trip.

## Inputs

Everything is optional except that you need at least a `query` or a `tags` filter to have something to search. `site` switches to any Stack Exchange property (serverfault, superuser, math…), `sort` orders the result set, and `max_results` caps delivery at 100 — you pay only for the questions that come back.

- **query** (string) — Keyword to search in titles/bodies.
- **tags** (string) — Semicolon-separated tag filter, e.g. python;beautifulsoup.
- **site** (string) — Stack Exchange site (default stackoverflow).
- **sort** (string) — Sort order (default votes).
- **max_results** (integer) — How many questions to deliver at most (1–100). You pay only for delivered questions.

## What one question looks like

One flat row per question. `score`, `answer_count` and `view_count` are the popularity signals; `is_answered` and `has_accepted_answer` separate solved from open. `tags` is an array, `author` and `author_reputation` identify the asker, and `link` is the canonical permalink so you can join back to the live thread.

- **rank** (integer) — 1-based position.
- **question_id** (integer) — Stack Exchange question id.
- **title** (string) — Question title (entities decoded).
- **score** (integer, nullable) — Net votes.
- **answer_count** (integer, nullable) — Number of answers.
- **view_count** (integer, nullable) — Views.
- **is_answered** (boolean) — Has at least one upvoted answer.
- **has_accepted_answer** (boolean) — An answer is accepted.
- **tags** (string[]) — Question tags.
- **author** (string, nullable) — Asker display name.
- **author_reputation** (integer, nullable) — Asker reputation.
- **created_at** (string, nullable) — Asked at (ISO 8601).
- **last_activity** (string, nullable) — Last activity (ISO 8601).
- **link** (string, nullable) — Question permalink.

## What the Stack Overflow API costs

$0.0003 per delivered question ($0.30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 6,666 questions here. Volume tiers take up to 30% off.

$0.0003 per delivered question — $0.30 per 1,000. There is no subscription, and a query that matches nothing simply costs nothing. The free monthly allowance is $2 of usage with no card, which at this price is roughly 6,600 questions a month.

Because you are billed per delivered row rather than per request, a broad tag sweep that returns fewer questions than your `max_results` cap costs less than the cap, not more.

## Stack Overflow API vs the Stack Exchange API directly

The Stack Exchange API is free, well documented and does not require a key for read access — so be honest with yourself about scale. For interactive or low-volume use, call it directly; you do not need us.

The collector earns its price in two situations. The first is volume: the public API meters aggressively per IP and per key, and a large historical pull will spend more time backing off than fetching unless the requests come from many addresses. The second is uniformity — this returns the same flat, typed schema as every other QuantumProxies collector, so Stack Overflow questions land in the same pipeline as your [npm](https://quantumproxies.io/scraper-api/collectors/npm-registry-api) and CVE rows without a bespoke client per source.

## Versus scripting the API yourself

Wrapping the Stack Exchange endpoint is an afternoon of work; keeping it fed at scale is the part that bites. You end up building an IP rotation layer to survive the throttle, a backoff handler, and a normaliser to turn the nested JSON and HTML entities into clean rows — which is exactly the collector.

If you already have that plumbing and only want cleaner exits under it, run your own client over our [residential proxies](https://quantumproxies.io/residential-proxies) instead.

## What people build with it

### Tag-level trend tracking

Pull the top questions for a tag set sorted by activity to see what a technology's users are struggling with this month — `view_count` and `answer_count` tell you demand versus the supply of answers.

### Developer content research

Feed a `query` and rank by `score` to find the canonical questions worth writing tutorials or docs against, then use `link` to cite them.

### Support and DevRel monitoring

Watch a product's tag for new, still-unanswered questions (`is_answered` false) so your team can step in before a thread goes cold.

## Limits, throttling and the legal bit

One run delivers up to 100 questions from the public search. Bigger corpora are more runs, which parallelise up to your plan's rate limit (60 requests/minute on pay-as-you-go, up to 1,200 on the top tier). Because we honour the source's own throttle, an extremely aggressive single job can still see individual calls deferred rather than dropped.

Stack Exchange content is licensed CC BY-SA and the API has its own terms; attribution and reuse rules apply to what you publish downstream. This is not legal advice — check the current terms for your use case.

## FAQ

### Is the Stack Overflow API free?

The underlying Stack Exchange API is free and keyless for reads, so for small jobs use it directly. This collector adds a paid infrastructure layer — rotating exits and one uniform schema — and carries a $2/month free allowance of its own, about 6,600 questions, with no card.

### Do I need a Stack Overflow or Stack Exchange API key?

No. You authenticate with your QuantumProxies key only. There is no Stack Exchange app registration, client id or access token to obtain or rotate.

### Can I query sites other than Stack Overflow?

Yes. Set the site input to any Stack Exchange property — serverfault, superuser, askubuntu, math and so on — and the search runs there instead. The default is stackoverflow.

### Does it return the answer text?

No. A row covers the question and its metrics — score, answer count, accepted-answer flag, tags and author. Full answer bodies are a separate concern; the permalink in link lets you fetch a thread when you need the prose.

## Related scrapers

- [Hacker News stories API](https://quantumproxies.io/scraper-api/collectors/hacker-news-api) — HN stories by search query or the live front page — points, comments, links.
- [GitHub repository search API](https://quantumproxies.io/scraper-api/collectors/github-repository-search-api) — Repository search — name, description, language, stars, topics. No token, no API quota.
- [npm package search API](https://quantumproxies.io/scraper-api/collectors/npm-registry-api) — Search the npm registry — version, description, license, downloads, quality score, links.
- [PyPI package data API](https://quantumproxies.io/scraper-api/collectors/pypi-api) — Python package metadata from PyPI — version, summary, license, Python support, links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Steam API — $0.0008 per app | QuantumProxies

Steam API without a Web API key: search the store or pull full game detail — price, discount, genres, Metacritic and reviews. $0.0008 per delivered app.

## Steam API

**The Steam API here reads Steam's own public store endpoints in two modes.** Pass a `query` and it searches the store, returning each hit's appid, name and icon. Pass a list of `app_ids` and it pulls the full store record per game: type, price with any discount, developers and publishers, genres and categories, release date, Metacritic score, recommendation count, supported platforms and the short description.

It is keyless — there is no Steam Web API key and no partner registration involved, because the storefront endpoints it reads are the same ones the store pages call. The typical flow is discovery then detail: search a term to collect appids, then send those ids back for the heavy record. Pricing is storefront-specific, so the `country` you pass decides which region's price and currency you get.

$0.0008 per delivered app, up to 50 apps per run. Nothing delivered means nothing charged.

## How the Steam API works

Search mode and detail mode are one collector with two inputs. Give it a `query` for a lightweight list, or an `app_ids` array (appids or full store URLs) for the full node per game.

- **Price is regional.** `country` selects the storefront, so `price`, `price_formatted`, `discount_pct` and `currency` reflect that region — the same appid is a different row in the US and in Germany.
- **Detail fields are detail-mode only.** Genres, Metacritic, recommendations and platforms come from the store record; search-mode rows carry the lighter appid/name/icon set.
- **No browser, no key.** These are JSON store endpoints read over HTTP through residential exits, which keeps regional pricing honest and the price per app low.

## Inputs

Use `query` for search mode *or* `app_ids` for detail mode — one or the other. `country` sets the pricing storefront (default us), and `max_results` caps delivery at 50 apps. You pay only for apps actually returned.

- **query** (string) — Search term (search mode). Use this OR app_ids.
- **app_ids** (array) — Steam appids or store URLs for full detail. Use this OR query.
- **country** (string) — Storefront country for pricing (default us).
- **max_results** (integer) — How many apps to deliver at most (1–50). You pay only for delivered apps.

## What one app looks like

Search rows are light: `app_id`, `name`, `icon`, `url`. Detail rows add the store record — `is_free`, `price`/`price_formatted`/`discount_pct`, `developers`, `publishers`, `genres`, `categories`, `release_date`, `metacritic`, `recommendations`, `platforms` and `short_description`. Array fields come back empty rather than null when a game omits them.

- **rank** (integer) — 1-based position.
- **app_id** (string) — Steam appid.
- **name** (string, nullable) — Game/app title.
- **type** (string, nullable) — game, dlc, demo… (detail mode).
- **is_free** (boolean) — Free-to-play (detail mode).
- **price** (number, nullable) — Final price (detail mode).
- **price_formatted** (string, nullable) — Price as shown (detail mode).
- **discount_pct** (integer, nullable) — Discount % (detail mode).
- **currency** (string, nullable) — Price currency (detail mode).
- **developers** (string[]) — Developers (detail mode).
- **publishers** (string[]) — Publishers (detail mode).
- **genres** (string[]) — Genres (detail mode).
- **categories** (string[]) — Store categories (detail mode).
- **release_date** (string, nullable) — Release date as shown (detail mode).
- **metacritic** (integer, nullable) — Metacritic score (detail mode).
- **recommendations** (integer, nullable) — Total recommendations (detail mode).
- **platforms** (string[]) — windows/mac/linux (detail mode).
- **header_image** (string, nullable) — Header image URL.
- **icon** (string, nullable) — Icon URL (search mode).
- **short_description** (string, nullable) — Short description (detail mode).
- **url** (string) — Store page URL.

## What the Steam API costs

$0.0008 per delivered app ($0.80 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 2,500 apps here. Volume tiers take up to 30% off.

$0.0008 per delivered app — $0.80 per 1,000 — with no subscription. The $2 monthly free allowance covers roughly 2,500 apps with no card on file.

Search-mode and detail-mode rows both bill at the same per-app price, so the cost of a discovery-then-detail pass is simply the search hits plus the ids you chose to enrich — nothing for appids you decided to skip.

## Steam API vs the Steam Web API

Valve's Steam Web API is real, but it is built for game and partner integrations — inventories, achievements, ownership — and the pieces people actually want for market research (store pricing, genres, Metacritic, review counts) are spread across store endpoints with their own quirks and per-IP limits. This collector reads those store endpoints and flattens them into one row.

The honest trade: for a handful of appids you can hit the store endpoints yourself for free. At catalogue scale, the value is the rotation that keeps regional pricing requests from getting rate-limited and the single schema that drops Steam data into the same table as everything else you collect.

## Versus calling the store endpoints yourself

The appdetails endpoint is easy to call and easy to get throttled on — it limits requests per IP fairly quickly, and it silently returns a `success: false` node for regions where a game is not sold, which is easy to mishandle as an error. The collector spreads calls across exits and gives you clean rows plus real region awareness.

Prefer to keep your own fetcher? Point it at our [residential proxies](https://quantumproxies.io/residential-proxies) for the regional exits and leave the parsing to yourself.

## What people build with it

### Price and discount tracking

Refresh a watchlist of appids per `country` and diff `price` and `discount_pct` to catch sales the moment a storefront flips them.

### Catalogue and genre analysis

Enrich a list of appids to get `genres`, `categories`, `developers` and `metacritic` for a market map of a genre or a publisher's line-up.

### Regional availability checks

Run the same appid across several `country` values; a game missing from a storefront's response is a clean signal it is not sold there.

## Limits, regions and the legal bit

One run delivers up to 50 apps. Detail mode needs appids, so the discovery step (search mode) usually comes first. Regional pricing depends on the storefront being able to price the title; free-to-play and unreleased titles carry nulls where a price would be. Runs parallelise up to your plan's rate limit (60–1,200 requests/minute by tier).

Store data is public; Steam's terms govern automated access and downstream use varies by jurisdiction. This is not legal advice.

## FAQ

### Is the Steam API free?

The store endpoints this reads are free and keyless, so use them directly for small jobs. The collector adds rotating exits, regional pricing and one schema, plus a $2/month free allowance of its own — about 2,500 apps — with no card.

### Do I need a Steam Web API key?

No. There is no Steam Web API key and no partner registration. You authenticate with your QuantumProxies key and choose search or detail mode.

### How do I get a game's price in a specific currency?

Set country to that region's code. Pricing is storefront-specific, so the country decides the currency, the price and any discount_pct on the row.

### Can it return reviews or player counts?

It returns the store record — including the Metacritic score and the total recommendations count — but not individual review text or live concurrent-player numbers, which sit behind different endpoints.

## Related scrapers

- [npm package search API](https://quantumproxies.io/scraper-api/collectors/npm-registry-api) — Search the npm registry — version, description, license, downloads, quality score, links.
- [CVE vulnerabilities (NVD) API](https://quantumproxies.io/scraper-api/collectors/cve-api) — Vulnerabilities from the NIST NVD — CVE id, description, CVSS score, severity, CWE.
- [FDA adverse events (openFDA) API](https://quantumproxies.io/scraper-api/collectors/fda-api) — Drug adverse-event reports from the FDA FAERS database — drugs, reactions, seriousness.
- [Academic papers (OpenAlex) API](https://quantumproxies.io/scraper-api/collectors/academic-paper-api) — Scholarly works from OpenAlex — title, authors, year, citations, DOI, abstract. Scholar alternative.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# npm API — $0.0003 per package | QuantumProxies

npm API over the registry: search packages and get version, license, weekly downloads, quality score and repo links as rows. $0.0003 per delivered package.

## npm API

**The npm API here searches the public npm registry and returns one typed row per package** — name, latest version, description, declared keywords, license, last publisher, homepage and repository links, the last-publish date, the registry's own quality score and the weekly and monthly download counts, plus a dependents count.

It reads the registry's public search endpoint, so there is no npm token and no auth to manage. npm's search is generous and rarely the bottleneck, so for a single lookup you can curl it yourself. Where this pays off is pulling hundreds of packages into one table — the collector merges the search result with the download and quality signals into a flat row, which otherwise means stitching two or three registry endpoints together per package.

$0.0003 per delivered package, up to 100 packages per run. Nothing delivered means nothing charged.

## How the npm API works

You pass a `query` — a package name, a keyword, an `author:` qualifier or a scope — and get back the ranked search result, enriched. Each row carries the registry `quality_score` (0–1) and the `downloads_weekly`/`downloads_monthly` figures alongside the basic manifest fields.

- **One row, several sources.** Search, download counts and quality normally come from different registry endpoints; the collector joins them so you do not.
- **Links are surfaced, not guessed.** `homepage` and `repository` are taken from the manifest and left null when the package omits them, rather than being inferred.
- **HTTP, no browser.** A registry JSON read, which is why it sits in the cheapest tier of collectors.

## Inputs

`query` is required and accepts npm's search grammar — bare text, `keywords:`, `author:`, scope filters and so on. `max_results` caps delivery at 100 packages; you are billed only for packages returned.

- **query** (string, required) — Search text — package name, keyword, author:… or scope.
- **max_results** (integer) — How many packages to deliver at most (1–100). You pay only for delivered packages.

## What one package looks like

Each row is a package. `version` is the latest published version and `published_at` its date; `quality_score` is the registry's composite 0–1 score; `downloads_weekly` and `downloads_monthly` are the popularity signals; `dependents` counts packages that depend on it. `keywords` is an array, and `npm_url` is the canonical npmjs.com page.

- **rank** (integer) — 1-based position.
- **name** (string) — Package name.
- **version** (string, nullable) — Latest version.
- **description** (string, nullable) — Package description.
- **keywords** (string[]) — Declared keywords.
- **license** (string, nullable) — License (SPDX).
- **publisher** (string, nullable) — Last publisher.
- **homepage** (string, nullable) — Homepage URL.
- **repository** (string, nullable) — Repository URL.
- **npm_url** (string) — npmjs.com package URL.
- **published_at** (string, nullable) — Last publish (ISO 8601).
- **quality_score** (number, nullable) — Registry final score 0–1.
- **downloads_weekly** (integer, nullable) — Weekly downloads.
- **downloads_monthly** (integer, nullable) — Monthly downloads.
- **dependents** (integer, nullable) — Dependent packages.

## What the npm API costs

$0.0003 per delivered package ($0.30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 6,666 packages here. Volume tiers take up to 30% off.

$0.0003 per delivered package — $0.30 per 1,000 — no subscription. The $2/month free allowance is about 6,600 packages with no card.

A search that returns fewer packages than your `max_results` cap bills for the smaller number. Pairing it with the [PyPI API](https://quantumproxies.io/scraper-api/collectors/pypi-api) lets you cover both ecosystems on one key and one schema.

## npm API vs the npm registry directly

The npm registry API is public, keyless and has a high enough ceiling that most people never hit it — so for interactive use, call it directly. We are not pretending there is a paywall to jump.

The collector's job is consolidation. npm splits search, download stats and quality across endpoints; a comparison of two hundred packages means two hundred sets of joined calls plus a normaliser. This returns the merged, typed row in one place, in the same shape as the rest of your pipeline — that is what you are buying, not access.

## Versus stitching the registry endpoints yourself

The DIY version is a search call, a downloads call and a manifest read per package, joined on name and cleaned into rows. It works; it is just boilerplate you now own and maintain as the registry evolves.

If you would rather run your own registry client but want stable, rotating exits under a very large crawl, our [residential proxies](https://quantumproxies.io/residential-proxies) are the same network this collector uses.

## What people build with it

### Dependency due diligence

Score a shortlist of candidate packages on `downloads_weekly`, `dependents`, `quality_score` and `published_at` to tell a maintained, widely used library from an abandoned one.

### Ecosystem and competitor mapping

Search a keyword or scope to enumerate the packages in a space, then rank by downloads to see who owns mindshare.

### License and supply-chain audits

Pull `license` and `repository` across your dependency set to flag missing or non-permissive licenses without opening each npmjs.com page.

## Limits, freshness and the legal bit

One run delivers up to 100 packages. Download counts follow the registry's own reporting cadence, so weekly and monthly figures lag exactly the way npmjs.com does. Runs parallelise up to your plan's rate limit (60–1,200 requests/minute by tier).

Registry metadata is public, and package licenses govern the code itself rather than the metadata; how you use the collected data downstream is on you. This is not legal advice.

## FAQ

### Is the npm API free?

The npm registry API is free and keyless with a high ceiling, so use it directly for small jobs. This collector adds a merged, typed schema and rotating exits for scale, plus its own $2/month free allowance — around 6,600 packages — with no card.

### Do I need an npm token or API key?

No. Reads go through the public registry search, so there is no npm token, login or two-factor step. Your QuantumProxies key is the only credential.

### Does it return download counts?

Yes. Every row carries downloads_weekly and downloads_monthly, joined onto the search result so you do not have to call the downloads endpoint separately.

### What about the npm rate limit?

The registry meters per IP. The collector spreads requests across residential exits so a large sweep does not stall one address, while still respecting the registry's limits rather than defeating them.

## Related scrapers

- [Hacker News stories API](https://quantumproxies.io/scraper-api/collectors/hacker-news-api) — HN stories by search query or the live front page — points, comments, links.
- [GitHub repository search API](https://quantumproxies.io/scraper-api/collectors/github-repository-search-api) — Repository search — name, description, language, stars, topics. No token, no API quota.
- [Stack Overflow questions API](https://quantumproxies.io/scraper-api/collectors/stackoverflow-scraper-api) — Questions from Stack Overflow and sister sites — score, answers, views, tags, author.
- [PyPI package data API](https://quantumproxies.io/scraper-api/collectors/pypi-api) — Python package metadata from PyPI — version, summary, license, Python support, links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# CVE API — $0.0004 per CVE | QuantumProxies

CVE API over the NIST NVD, no key to manage: search vulnerabilities and get CVSS score, severity, CWE and references as rows. $0.0004 per delivered CVE.

## CVE API

**The CVE API here searches the NIST National Vulnerability Database and flattens each vulnerability into one typed row** — the CVE id, the English description, the best available CVSS base score and severity, the CVSS vector, CWE weakness ids, the published and last-modified dates, the status and the reference links, plus the NVD detail URL.

The NVD feed is public but rate-limits hard for anyone without an API key, and even with a key a large keyword sweep is slow going from a single address. This collector reads the same feed over rotating residential exits and hands you clean rows, so you can filter by keyword and severity without babysitting the NVD's request budget. You authenticate with your QuantumProxies key; there is no NVD key to request or rotate.

$0.0004 per delivered CVE, up to 200 CVEs per run. Nothing delivered means nothing charged.

## How the CVE API works

You pass a `keyword` (a product, a vendor or free text from the CVE record), an optional `severity` filter, or both. Each matching CVE becomes one flat row.

- **Score fallback is handled.** `cvss_score` and `severity` take the best metric available — CVSS v3.1, then v3.0, then v2 — so a row is populated even for older CVEs that predate v3.
- **Weaknesses are surfaced.** `cwe` is an array of the CWE ids attached to the CVE, which is what you group on for weakness-class analysis.
- **The hard rate limit is absorbed.** The NVD throttles aggressively; rotation spreads the load so a broad sweep completes instead of stalling on a 403.

## Inputs

Provide a `keyword`, a `severity`, or both — a keyword alone searches the CVE text, and a severity alone narrows to that CVSS v3 band. `max_results` caps delivery at 200 CVEs; you pay only for the CVEs returned.

- **keyword** (string) — Search term (product, vendor, CVE text).
- **severity** (string) — Filter to a CVSS v3 severity.
- **max_results** (integer) — How many CVEs to deliver at most (1–200). You pay only for delivered CVEs.

## What one CVE looks like

One row per CVE. `cvss_score` is numeric and `severity` is the band (LOW…CRITICAL); `cvss_vector` is the full vector string for anyone recomputing sub-scores. `cwe` and `references` are arrays; `published` and `last_modified` are dates; `url` links the NVD detail page for the human-readable record.

- **rank** (integer) — 1-based position.
- **cve_id** (string) — CVE identifier.
- **description** (string, nullable) — English description.
- **cvss_score** (number, nullable) — CVSS base score.
- **severity** (string, nullable) — CVSS severity.
- **cvss_vector** (string, nullable) — CVSS vector string.
- **cwe** (string[]) — CWE weakness ids.
- **published** (string, nullable) — Publish date.
- **last_modified** (string, nullable) — Last modified date.
- **status** (string, nullable) — Vulnerability status.
- **references** (string[]) — Reference URLs.
- **url** (string) — NVD detail page.

## What the CVE API costs

$0.0004 per delivered CVE ($0.40 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 5,000 CVEs here. Volume tiers take up to 30% off.

$0.0004 per delivered CVE — $0.40 per 1,000 — no subscription. The $2/month free allowance is about 5,000 CVEs with no card on file.

Billing is per delivered row, so a narrow severity filter that returns a short list costs the length of that list, not your `max_results` cap. Pair it with the [Certificate Transparency API](https://quantumproxies.io/scraper-api/collectors/certificate-transparency-api) to line up disclosed vulnerabilities against an org's issued certificates.

## CVE API vs the NVD API directly

The NVD's own API is the source of truth and it is free — but it gates throughput behind an API key you have to request, and it rate-limits so tightly that unauthenticated bulk pulls are impractical and even authenticated ones need careful pacing. Its response shape is also deeply nested across CVSS versions.

This collector removes both frictions: no NVD key to manage, rotation instead of pacing, and one flat row with the CVSS fallback already resolved. For a single CVE lookup the NVD site is fine; for a monitored keyword set refreshed daily, the infrastructure is the point.

## Versus polling the NVD yourself

Rolling your own means requesting an NVD key, building a rate-limiter that respects their rolling window, and writing the CVSS-version fallback and CWE extraction by hand — then keeping it working as the schema shifts. That is real, ongoing work for what looks like a simple feed.

If you would rather own the poller and just need exits that are not already on a NIST rate-limit list, run it over our [residential proxies](https://quantumproxies.io/residential-proxies).

## What people build with it

### Vendor and product monitoring

Track a `keyword` for the software you run and alert on new rows by `published` date, so a fresh CVE for your stack reaches you the day it lands.

### Severity-triaged backlogs

Filter to `severity` CRITICAL and sort your own queue by `cvss_score` to work the vulnerabilities that matter first.

### Weakness-class research

Group a keyword's results by `cwe` to see which weakness types dominate a product's history — useful for hardening and for security write-ups.

## Limits, coverage and the legal bit

One run delivers up to 200 CVEs from the NVD search. Records reflect the NVD's own analysis state, so a very new CVE may arrive with a null score until NIST finishes enrichment — that is upstream, not dropped data. Runs parallelise up to your plan's rate limit (60–1,200 requests/minute by tier).

NVD data is US-government public data and free to use; you are responsible for how you act on it. This is not legal advice.

## FAQ

### Is the CVE API free?

NVD data is free at the source, but its API rate-limits hard and gates throughput behind a requested key. This collector fronts it with rotating exits and a flat schema, and carries a $2/month free allowance — about 5,000 CVEs — with no card.

### Do I need an NVD API key?

No. You authenticate with your QuantumProxies key. There is no NVD key to request, and no rolling-window rate budget for you to manage — the rotation handles the NVD's throttle.

### Which CVSS version do I get?

The best available for each CVE. The row takes CVSS v3.1, falling back to v3.0 and then v2, so cvss_score and severity are populated even for pre-v3 records; cvss_vector carries the full vector.

### Can I filter by severity?

Yes. The severity input narrows results to a CVSS v3 band (for example CRITICAL), and you can combine it with a keyword to scope to one product's high-severity issues.

## Related scrapers

- [Wayback Machine snapshots API](https://quantumproxies.io/scraper-api/collectors/wayback-machine-api) — Archived snapshots of a URL or domain from the Internet Archive's CDX API.
- [Certificate Transparency (subdomains) API](https://quantumproxies.io/scraper-api/collectors/certificate-transparency-api) — Subdomains and issued certificates for a domain, from CT logs — the OSINT subdomain finder.
- [WHOIS / RDAP domain lookup API](https://quantumproxies.io/scraper-api/collectors/whois-api) — Domain registration data over RDAP — registrar, dates, status, nameservers.
- [DNS records API](https://quantumproxies.io/scraper-api/collectors/dns-lookup-api) — DNS lookups over DoH — A, AAAA, MX, TXT, NS and more, one row per record.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# openFDA API — $0.0004 per report | QuantumProxies

openFDA API for FAERS adverse events: search a drug and get seriousness, reactions, patient age and country as typed rows. $0.0004 per delivered report.

## openFDA API

**The openFDA API here reads the FDA's adverse-event reporting system (FAERS) and returns one typed row per safety report** — the report id, whether it is flagged serious and why, the reported drugs, the reactions as MedDRA terms, the patient's sex and age, the country of occurrence, the received date and the report type.

openFDA is keyless and public, so a small query needs nothing more than a URL. The reason to run it here is scale and shape: FAERS is enormous, the raw records are deeply nested, and openFDA applies per-IP rate limits that bite once you page through tens of thousands of reports. The collector reads it over rotating exits and flattens each report into columns you can group and count directly.

$0.0004 per delivered report, up to 500 reports per run. Nothing delivered means nothing charged.

## How the openFDA API works

You pass a `query` — either a plain drug name or openFDA's own `field:value` search syntax — and each matching FAERS report comes back as one flat row.

- **Seriousness is split out.** `serious` is the flag and `serious_reasons` is the array of why (death, hospitalization, life-threatening…), so you can filter to the outcomes that matter without decoding coded fields.
- **Drugs and reactions are arrays.** `drugs` holds the reported products and `reactions` the MedDRA reaction terms — the two columns most adverse-event analysis pivots on.
- **Keyless, no browser.** A JSON read over HTTP; the value we add is rotation and the flat schema, not access.

## Inputs

`query` is required. Pass a bare drug name for the common case, or an openFDA `field:value` expression when you need to target a specific FAERS field. `max_results` caps delivery at 500 reports, and you pay only for reports returned.

- **query** (string, required) — A drug name, or an openFDA field:value query.
- **max_results** (integer) — How many reports to deliver at most (1–500). You pay only for delivered reports.

## What one report looks like

One row per FAERS report. `serious` plus `serious_reasons` capture outcome severity; `drugs` and `reactions` are the arrays you group on; `patient_sex`, `patient_age` and `country` add demographics; `received_date` and `report_type` place the report in time and category. Reported fields are left null when a submitter omitted them — never inferred.

- **rank** (integer) — 1-based position.
- **report_id** (string) — FAERS safety report id.
- **serious** (boolean) — Whether the report is flagged serious.
- **serious_reasons** (string[]) — Death, hospitalization, life-threatening…
- **drugs** (string[]) — Reported medicinal products.
- **reactions** (string[]) — Reactions (MedDRA terms).
- **patient_sex** (string, nullable) — male/female when reported.
- **patient_age** (string, nullable) — Patient age as reported.
- **country** (string, nullable) — Country of occurrence.
- **received_date** (string, nullable) — Received date (ISO).
- **report_type** (string, nullable) — Report type code.

## What the openFDA API costs

$0.0004 per delivered report ($0.40 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 5,000 reports here. Volume tiers take up to 30% off.

$0.0004 per delivered report — $0.40 per 1,000 — no subscription. The $2/month free allowance covers about 5,000 reports with no card.

The 500-report cap per run and per-delivered-row billing keep large safety pulls predictable: a query that matches 120 reports costs 120 rows, and you scale by issuing more runs rather than one giant paginated crawl.

## openFDA API vs calling openFDA directly

Here the "official" API *is* openFDA — this collector does not replace it, it fronts it. So the honest framing is different from a walled source: you can absolutely query openFDA yourself for free, and for a one-off you should.

What the collector adds is the operational layer around a very large dataset — rotation so per-IP limits do not throttle a big pull, a flat one-row-per-report schema instead of nested JSON, and the same table shape as your other collectors. If your work is a repeated, sizeable extraction rather than a single question, that layer is what you are paying for.

## Versus paging FAERS yourself

The DIY path is straightforward until the volume grows: you page openFDA's results, handle its rate-limit responses, and write the flattening that turns coded, nested safety reports into analyzable rows. None of it is hard; all of it is maintenance.

Keep your own extractor if you like — and put our [residential proxies](https://quantumproxies.io/residential-proxies) under it so the per-IP ceiling stops being the thing that decides how fast you can pull.

## What people build with it

### Drug safety signal scans

Query a drug and group `reactions` to see which adverse events dominate its FAERS reports, filtered to `serious` where outcome severity matters.

### Pharmacovigilance datasets

Assemble a structured corpus across a set of drugs — one row per report with drugs, reactions and demographics — for downstream statistical work.

### Comparative reaction profiles

Run several drug queries and compare the distribution of `serious_reasons` and `reactions` across them to contrast safety profiles.

## Limits, interpretation and the legal bit

One run delivers up to 500 reports. FAERS is a spontaneous-reporting system: a report is an allegation, not a confirmed causal link, and counts are shaped by reporting bias — read the columns accordingly. Runs parallelise up to your plan's rate limit (60–1,200 requests/minute by tier).

openFDA data is public and not for diagnosis or treatment decisions; the FDA's own caveats about FAERS apply. This is not medical or legal advice.

## FAQ

### Is the openFDA API free?

openFDA itself is free and keyless, so query it directly for one-offs. This collector adds rotation, a flat schema and one API key across sources, plus a $2/month free allowance of its own — about 5,000 reports — with no card.

### Do I need an openFDA API key?

No. openFDA works without a key and the collector needs only your QuantumProxies key. Rotation across residential exits is what keeps a large pull under openFDA's per-IP limits.

### What is FAERS and what does a row represent?

FAERS is the FDA Adverse Event Reporting System. Each row is one submitted safety report — its drugs, reactions, seriousness and patient demographics — not a confirmed side effect; reports are allegations subject to reporting bias.

### Can I use openFDA's field:value syntax?

Yes. The query accepts either a plain drug name or an openFDA field:value expression, so you can target specific FAERS fields when a bare name is too broad.

## Related scrapers

- [Clinical trials (ClinicalTrials.gov) API](https://quantumproxies.io/scraper-api/collectors/clinical-trials-api) — Studies from ClinicalTrials.gov — status, phase, conditions, interventions, sponsor.
- [Academic papers (OpenAlex) API](https://quantumproxies.io/scraper-api/collectors/academic-paper-api) — Scholarly works from OpenAlex — title, authors, year, citations, DOI, abstract. Scholar alternative.
- [World Bank indicators API](https://quantumproxies.io/scraper-api/collectors/world-bank-api) — Development indicators per country and year — GDP, population, inflation and ~16k more.
- [arXiv preprints API](https://quantumproxies.io/scraper-api/collectors/arxiv-api) — Preprint search on arXiv — abstracts, authors, categories and PDF links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# OpenAlex API — $0.0004 per paper | QuantumProxies

OpenAlex API, a keyless Google Scholar alternative: search papers and get authors, year, citations, DOI and abstract as rows. $0.0004 per delivered paper.

## OpenAlex API

**The OpenAlex API here searches OpenAlex, the open index of scholarly work, and returns one typed row per paper** — title, authors, publication year, citation count, DOI, work type, host venue, open-access status and URL, and the abstract, reconstructed from OpenAlex's inverted index back into readable text.

This is the practical alternative to Google Scholar, which has no public API and actively blocks automated access. OpenAlex is keyless and well-behaved, so a light query needs no help — but a large literature pull benefits from rotating exits and, more importantly, from getting the abstract rebuilt and every field flattened into one row instead of navigating OpenAlex's nested JSON. You can filter to work published from a given year onward.

$0.0004 per delivered work, up to 200 works per run. Nothing delivered means nothing charged.

## How the OpenAlex API works

You pass a `query` that runs across title, abstract and metadata, and optionally a `year_from` to restrict to recent work. Each matching work becomes one flat row.

- **The abstract is reconstructed.** OpenAlex stores abstracts as an inverted index, not prose; the collector rebuilds it into a normal `abstract` string so you can read or embed it.
- **Open access is explicit.** `is_open_access` and `oa_url` tell you when a free full text exists and where, separate from the DOI.
- **Keyless and browserless.** A JSON read over HTTP; rotation and the flat schema are the added value, not access.

## Inputs

`query` is required and searches title, abstract and metadata together. `year_from` optionally drops anything published before that year. `max_results` caps delivery at 200 works, and you are billed only for works returned.

- **query** (string, required) — Search terms across title, abstract and metadata.
- **year_from** (integer) — Only works published this year or later.
- **max_results** (integer) — How many works to deliver at most (1–200). You pay only for delivered works.

## What one work looks like

One row per work. `authors` is an array of names; `cited_by_count` is the citation signal; `doi`, `venue` and `type` place the work; `is_open_access` with `oa_url` point to free full text when it exists; `abstract` is the rebuilt text; and `url` is the OpenAlex work page. Fields a work lacks come back null rather than guessed.

- **rank** (integer) — 1-based position.
- **id** (string) — OpenAlex work id.
- **title** (string) — Paper title.
- **authors** (string[]) — Author names.
- **year** (integer, nullable) — Publication year.
- **cited_by_count** (integer, nullable) — Citation count.
- **doi** (string, nullable) — DOI.
- **type** (string, nullable) — Work type (article, review…).
- **venue** (string, nullable) — Host venue/journal.
- **is_open_access** (boolean) — Open-access flag.
- **oa_url** (string, nullable) — Open-access PDF/landing URL.
- **abstract** (string, nullable) — Abstract (reconstructed).
- **url** (string) — OpenAlex work URL.

## What the OpenAlex API costs

$0.0004 per delivered work ($0.40 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 5,000 works here. Volume tiers take up to 30% off.

$0.0004 per delivered paper — $0.40 per 1,000 — no subscription. The $2/month free allowance is about 5,000 papers with no card.

Per-delivered-row billing means a tightly scoped `query` plus `year_from` that returns 60 works costs 60 rows. It shares a key and schema with the [openFDA API](https://quantumproxies.io/scraper-api/collectors/fda-api) if your research spans literature and safety data.

## OpenAlex API vs OpenAlex direct and Google Scholar

Two comparisons matter here. Against OpenAlex directly: it is free and keyless, so query it yourself for small jobs — the collector's value is the reconstructed abstract, the flat schema and rotation at scale, not access. Against Google Scholar: Scholar is what people reach for, but it has no API and blocks scrapers hard, so there is no clean, permitted way to pull it in bulk.

OpenAlex covers the same territory — hundreds of millions of works with citations and venues — through an interface built to be queried. Using it as the Scholar alternative is the honest, sustainable choice, and this collector makes its output drop straight into a table.

## Versus querying OpenAlex yourself

The DIY version is a paged OpenAlex query plus the inverted-index-to-text step for every abstract and a flattener for authors, venue and open-access fields. It is a modest amount of code you then maintain — the abstract reconstruction in particular is the part people forget until they see the raw payload.

If you would rather keep your own client, our [residential proxies](https://quantumproxies.io/residential-proxies) give a very large crawl stable exits without changing your code.

## What people build with it

### Literature reviews at scale

Search a topic with `year_from` set to recent years and rank by `cited_by_count` to surface the works a survey has to cite — with the `abstract` already readable.

### Citation and trend analysis

Pull a field's works across years to chart output and citation growth, using `venue` and `type` to separate journals from preprints and reviews.

### Open-access harvesting

Filter your results on `is_open_access` and follow `oa_url` to build a corpus of legally readable full texts for downstream NLP.

## Limits, coverage and the legal bit

One run delivers up to 200 works. Reconstructed abstracts depend on OpenAlex holding an inverted index for the work; some records have none and come back with a null `abstract`. Runs parallelise up to your plan's rate limit (60–1,200 requests/minute by tier).

OpenAlex is an open dataset under a permissive license; individual full texts at `oa_url` keep their own licenses. This is not legal advice.

## FAQ

### Is the OpenAlex API free?

OpenAlex is free and keyless, so use it directly for small queries. This collector adds reconstructed abstracts, a flat schema and rotation for big pulls, plus a $2/month free allowance — around 5,000 papers — with no card.

### Is this a Google Scholar API alternative?

Yes, and a practical one. Google Scholar has no public API and blocks automated access; OpenAlex indexes the same kind of scholarly record — citations, venues, DOIs, abstracts — through an interface designed to be queried.

### Do I get the abstract?

Usually. OpenAlex stores abstracts as an inverted index; the collector rebuilds that into readable text in the abstract field. Works without a stored index return a null abstract rather than a fabricated one.

### Can I limit results to recent papers?

Yes. Set year_from to a year and the search drops anything published earlier, which is the usual way to keep a review focused on current work.

## Related scrapers

- [Clinical trials (ClinicalTrials.gov) API](https://quantumproxies.io/scraper-api/collectors/clinical-trials-api) — Studies from ClinicalTrials.gov — status, phase, conditions, interventions, sponsor.
- [FDA adverse events (openFDA) API](https://quantumproxies.io/scraper-api/collectors/fda-api) — Drug adverse-event reports from the FDA FAERS database — drugs, reactions, seriousness.
- [World Bank indicators API](https://quantumproxies.io/scraper-api/collectors/world-bank-api) — Development indicators per country and year — GDP, population, inflation and ~16k more.
- [arXiv preprints API](https://quantumproxies.io/scraper-api/collectors/arxiv-api) — Preprint search on arXiv — abstracts, authors, categories and PDF links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# PyPI API — $0.0003 per package | QuantumProxies

PyPI API without a token: look up Python packages and get version, license, Python support and repo links as typed rows. $0.0003 per delivered package.

## PyPI API

**The PyPI API here looks up Python packages by name and returns one typed row each** — latest version, summary, author, license, the required Python version spec, the supported Python versions parsed from the classifiers, homepage and repository links, declared keywords and the total release count, plus the PyPI project URL.

PyPI is keyless, but it has no clean JSON search endpoint — so this is a lookup by package name, not a keyword search. You hand it a list of names; each is fetched from PyPI's JSON metadata and flattened, and any name that does not exist is returned under `failed` rather than as an empty row. For a single package the PyPI JSON URL is enough on its own; the collector is for resolving a whole requirements file into one clean table.

$0.0003 per delivered package, up to 50 packages per run. Nothing delivered means nothing charged.

## How the PyPI API works

You pass a `packages` array of names. Each one becomes a JSON metadata fetch, parsed into a flat row with the version, license and Python-support fields already extracted.

- **Lookup, not search.** PyPI has no reliable JSON search, so you provide names — from a requirements file, a lockfile or your own list — rather than a query.
- **Failures are separated.** A misspelled or nonexistent name lands in `failed`, unbilled, instead of polluting your table with nulls.
- **Classifiers are parsed.** `python_versions` comes from the trove classifiers and `requires_python` from the version spec — two different answers to "what Python does this need", both surfaced.

## Inputs

`packages` is required — an array of PyPI names such as `requests` or `numpy`. `max_results` caps delivery at 50 packages. You pay only for packages that resolve; names that do not exist return under `failed` at no charge.

- **packages** (array, required) — PyPI package names, e.g. requests, numpy.
- **max_results** (integer) — How many packages to deliver at most (1–50). You pay only for delivered packages.

## What one package looks like

One row per package. `version` is the latest release and `release_count` the total number of releases; `requires_python` is the declared spec while `python_versions` lists the classifier-declared versions; `license`, `author`, `homepage` and `repository` come from the metadata; `keywords` is an array; and `url` is the PyPI project page.

- **rank** (integer) — 1-based position.
- **name** (string) — Package name.
- **version** (string, nullable) — Latest version.
- **summary** (string, nullable) — Short summary.
- **author** (string, nullable) — Author.
- **license** (string, nullable) — License.
- **requires_python** (string, nullable) — Required Python version spec.
- **homepage** (string, nullable) — Homepage URL.
- **repository** (string, nullable) — Source repository URL.
- **keywords** (string[]) — Declared keywords.
- **python_versions** (string[]) — Supported Python versions (classifiers).
- **release_count** (integer, nullable) — Number of releases.
- **url** (string) — PyPI project URL.

## What the PyPI API costs

$0.0003 per delivered package ($0.30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 6,666 packages here. Volume tiers take up to 30% off.

$0.0003 per delivered package — $0.30 per 1,000 — no subscription. The $2/month free allowance is roughly 6,600 packages with no card, and unresolved names are never billed.

It shares a key and schema with the [npm API](https://quantumproxies.io/scraper-api/collectors/npm-registry-api), so a polyglot project's Python and JavaScript dependencies can be audited side by side in one table.

## PyPI API vs the PyPI JSON API directly

PyPI's per-project JSON API is public and keyless, and for one package the URL `pypi.org/pypi/<name>/json` is genuinely all you need — no collector required. We will not pretend otherwise.

The collector earns its price across a list: it fetches many names concurrently through rotating exits, parses the classifiers and version spec into tidy columns, and separates the misses into `failed` so a hundred-line requirements file becomes one clean table instead of a hundred requests and a parsing loop you maintain.

## Versus reading the JSON endpoint yourself

Doing it yourself is a loop over names hitting the JSON endpoint, plus the classifier parsing, the requires-python handling and error branches for names that 404. It is a small script — and then it is a small script you own, extend and debug when a package has an unusual metadata shape.

Prefer to keep the script? Run it over our [residential proxies](https://quantumproxies.io/residential-proxies) so a large audit gets stable exits without touching PyPI's limits.

## What people build with it

### Requirements-file audits

Resolve every name in a requirements or lock file to get `version`, `license` and `requires_python` in one table — the fast way to spot an unmaintained or incompatibly licensed dependency.

### Python-version compatibility checks

Read `python_versions` and `requires_python` across your dependency set before a Python upgrade to find the packages that will block it.

### Package metadata enrichment

Feed a curated list and get `summary`, `repository`, `keywords` and `release_count` to populate an internal catalogue of approved libraries.

## Limits, lookup-only and the legal bit

One run resolves up to 50 packages. Because PyPI offers no clean JSON search, discovery by keyword is out of scope — you bring the names. Nonexistent names return in `failed`, unbilled. Runs parallelise up to your plan's rate limit (60–1,200 requests/minute by tier).

PyPI metadata is public and each package's license governs its code, not the metadata; downstream use is your responsibility. This is not legal advice.

## FAQ

### Is the PyPI API free?

PyPI's JSON metadata API is free and keyless — ideal for one package. This collector adds concurrent lookup across a list, parsed Python-support fields and a failed bucket, plus a $2/month free allowance of about 6,600 packages with no card.

### Can I search PyPI by keyword?

No, and neither can the underlying API reliably — PyPI has no clean JSON search endpoint. This is a lookup by exact package name; you supply the names and get one flat row per package that resolves.

### How do I get a package's latest version?

Every resolved row includes version, the latest published release, alongside release_count for the total number of releases. Send just the names you care about and read the column.

### What happens to names that don't exist?

They come back under failed and are not billed. Real packages return as clean rows, so a typo or a private name never shows up as a misleading row of nulls in your results.

## Related scrapers

- [Hacker News stories API](https://quantumproxies.io/scraper-api/collectors/hacker-news-api) — HN stories by search query or the live front page — points, comments, links.
- [GitHub repository search API](https://quantumproxies.io/scraper-api/collectors/github-repository-search-api) — Repository search — name, description, language, stars, topics. No token, no API quota.
- [Stack Overflow questions API](https://quantumproxies.io/scraper-api/collectors/stackoverflow-scraper-api) — Questions from Stack Overflow and sister sites — score, answers, views, tags, author.
- [npm package search API](https://quantumproxies.io/scraper-api/collectors/npm-registry-api) — Search the npm registry — version, description, license, downloads, quality score, links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Exchange rate API — $0.0002 per rate | QuantumProxies

Exchange rate API with no key: read free ECB reference rates and get one row per currency — the rate, base and reference date. $0.0002 per delivered rate.

## Exchange rate API

**The exchange rate API here reads Frankfurter, a keyless service over the European Central Bank's published reference rates, and returns one typed row per target currency** — the currency code, the rate from your base currency, the base itself and the reference date the rate belongs to.

It is deliberately narrow and honest about its source: these are the ECB's daily reference rates, not a live trading feed, so they update once per business day and suit accounting, reporting and back-testing rather than execution. You choose the base currency and, optionally, the exact target currencies; pass a date to get a historical day instead of the latest. No key on the source, and none on our side beyond your QuantumProxies key.

$0.0002 per delivered rate, up to 50 rates per run. Nothing delivered means nothing charged.

## How the exchange rate API works

Each run returns the rate table for one base currency on one date. Set `base`, optionally list the `symbols` you want, and optionally a `date` for history; you get one row per currency.

- **ECB reference rates.** The numbers come from the European Central Bank via Frankfurter — a daily reference fix, not intraday market pricing.
- **Historical is one input away.** Passing `date` (YYYY-MM-DD) returns that day's fix; omit it for the latest published rates.
- **Keyless, browserless.** A tiny JSON read; the collector's role is putting it on one key and one schema with everything else you pull.

## Inputs

All inputs are optional. `base` defaults to USD; `symbols` restricts output to the currencies you list (leave empty for every available currency); `date` switches to a historical day. `max_results` caps delivery at 50 currencies, and you pay only for currencies returned.

- **base** (string) — Base currency (3-letter, default USD).
- **symbols** (array) — Currencies to convert to (empty = all available).
- **date** (string) — Historical date YYYY-MM-DD (omit for latest).
- **max_results** (integer) — How many currencies to deliver at most (1–50). You pay only for delivered currencies.

## What one rate looks like

One row per target currency. `currency` is the code, `rate` is the conversion from `base` to that currency, and `date` is the ECB reference date the rate is fixed to. The row is intentionally small — this is a clean numeric join key for other data, not a market-data terminal.

- **rank** (integer) — 1-based position.
- **currency** (string) — Target currency code.
- **rate** (number) — Rate from base to this currency.
- **base** (string, nullable) — Base currency.
- **date** (string, nullable) — Reference date.

## What the Exchange rate API costs

$0.0002 per delivered rate ($0.20 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 10,000 rates here. Volume tiers take up to 30% off.

$0.0002 per delivered rate — $0.20 per 1,000 — the cheapest unit in the catalogue, with no subscription. The $2/month free allowance is about 10,000 rates with no card.

Because a full latest-rates pull is only a few dozen currencies, most users spend a rounding error here; the price matters when you back-fill years of daily history across many currencies. It pairs with the [LEI API](https://quantumproxies.io/scraper-api/collectors/lei-api) when a finance dataset needs both FX and entity identifiers.

## Exchange rate API vs Frankfurter/ECB directly

Frankfurter is free, keyless and already easy to call, and the ECB publishes the rates openly — so for a single conversion, go straight to the source. There is no access advantage to buy here.

The collector exists so FX rates arrive in the same typed, one-row-per-currency shape as the rest of your pipeline, on the same key, with the same billing and rate-limit model. If you are already pulling companies, papers or packages through QuantumProxies, adding rates without standing up another client and another auth is the whole convenience. Commercial FX APIs that do charge and do gate behind keys are the thing this quietly avoids.

## Versus calling Frankfurter yourself

Honestly, for latest rates the DIY version is almost nothing — one request and a small parse. The collector only starts to earn its keep when you are back-filling historical series: many dates, many currencies, paginated and normalised into rows, which is a loop and a rate-limit handler you would otherwise write and own.

If you want to keep that loop, put our [residential proxies](https://quantumproxies.io/residential-proxies) under a heavy historical back-fill so the volume does not lean on a single IP.

## What people build with it

### Multi-currency invoicing and reporting

Pull the latest ECB fix for your reporting currencies each morning and stamp invoices and ledgers with a defensible, dated `rate`.

### Historical back-testing

Iterate `date` across a range to build a daily rate series per currency for back-testing or restating past figures at the rate that actually applied.

### Normalising mixed-currency data

Use the rate table as a join key to convert prices collected in local currencies — from marketplace or store collectors — into one comparison currency.

## Limits, cadence and the legal bit

One run delivers up to 50 currencies for one base and one date. These are ECB reference rates: published once per business day, with no weekend or holiday fix, so a weekend `date` returns the previous business day's numbers. This is not a real-time or execution-grade feed. Runs parallelise up to your plan's rate limit (60–1,200 requests/minute by tier).

ECB reference data is public. Nothing here is financial advice or a dealing rate.

## FAQ

### Is the exchange rate API free?

The Frankfurter/ECB source is free and keyless, so call it directly for a single conversion. This collector puts it on one key and schema with your other data and carries a $2/month free allowance — about 10,000 rates — with no card.

### Can I use it without an API key?

Yes. The source needs no key, and on our side you use only your QuantumProxies key. There is no separate FX-provider signup, token or usage dashboard to maintain.

### Does it have historical data?

Yes. Pass a date as YYYY-MM-DD to get that day's ECB reference fix; omit it for the latest. Iterate the date to assemble a daily historical series per currency.

### Are these live market rates?

No. They are the ECB's daily reference rates via Frankfurter — one fix per business day, meant for reporting, accounting and back-testing, not for real-time trading or execution pricing.

## Related scrapers

- [SEC EDGAR filings API](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) — SEC filings — full-text search across all filings, or one company's filing history.
- [DeFi TVL (DeFiLlama) API](https://quantumproxies.io/scraper-api/collectors/defillama-api) — Total value locked per blockchain — DeFiLlama data, keyless.
- [Crypto market data (CoinGecko) API](https://quantumproxies.io/scraper-api/collectors/crypto-market-data-api) — Live crypto market rows — price, market cap, volume, 24h range, supply.
- [Yahoo Finance market data API](https://quantumproxies.io/scraper-api/collectors/yahoo-finance-api) — Live quote + history for stocks, ETFs and indices — price, volume, day and 52-week range.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# LEI API — $0.0004 per LEI | QuantumProxies

LEI API over the GLEIF register, keyless: search a legal name and get the LEI, status, country and legal form as typed rows. $0.0004 per delivered entity.

## LEI API

**The LEI API here searches GLEIF, the public global register of Legal Entity Identifiers, and returns one typed row per entity** — the 20-character LEI, the legal name, the entity and registration statuses, the legal and headquarters country and city, the legal form code and the initial-registration and last-update dates, plus the GLEIF record URL.

The LEI is the closest thing finance has to a universal company id — a single, stable key that ties an entity together across regulatory and market datasets — which is exactly why it is worth resolving cleanly. GLEIF is keyless and public; you can search a legal name or look up an exact LEI. As with the rest of the catalogue, you send your QuantumProxies key and get flat rows, with rotation handling volume.

$0.0004 per delivered entity, up to 100 entitys per run. Nothing delivered means nothing charged.

## How the LEI API works

You pass a `query` — a legal name to search, or an exact 20-character LEI to look up — and each matching entity comes back as one flat row.

- **It is a join key, first.** The `lei` is the value most pipelines actually want: a stable identifier to attach to a company so it lines up across other financial data.
- **Status is two fields.** `status` is the entity's own state (ACTIVE…) and `registration_status` is the LEI's lifecycle (ISSUED, LAPSED…) — a lapsed LEI on an active company is a common, meaningful mismatch.
- **Keyless, browserless.** A JSON read over HTTP; rotation and the flat schema are the value at scale.

## Inputs

`query` is required — either a legal name (fuzzy search) or an exact LEI (direct lookup). `max_results` caps delivery at 100 entities; a name that matches several companies returns several rows, and you pay only for the entities returned.

- **query** (string, required) — Legal name to search, or an exact 20-char LEI.
- **max_results** (integer) — How many entities to deliver at most (1–100). You pay only for delivered entities.

## What one entity looks like

One row per entity. `lei` is the identifier and the join key; `legal_name` is the registered name; `status` and `registration_status` separate the entity's state from the LEI's lifecycle; `legal_country`/`legal_city` and `hq_country` give location; `legal_form` is the form code; and the date fields track registration history. `url` links the GLEIF record.

- **rank** (integer) — 1-based position.
- **lei** (string) — Legal Entity Identifier.
- **legal_name** (string, nullable) — Legal name.
- **status** (string, nullable) — Entity status (ACTIVE…).
- **registration_status** (string, nullable) — LEI registration status (ISSUED, LAPSED…).
- **legal_country** (string, nullable) — Legal address country.
- **legal_city** (string, nullable) — Legal address city.
- **hq_country** (string, nullable) — Headquarters country.
- **legal_form** (string, nullable) — Legal form code.
- **initial_registration** (string, nullable) — First LEI registration date.
- **last_update** (string, nullable) — Last update date.
- **url** (string) — GLEIF record URL.

## What the LEI API costs

$0.0004 per delivered entity ($0.40 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 5,000 entitys here. Volume tiers take up to 30% off.

$0.0004 per delivered entity — $0.40 per 1,000 — no subscription. The $2/month free allowance is about 5,000 entities with no card.

Per-delivered-row billing suits both patterns: a precise LEI lookup bills one row, while a broad name search bills only the matches it returns. Pair it with the [SEC EDGAR API](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) to move from a legal name to its LEI and on to its filings.

## LEI API vs the GLEIF API directly

GLEIF publishes its own free, keyless API and a bulk data download, so for occasional lookups you do not need us — go to the source. That is the honest baseline for any open register.

The collector's contribution is operational: rotation so a large batch of name resolutions does not throttle on one IP, a flat one-row-per-entity schema in place of GLEIF's nested JSON:API envelope, and the same key and table shape as your other collectors. When resolving thousands of counterparties to LEIs is a recurring job, that consistency is what you are paying for.

## Versus querying GLEIF yourself

GLEIF's API is callable directly, but its JSON:API responses are nested and its fuzzy name search needs handling to turn many partial matches into usable rows. Rolling your own is a paginator, a flattener and a rate-limit handler — modest, and yours to maintain.

If you would rather keep that client, run it over our [residential proxies](https://quantumproxies.io/residential-proxies) so a bulk resolution job gets stable exits.

## What people build with it

### Counterparty and KYC enrichment

Resolve a list of legal names to LEIs and attach `status`, `legal_country` and `legal_form` — the backbone of a lightweight know-your-counterparty record.

### Cross-dataset entity joins

Use the `lei` as a stable key to reconcile a company across filings, ownership and market datasets that each spell the name differently.

### LEI lifecycle monitoring

Track `registration_status` on your counterparties to catch LAPSED LEIs, which often signal a company that has stopped maintaining its registration.

## Limits, matching and the legal bit

One run delivers up to 100 entities. Name search is fuzzy, so a common name returns several candidates — use `legal_country` and `status` to disambiguate, or look up the exact LEI when you already have it. Runs parallelise up to your plan's rate limit (60–1,200 requests/minute by tier).

GLEIF data is open and free to use under its terms; accuracy depends on entities keeping their own registrations current. This is not legal advice.

## FAQ

### Is the LEI API free?

GLEIF's register is free and keyless, so query it directly for occasional lookups. This collector adds rotation, a flat schema and one key across sources, plus a $2/month free allowance — about 5,000 entities — with no card.

### Can I look up an entity by its exact LEI?

Yes. Put the 20-character LEI in the query and it resolves that entity directly. A legal name in the same field runs a fuzzy search and can return several candidate rows.

### What is an LEI and why does it matter?

The Legal Entity Identifier is a 20-character global id for a legal entity. It is a stable join key that ties one company together across financial and regulatory datasets that otherwise disagree on its name.

### Why is a company's LEI marked LAPSED?

registration_status tracks the LEI's lifecycle separately from the entity's own status. LAPSED means the registration was not renewed — the company may still be active, but its LEI record is no longer being maintained.

## Related scrapers

- [SEC EDGAR filings API](https://quantumproxies.io/scraper-api/collectors/sec-edgar-api) — SEC filings — full-text search across all filings, or one company's filing history.
- [DeFi TVL (DeFiLlama) API](https://quantumproxies.io/scraper-api/collectors/defillama-api) — Total value locked per blockchain — DeFiLlama data, keyless.
- [Crypto market data (CoinGecko) API](https://quantumproxies.io/scraper-api/collectors/crypto-market-data-api) — Live crypto market rows — price, market cap, volume, 24h range, supply.
- [Yahoo Finance market data API](https://quantumproxies.io/scraper-api/collectors/yahoo-finance-api) — Live quote + history for stocks, ETFs and indices — price, volume, day and 52-week range.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Docker Hub API — $0.0003 per image | QuantumProxies

Docker Hub API: search images by keyword or pass exact references, get stars, pulls, official flag and last push as typed rows. $0.0003 per delivered image.

## Docker Hub API

**The Docker Hub API turns image names into repository data as typed rows** — search a keyword and get name, description, stars, pulls and the official/automated flags for every matching image, or pass exact references ("redis", "bitnami/postgresql") and get each repository's full record back, including the date of its last push.

Those are two different jobs — discovery and monitoring — served through one call shape. Requests go out over the TLS tier as plain HTTPS, no browser and no render cost, which is why an image row costs $0.0003. References that do not resolve come back under `failed` and are never billed, and the row layout matches our [npm](https://quantumproxies.io/scraper-api/collectors/npm-registry-api), [PyPI](https://quantumproxies.io/scraper-api/collectors/pypi-api) and [crates.io](https://quantumproxies.io/scraper-api/collectors/crates-io-api) collectors, so registry tooling you build once runs across ecosystems.

$0.0003 per delivered image, up to 100 images per run. Nothing delivered means nothing charged.

## How the Docker Hub API works

One POST, two modes. With `query` the collector walks Docker Hub's search results in order and delivers up to 100 ranked images. With `images` it looks up each reference individually — up to 50 per run — and returns the repository record itself, which is the only mode that carries `last_updated`.

- **References are taken as your pipeline stores them.** A bare name like `redis` resolves to the Docker official image; `namespace/name` resolves to that publisher's repository. No pre-cleaning step.
- **Dead references are separated.** A typo, a deleted repo or a renamed namespace lands in `failed` with no charge, instead of surfacing as a row of nulls that quietly breaks a freshness report.
- **Runs are independent.** A 5,000-image inventory is simply more runs in parallel, up to your plan's requests-per-minute ceiling.

## Inputs

No field is strictly required, but a run needs one of the two modes: `query` for search or `images` for detail lookups. `max_results` (1–100, default 25) caps delivery in both modes — the safety belt when the reference list is generated by another job.

- **query** (string) — Image search query (leave empty when passing images).
- **images** (array) — Exact references for detail lookups — "redis" or "namespace/name".
- **max_results** (integer) — How many images to deliver at most (1–100). You pay only for delivered images.

## What one image looks like

`pulls` is the Hub's cumulative all-time counter — it only moves up, so diffing two runs gives you pulls per interval, the closest thing to a public adoption metric Docker publishes. `stars` is the social signal, `is_official` and `is_automated` are the trust flags, and `last_updated` (detail mode) is the field that catches abandoned images. `name` comes back bare for officials and as `namespace/name` for everyone else.

- **rank** (integer) — 1-based position.
- **name** (string) — Image name (namespace/name; officials bare).
- **description** (string, nullable) — Short description.
- **stars** (integer, nullable) — Stars.
- **pulls** (integer, nullable) — Total pulls.
- **is_official** (boolean) — Docker official image.
- **is_automated** (boolean) — Automated build.
- **last_updated** (string, nullable) — Last push (detail mode only).
- **url** (string) — Docker Hub page.

## What the Docker Hub API costs

$0.0003 per delivered image ($0.30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 6,666 images here. Volume tiers take up to 30% off.

$0.0003 per delivered image — $0.30 per 1,000. Re-checking every base image referenced across a 500-service infrastructure costs fifteen cents a day; a one-off sweep of an entire vendor namespace is pennies. The first $2 of usage each month is free, which at this price is about 6,666 images before a card is ever involved.

Search runs that match nothing and references that fail to resolve cost nothing at all.

## Docker Hub API vs the Hub's own v2 endpoints

Docker Hub's web API is keyless and free, and for a handful of lookups you should call `hub.docker.com/v2` yourself — there is no paywall here to pretend about. The friction is operational. Search and repository detail are two endpoints with two response shapes you have to reconcile; the interesting fields sit at different depths and have shifted over the years; and sustained polling from one IP is exactly the traffic pattern the Hub throttles first.

Through the collector both modes come back as one flat row, the fetches are spread across rotating exits instead of hammering from a single address, and the schema is versioned on our side — when the Hub rearranges a payload, the parser is our 3 a.m. problem, not yours. One scope note, stated plainly: this reads the Hub's *metadata*, not the registry. It does not pull images, list tags or fetch manifests, and it neither consumes nor bypasses Docker's pull rate limits.

## Versus scripting hub.docker.com yourself

A curl loop over the v2 endpoints works on the first afternoon. What accumulates afterwards is the boring part:

- **Throttling appears at inventory scale.** Checking ten images hourly is invisible; checking ten thousand daily from one CI runner is a pattern, and patterns get slowed.
- **Two shapes, one report.** Search hits and repository records disagree about field names and presence, so every DIY script grows an ad-hoc normaliser that nobody tests.
- **Silent nulls.** Without an explicit failed bucket, a renamed namespace looks identical to an image with no stats, and your freshness dashboard lies politely.

Delegating buys the merged schema and per-row billing. If you would rather keep your own scripts and just want cleaner egress under them, the [residential proxy network](https://quantumproxies.io/residential-proxies) this rides on is available on its own.

## What people build with it

### Base-image freshness audits

Feed the references from your Dockerfiles' FROM lines through detail mode and watch `last_updated`. An image that has not been pushed in two years is a finding worth a ticket, and this catches it without anyone opening the Hub.

### Pull-count adoption tracking

Run the same watchlist weekly and diff `pulls`. Because the counter is cumulative, the delta is a clean downloads-per-week series — the metric devtool vendors actually put in board decks — for your image and every competitor's.

### Namespace and ecosystem research

Search a niche — "postgres backup", "otel collector" — and rank the results by stars and pulls to map who owns a category, which images are official, and where an unserved gap sits.

## Limits and what this collector is not

Search delivers at most 100 images per run and detail mode takes up to 50 references; larger inventories parallelise cleanly across runs, up to your plan's rate limit — 60 requests a minute on pay-as-you-go, 1,200 on the largest tier. Counts are whatever the Hub reports at read time; pull totals update on Docker's cadence, not in real time.

Scope: repository-level metadata only. No tag lists, no manifests, no image layers, no vulnerability scans, and nothing that touches — or gets around — Docker's pull rate limits. The data is public catalogue metadata; Docker's terms still govern automated access, so keep your use proportionate and get proper advice where it matters.

## FAQ

### Is the Docker Hub API free?

Docker Hub's own web API is keyless and free, and this collector adds a free monthly allowance on top: $2 of usage with no card, which covers about 6,666 delivered images. Past that it is $0.0003 per image, and only images actually delivered are ever billed.

### Does this bypass Docker Hub pull rate limits?

No, and it does not need to. Pull limits apply to downloading image layers from the registry. This collector reads repository metadata — stars, pull counts, descriptions, last push — from the Hub's web API. It never pulls an image and has no effect on your pull quota in either direction.

### Can I get the pull count for a specific image?

Yes. Pass the reference in the images array — redis, or bitnami/postgresql — and the row comes back with pulls, stars, the official and automated flags and last_updated. Up to 50 references per run, and any that do not resolve are reported under failed without being billed.

### Does it return tags, manifests or image contents?

No. The unit here is the repository record, so you get metadata about the listing, not the image itself — no tag list, no manifest digests, no layers. If your job needs registry internals, that is a different tool speaking the registry protocol.

## Related scrapers

- [Hacker News stories API](https://quantumproxies.io/scraper-api/collectors/hacker-news-api) — HN stories by search query or the live front page — points, comments, links.
- [GitHub repository search API](https://quantumproxies.io/scraper-api/collectors/github-repository-search-api) — Repository search — name, description, language, stars, topics. No token, no API quota.
- [Stack Overflow questions API](https://quantumproxies.io/scraper-api/collectors/stackoverflow-scraper-api) — Questions from Stack Overflow and sister sites — score, answers, views, tags, author.
- [npm package search API](https://quantumproxies.io/scraper-api/collectors/npm-registry-api) — Search the npm registry — version, description, license, downloads, quality score, links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# crates.io API — $0.0003 per crate | QuantumProxies

crates.io API: search the Rust registry and get version, all-time and 90-day downloads, docs and repo links per crate as rows. $0.0003 per delivered crate.

## crates.io API

**The crates.io API returns Rust package search as typed rows** — one row per crate with its description, latest stable version, all-time and last-90-day downloads, created and updated timestamps, the homepage, documentation and repository links, and an `exact_match` flag telling you whether the query hit a crate name dead on.

It completes the registry set: the same call shape and row layout as the [npm registry API](https://quantumproxies.io/scraper-api/collectors/npm-registry-api) and the [PyPI collector](https://quantumproxies.io/scraper-api/collectors/pypi-api), so a dependency-audit pipeline written for one ecosystem covers all three by changing an endpoint name. Under the hood it is a keyless JSON registry read over the TLS tier — no browser, nothing rendered — and the bill counts only crates that actually arrive.

$0.0003 per delivered crate, up to 100 crates per run. Nothing delivered means nothing charged.

## How the crates.io API works

A single POST with a `query` walks the registry's search results, applies your `sort` at the source, and stops at `max_results` — up to 100 crates in one run. Sorting is where the leverage is, because each order answers a different question:

- `downloads` ranks by all-time volume — the establishment view, dominated by the serde and tokio tier.
- `recent_downloads` ranks by the last 90 days — what the ecosystem is reaching for now, the order that surfaces a rising replacement before the all-time chart notices it.
- `new` and `recent_updates` are the discovery and maintenance feeds: fresh publishes and latest releases.

Every row keeps a 1-based `rank` within the order you chose, so position itself becomes data you can store and diff week over week.

## Inputs

`query` is the only required input — a crate name or a keyword like "http client". `sort` takes one of `relevance`, `downloads`, `recent_downloads`, `recent_updates` or `new`, and `max_results` (1–100, default 25) caps exactly what you pay for.

- **query** (string, required) — Crate name or keyword.
- **sort** (string) — Result order.
- **max_results** (integer) — How many crates to deliver at most (1–100). You pay only for delivered crates.

## What one crate looks like

The two download counters are deliberately different windows: `downloads` is all-time mass, `recent_downloads` is the trailing 90 days, and the ratio between them is a serviceable proxy for whether a crate is growing or coasting. `version` is the latest stable release, the three link fields are nullable because many crates only set `repository`, and `exact_match` saves you a string comparison when checking whether a name is taken.

- **rank** (integer) — 1-based position.
- **name** (string) — Crate name.
- **description** (string, nullable) — Description.
- **version** (string, nullable) — Latest stable version.
- **downloads** (integer, nullable) — All-time downloads.
- **recent_downloads** (integer, nullable) — Downloads in the last 90 days.
- **created_at** (string, nullable) — First publish.
- **updated_at** (string, nullable) — Last update.
- **homepage** (string, nullable) — Homepage.
- **documentation** (string, nullable) — Docs URL.
- **repository** (string, nullable) — Repository URL.
- **exact_match** (boolean) — Query matched the name exactly.
- **url** (string) — crates.io page.

## What the crates.io API costs

$0.0003 per delivered crate ($0.30 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 6,666 crates here. Volume tiers take up to 30% off.

$0.0003 per delivered crate — 30 cents per 1,000. Auditing every direct and transitive dependency of a large Rust workspace, say 400 crates, runs about twelve cents; a weekly ecosystem scan across twenty keywords at 50 rows each is 30 cents a week. Your first $2 each month is on us, roughly 6,666 crates of headroom.

Queries that return no crates are not billed — an empty result is an answer, not a purchase.

## crates.io API vs the registry's own endpoints

crates.io is open infrastructure: keyless, free, with public database dumps — for interactive lookups, call it directly and be glad it exists. The registry does, however, publish a crawling policy for automated clients: identify yourself with a real user-agent and keep the per-IP request rate down. A batch job that ignores that gets refused; a batch job that honours it gets slow.

What the collector sells is not access but shape and pace: your sweep is spread across rotating exits at a polite per-exit rate, results come back as the same typed row our npm and PyPI collectors emit instead of the registry's nested JSON, and one QuantumProxies key covers this plus every other collector on the invoice. The origin being free is exactly why the row costs $0.0003 and not ten times that.

## Versus writing your own registry client

A reqwest loop against the search endpoint is a pleasant afternoon in Rust — this is the one ecosystem where people enjoy that part. The costs are all downstream:

- **Etiquette is a feature you must build.** Per-IP pacing, retry with backoff, a well-formed user-agent — none of it hard, all of it maintenance forever.
- **Cross-registry reports need one schema.** The moment the audit covers npm and PyPI too, three response formats meet one spreadsheet, and the normaliser quietly becomes the real codebase.
- **Counters move while you paginate.** Download totals update between pages, so a long unmanaged crawl can double-see or skip rows at page boundaries.

Keep your client if it makes you happy — and if what it lacks is just cleaner egress, our [rotating residential exits](https://quantumproxies.io/residential-proxies) work under any code you already run.

## What people build with it

### Dependency-health audits

Run each name from Cargo.toml through the collector and flag crates whose `updated_at` is years old or whose `recent_downloads` have collapsed relative to `downloads` — the two cheapest early signals of an unmaintained dependency.

### Rust ecosystem monitoring

Store the ranked rows for a set of category keywords every week. Rank shifts under `recent_downloads` show a library gaining on the incumbent months before anyone blogs about it — equally useful to tool vendors and to teams picking a stack.

### Crate-name checks and squat watch

Before publishing, query the exact name and read `exact_match`; afterwards, watch near-miss spellings of your crate. A typosquat pointing at a suspicious repository is worth cross-checking with the [GitHub repository search API](https://quantumproxies.io/scraper-api/collectors/github-repository-search-api).

## Caps, ordering and reliability

One run delivers up to 100 crates; deeper sweeps are more runs, which parallelise up to your plan's requests-per-minute allowance (from 60 on pay-as-you-go to 1,200 on the top tier). Relevance ranking is the registry's own — we report it, we do not reorder it — and download figures are the registry's counters at the moment of the read.

Scope: crate-level metadata from search. It does not fetch crate tarballs, resolve dependency graphs or read rustdoc content, and version history beyond the latest stable release is not in the row. The underlying data is public and the registry offers bulk dumps for full-corpus work — this collector is for query-shaped questions, not for mirroring.

## FAQ

### Is the crates.io API free to use?

At the origin, yes — crates.io is keyless and free. Through QuantumProxies you get a $2 monthly allowance with no card on file, worth about 6,666 delivered crates, after which the price is $0.0003 per crate. You are paying for uniform rows, pacing and rotation, not for access to public data.

### Do I need a crates.io account or token?

No. crates.io tokens exist for publishing crates, not for reading the registry, and this collector only reads. The single credential involved is your QuantumProxies API key, which also drives the npm, PyPI and Docker Hub collectors.

### What do the two download counts mean?

downloads is the crate's all-time total; recent_downloads counts the trailing 90 days. Comparing them is the quickest health check there is: a crate with millions of historic downloads but a thin recent figure is coasting on legacy dependents.

### Which sort orders are supported?

Five: relevance (the default), downloads, recent_downloads, recent_updates and new. The sort is applied by the registry before rows are delivered, so a top-50-by-downloads run bills exactly 50 crates rather than fetching everything and filtering on your side.

## Related scrapers

- [Hacker News stories API](https://quantumproxies.io/scraper-api/collectors/hacker-news-api) — HN stories by search query or the live front page — points, comments, links.
- [GitHub repository search API](https://quantumproxies.io/scraper-api/collectors/github-repository-search-api) — Repository search — name, description, language, stars, topics. No token, no API quota.
- [Stack Overflow questions API](https://quantumproxies.io/scraper-api/collectors/stackoverflow-scraper-api) — Questions from Stack Overflow and sister sites — score, answers, views, tags, author.
- [npm package search API](https://quantumproxies.io/scraper-api/collectors/npm-registry-api) — Search the npm registry — version, description, license, downloads, quality score, links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# World Bank API — $0.0002 per datapoint | QuantumProxies

World Bank API: one indicator code across countries becomes typed rows per country-year — GDP, population, inflation and ~16k more. $0.0002 per datapoint.

## World Bank API

**The World Bank API turns an indicator code and a country list into one typed row per country-year** — `NY.GDP.MKTP.CD` for GDP in current US dollars, `SP.POP.TOTL` for population, `FP.CPI.TOTL.ZG` for inflation, and roughly 16,000 further series covering trade, energy, health, education and debt.

It is the standard source for macro data, and the usual reason to want it as an API is a join: GDP per head next to your sales-by-country table, population under a market-sizing model, inflation behind a pricing review. Rows land flat and numeric, ready to sit beside the output of the [exchange rate API](https://quantumproxies.io/scraper-api/collectors/exchange-rate-api) or the [Yahoo Finance collector](https://quantumproxies.io/scraper-api/collectors/yahoo-finance-api) in the same warehouse — fetched keylessly over the TLS tier and billed at $0.0002 per delivered datapoint.

$0.0002 per delivered datapoint, up to 200 datapoints per run. Nothing delivered means nothing charged.

## How the World Bank API works

One POST names an `indicator` and up to 30 `countries` (ISO2 or ISO3 — `IT` and `ITA` both work), with optional `year_from` and `year_to` framing the window. The collector reads the Bank's Open Data API, flattens its envelope, and delivers one row per country per year, each carrying the indicator code and its human-readable name so exports stay self-describing.

The detail that matters is the null handling. The Bank's raw response contains a slot for every requested year even when it has no figure — small states, recent years, discontinued series. By default those empty years are skipped, so averages and charts are built only from real observations. Set `include_empty` and the null rows are delivered too, which is the mode you want when the gaps themselves are the finding.

## Inputs

`indicator` and `countries` are required. Aggregate codes pass straight through — `WLD` for the world, `EUU` for the European Union — so "global GDP since 2000" is one country entry, not a sum you compute. `max_results` runs 1–200 with a default of 50, a higher ceiling than most collectors because year-by-country grids multiply quickly.

- **indicator** (string, required) — World Bank indicator code.
- **countries** (array, required) — ISO2/ISO3 country codes.
- **year_from** (integer) — First year (default: all).
- **year_to** (integer) — Last year (default: latest).
- **include_empty** (boolean) — Keep rows whose value is null.
- **max_results** (integer) — How many datapoints to deliver at most (1–200). You pay only for delivered datapoints.

## What one datapoint looks like

`value` is the one numeric column and arrives unformatted — GDP in whole dollars, rates as percentages — while `year` comes back as a string exactly as the Bank publishes it. `country_code` is normalised to ISO3 on output whatever form you passed in, and `indicator_name` repeats the series label on every row, which feels redundant until the CSV is opened by someone who was not on the call.

- **rank** (integer) — 1-based position.
- **country** (string, nullable) — Country name.
- **country_code** (string, nullable) — ISO3 code.
- **year** (string, nullable) — Year.
- **value** (number, nullable) — Indicator value.
- **indicator** (string) — Indicator code.
- **indicator_name** (string, nullable) — Indicator label.

## What the World Bank API costs

$0.0002 per delivered datapoint ($0.20 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 10,000 datapoints here. Volume tiers take up to 30% off.

$0.0002 per delivered datapoint — 20 cents per 1,000, the lowest unit price in the catalogue. GDP for all 27 EU members over two decades is 540 rows, about eleven cents; a 30-country, five-indicator development dashboard refreshed monthly stays well under a dollar a month. The no-card monthly allowance of $2 is exactly 10,000 datapoints at this price.

Years the Bank has no figure for are skipped by default and never charged — though if you opt into `include_empty`, the null rows you asked to keep are delivered rows like any other.

## World Bank API vs calling api.worldbank.org

The Bank's Open Data API is free, keyless, generous, and the data itself is openly licensed — if your need is one series once, use it directly and send them a kind thought. The tax is the envelope. Responses arrive as a two-element array whose first element is pagination metadata; JSON must be requested explicitly or you get XML; date ranges use a colon syntax of their own; per-page defaults truncate silently at 50 records; and every missing year is a present-but-null entry you must filter before any aggregate is trustworthy.

The collector's contribution is boring on purpose: envelope, pagination, format flags and null policy handled once, with what reaches you in the same flat row shape as every other QuantumProxies collector, on the same key and the same per-delivered-row bill. For this source you are explicitly not paying for access — you are paying two hundredths of a cent per row to never think about the envelope again.

## Versus maintaining your own fetcher or wrapper

Python has open-source wrappers for this API, and they are fine — for a notebook. What breaks in production is everything around the wrapper:

- **Pagination times countries times years.** A 30-country, 60-year pull is many pages; the moment one page times out, a naive loop either drops a country silently or double-appends it.
- **Nulls poison aggregates.** Forget to filter empty years once and a region's average GDP quietly includes phantom zeros — the classic World Bank integration bug.
- **The dependency itself.** A wrapper pinned two years ago meets an API tweak, and suddenly your ETL owns a fork.

Here the fetch, retries and normalisation live inside the per-row price. And when a project also needs sources genuinely hostile to automation, the same account's [residential proxies](https://quantumproxies.io/residential-proxies) and the rest of the collector catalogue are already wired to the key you are using.

## What people build with it

### Macro columns for commercial data

Join `SP.POP.TOTL` and GDP onto revenue-by-country and every figure becomes comparable: sales per capita, penetration against market size, growth measured against the country's own trend rather than a global average.

### Country screening before expansion

Pull one telling indicator — internet penetration, urban population share, GDP growth — across all 30 candidate markets in a single run, rank the rows, and let the shortlist argue from data instead of familiarity.

### Reproducible series for research and reporting

An inflation chart built from delivered rows cites cleanly: indicator code, country, year, value, straight from the Bank. Re-running the same POST next quarter extends the series without touching the methodology section.

## Coverage, gaps and other honest caveats

One run covers one indicator across up to 30 countries and delivers at most 200 datapoints; multi-indicator dashboards are one run per indicator, executed in parallel within your plan's rate limit. Most series are annual and published with a lag — figures for the newest year often arrive a year or more later — so the freshest data you want is frequently the very data the default null-skipping removes. That is the state of the source, not a defect of the pipe.

Coverage is uneven in known ways: small states and conflict economies have holes, discontinued series stop mid-decade, and some indicators exist only for aggregates. The underlying data is the World Bank's, published under an open licence (CC BY 4.0) — attributing the Bank in anything public is both required and good manners.

## FAQ

### Is the World Bank API free?

The Bank's own API is free and keyless, with openly licensed data. This collector charges $0.0002 per delivered datapoint for the flattened, normalised version — and the $2 monthly free allowance is exactly 10,000 datapoints, which covers a lot of macroeconomics before any payment exists.

### How do I find the right indicator code?

Every series page on data.worldbank.org shows its code in the URL — NY.GDP.MKTP.CD for GDP, SP.POP.TOTL for population, FP.CPI.TOTL.ZG for CPI inflation. There are around 16,000 of them; locate the series on the site once, then hand its code to the collector.

### Why are some years missing from my results?

Because the Bank has no figure for them. Empty years are skipped by default so they cannot poison averages; pass include_empty true and the null rows are delivered instead, which is the right mode when you are auditing coverage rather than charting values.

### Can I use it from Python with pandas?

That is its natural home. One POST from requests, then a DataFrame over the delivered rows — country, year and numeric value are already flat, so there is no wrapper library to install and nothing to unpivot before a groupby.

## Related scrapers

- [Clinical trials (ClinicalTrials.gov) API](https://quantumproxies.io/scraper-api/collectors/clinical-trials-api) — Studies from ClinicalTrials.gov — status, phase, conditions, interventions, sponsor.
- [FDA adverse events (openFDA) API](https://quantumproxies.io/scraper-api/collectors/fda-api) — Drug adverse-event reports from the FDA FAERS database — drugs, reactions, seriousness.
- [Academic papers (OpenAlex) API](https://quantumproxies.io/scraper-api/collectors/academic-paper-api) — Scholarly works from OpenAlex — title, authors, year, citations, DOI, abstract. Scholar alternative.
- [arXiv preprints API](https://quantumproxies.io/scraper-api/collectors/arxiv-api) — Preprint search on arXiv — abstracts, authors, categories and PDF links.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Book data API — $0.0004 per book | QuantumProxies

Book data API over Open Library: title, authors, ISBN-13, publishers, rating and cover per work, with author: and isbn: query syntax. $0.0004 per book.

## Book data API

**A book data API answers "which book is this, exactly" at scale** — this one searches Open Library, the Internet Archive's open catalogue of tens of millions of editions, and returns one typed row per work: title, up to five authors, first publish year, an ISBN-13 where one exists, publishers, language codes, median page count, community rating with its count, edition count, a cover image URL and the catalogue link.

The unit is the *work*, and that is the deliberate part: "Dune" is one row with an edition count in the hundreds, not four hundred near-duplicate rows to dedupe yourself. Open Library's field syntax passes straight through — `author:tolkien`, `isbn:9780261102354`, `subject:fantasy` — and the fetch is a keyless catalogue read over the TLS tier, no browser involved, at $0.0004 per delivered book. It pairs naturally with the [Wikipedia scraper API](https://quantumproxies.io/scraper-api/collectors/wikipedia-scraper-api) for author context and the [iTunes Search API](https://quantumproxies.io/scraper-api/collectors/itunes-search-api) for how the same titles show up as ebooks and audiobooks.

$0.0004 per delivered book, up to 100 books per run. Nothing delivered means nothing charged.

## How the book data API works

One POST with a `query`. Plain text searches titles and authors the way a person would; the field prefixes turn it into a precision tool. `isbn:` makes it a reverse lookup — scan in hand, record out. `subject:` makes it a genre browser, and `sort` reorders the catalogue's answer four ways: `relevance`, `new`, `old` or `rating`.

Each delivered work is flattened from the catalogue's sprawling record into one row, and two normalisations do the quiet work: the ISBN field prefers a 13-digit identifier whenever the work has any, so downstream systems get the modern form; and authors and publishers are capped (five and three) so a crowd-sourced record with forty contributors cannot wreck a fixed-width import. Searches that match nothing are free.

## Inputs

`query` is required, two characters minimum, and carries the whole grammar — plain text, `author:`, `isbn:`, `subject:`, or combinations of them. `sort` defaults to relevance; `rating` is the one to reach for when building best-of shelves. `max_results` spans 1–100 with a default of 25.

- **query** (string, required) — Title, author:…, isbn:…, subject:….
- **sort** (string) — Result order.
- **max_results** (integer) — How many books to deliver at most (1–100). You pay only for delivered books.

## What one book looks like

`rating` ships with `ratings_count` for a reason: a 4.8 from three readers and a 4.2 from eleven thousand are different facts, and the pair lets you threshold instead of trusting an average blind. `editions` is an underrated demand signal — books that keep getting reprinted keep getting bought. `pages` is the median across editions, `languages` lists the codes the work exists in, and `cover_url` points at the catalogue's cover image when there is one.

- **rank** (integer) — 1-based position.
- **title** (string) — Title.
- **authors** (string[]) — Authors (up to 5).
- **first_publish_year** (integer, nullable) — First publication year.
- **isbn** (string, nullable) — ISBN (13 preferred).
- **publishers** (string[]) — Publishers (up to 3).
- **languages** (string[]) — Language codes.
- **pages** (integer, nullable) — Median page count.
- **rating** (number, nullable) — Community rating (0-5).
- **ratings_count** (integer, nullable) — Number of ratings.
- **editions** (integer, nullable) — Edition count.
- **cover_url** (string, nullable) — Cover image.
- **url** (string) — Open Library page.

## What the Book data API costs

$0.0004 per delivered book ($0.40 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 5,000 books here. Volume tiers take up to 30% off.

$0.0004 per delivered book — 40 cents per 1,000. Enriching a 10,000-title backlist with ISBNs, covers and ratings is a $4 job; a bookshop's nightly new-arrivals lookup is fractions of a cent. Without a card you get $2 of monthly usage free, which is 5,000 books — many catalogue projects finish inside the allowance.

Queries that come back empty are answers, not charges, so exploratory searching costs nothing to get wrong.

## Book data API vs the Open Library API itself

Open Library's API is free, keyless and one of the most generous public catalogues on the internet — for a handful of lookups, or if you want the entire dataset (they publish full bulk dumps), go to the source. The working friction is the record shape: the raw search response carries dozens of optional fields you must know to ask for, ISBN-10s and ISBN-13s arrive mixed in one array, ratings sit behind an extra field selection, and field presence swings wildly between a modern bestseller and a crowd-catalogued 1930s pamphlet.

What this collector adds is a settled contract: one row, typed, the ISBN-13 chosen for you, ratings included, caps applied — the same discipline as every other collector on your QuantumProxies key, billed only when a book is actually delivered. The catalogue is open; the predictability is the product.

## Versus building your own book lookup

The hard problem in book data is not fetching — it is that books resist matching:

- **Titles collide.** Dozens of unrelated works share a title; matching on title alone is how a store ships the wrong "Emma". Work-level rows with authors and years attached are the fix, and they arrive that way here.
- **Identifiers are patchy.** Pre-1970 books have no ISBN at all; recent ones have one per edition. A DIY pipeline needs a policy for both; this one encodes it — prefer ISBN-13, tolerate none.
- **Bulk politeness.** The catalogue is run by a donation-funded nonprofit; a naive 100,000-request loop from one IP is rude and gets throttled. Spread, paced fetching is precisely the infrastructure part of the job.

And if your pipeline also scrapes retailer sites for prices next to the metadata, the [residential network](https://quantumproxies.io/residential-proxies) underneath this collector is available for that side too.

## What people build with it

### ISBN lookup at the point of intake

A scanned barcode becomes an `isbn:` query; the row that returns carries title, authors, publisher and cover — enough to list a used book for sale or accession a library copy in one step, with no manual cataloguing.

### Covers and metadata for reading products

Reading trackers, book clubs and recommendation apps need clean covers and canonical titles more than anything else. `cover_url` plus the work-level dedupe means one search fills a shelf view without duplicate editions.

### Publishing and market research

`subject:` queries sorted by rating map a genre's canon; edition counts show which backlist titles still carry demand; first publish years date a trend. Raw material for acquisition memos, drawn from an open catalogue.

## What the catalogue can and cannot tell you

Metadata only — there is no full text in any row. Open Library's book lending is a separate, human-facing service, and page content is simply not what this collector reads. Rows are work-level, so you receive one representative ISBN rather than every edition's, and 100 books is the ceiling per run; wider sweeps parallelise across runs inside your plan's requests-per-minute budget.

The catalogue itself is community-maintained: coverage leans English-language, ratings are sparse outside popular titles, and the occasional record is wrong in the way open catalogues sometimes are. For corpus-scale work, Open Library publishes complete data dumps — mirroring the whole catalogue through a per-row API would be the expensive way to do a cheap thing, and we would rather tell you that here than on the invoice.

## FAQ

### Is there a genuinely free book data API?

Yes — Open Library itself, which is what this collector reads. What QuantumProxies charges for is the normalised row and the fetch infrastructure: $0.0004 per delivered book, with a $2 free allowance every month that covers 5,000 books before any card is needed.

### Can I look a book up by its ISBN?

Yes. Put isbn: in front of the number — isbn:9780261102354 — and the matching work comes back with title, authors, publishers, rating and cover. Both ISBN-10 and ISBN-13 work in the query; the row you get back prefers the 13-digit form.

### Does it return book cover images?

Every row carries a cover_url pointing at the catalogue's cover image when one exists. Works without a cover return null there instead of a placeholder, so your interface stays in charge of what a missing cover looks like.

### Can I read the full text of books through it?

No. The rows are catalogue metadata — titles, identifiers, ratings, covers — and never page content. Digitised lending exists on Open Library's own site for humans; programmatic full text is outside what this collector does or claims.

## Related scrapers

- [Wikidata entity search API](https://quantumproxies.io/scraper-api/collectors/wikidata-api) — Resolve a name to a stable Wikidata entity id — the join key for entity linking.
- [Wikipedia articles API](https://quantumproxies.io/scraper-api/collectors/wikipedia-scraper-api) — Article summaries by title list or search query — extract, description, thumbnail, Wikidata id.
- [arXiv preprints API](https://quantumproxies.io/scraper-api/collectors/arxiv-api) — Preprint search on arXiv — abstracts, authors, categories and PDF links.
- [Weather (Open-Meteo) API](https://quantumproxies.io/scraper-api/collectors/weather-api) — Daily weather by place name — temperature, rain, wind; forecast and recent history.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# arXiv API — $0.0004 per paper | QuantumProxies

arXiv API: search preprints, get title, abstract, authors, categories, DOI and direct PDF link as typed rows. Fielded ti:/au: queries. $0.0004 per paper.

## arXiv API

**The arXiv API turns a search into preprint metadata as typed rows** — for each paper the arXiv id with its version, title, full abstract, up to twenty authors, first-submission and last-update dates, subject categories, the DOI when one has been assigned, a direct PDF link and the abstract-page URL.

arXiv is where machine learning, physics and mathematics publish first, months before the journals catch up, which makes it the feed to watch rather than the archive to visit. Fielded queries pass through untouched — `ti:` for titles, `au:` for authors, `abs:` for abstracts — a `category` filter pins a run to one subject class like `cs.AI`, and `sort=latest` turns the whole thing into a standing what's-new feed. For the peer-reviewed record behind the preprints there is the [academic paper API](https://quantumproxies.io/scraper-api/collectors/academic-paper-api), and for medical research the [clinical trials API](https://quantumproxies.io/scraper-api/collectors/clinical-trials-api) — same key, same row discipline.

$0.0004 per delivered paper, up to 100 papers per run. Nothing delivered means nothing charged.

## How the arXiv API works

One POST reads arXiv's export interface, which speaks Atom XML; the collector parses that into flat rows so nothing XML-shaped ever reaches your code. A plain `query` searches every field. The choice that shapes a pipeline is `sort`:

- `relevance` for literature search — the best match to a topic, regardless of age.
- `latest` for monitoring — newest submissions first, the mode behind every "papers this week in cs.CL" digest.
- `updated` for revision tracking — it surfaces the v2s and v3s of work you may have already read, which relevance ordering hides.

Up to 100 papers arrive per run, each with a 1-based rank, and a query that matches nothing costs nothing.

## Inputs

`query` is the only required input and accepts free text or arXiv's own fielded grammar (`ti:`, `au:`, `abs:`). `category` narrows to a single subject class — `cs.AI`, `cs.CL`, `stat.ML` — usually the difference between a readable feed and a firehose. `max_results` takes 1–100 and defaults to 25.

- **query** (string, required) — Free text, or arXiv fielded syntax (ti:, au:, abs:).
- **category** (string) — Subject class (cs.AI, cs.CL, stat.ML…).
- **sort** (string) — Result order.
- **max_results** (integer) — How many papers to deliver at most (1–100). You pay only for delivered papers.

## What one paper looks like

`arxiv_id` carries the version suffix — `2401.12345v3` — so revision detection is a string comparison, no date arithmetic. `abstract` is the full abstract text, the substance most screening pipelines actually run on. `categories` lists the primary class and every cross-list, `pdf_url` is the direct file link for whatever your side chooses to fetch, and a non-null `doi` is itself a signal: the preprint has formally landed in a journal.

- **rank** (integer) — 1-based position.
- **arxiv_id** (string) — arXiv identifier (with version).
- **title** (string, nullable) — Title.
- **abstract** (string, nullable) — Abstract.
- **authors** (string[]) — Authors (up to 20).
- **published** (string, nullable) — First submission date.
- **updated** (string, nullable) — Last version date.
- **categories** (string[]) — Subject categories.
- **doi** (string, nullable) — DOI when assigned.
- **pdf_url** (string) — Direct PDF.
- **url** (string) — Abstract page.

## What the arXiv API costs

$0.0004 per delivered paper ($0.40 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 5,000 papers here. Volume tiers take up to 30% off.

$0.0004 per delivered paper — 40 cents per 1,000. A daily 100-paper category feed costs four cents a day, about $1.20 a month; screening a 2,000-paper literature corpus once is 80 cents. The monthly $2 you get free covers 5,000 papers, so most research-monitoring workloads never leave the free band at all.

Empty result sets are never billed, and neither is anything arXiv declines to return.

## arXiv API vs the raw export interface

arXiv's export API is free, keyless and deliberately open — arXiv *wants* programmatic readers, and if you enjoy Atom XML you can have it directly today. The friction is entirely mechanical: responses are XML feeds, the query string is its own mini-language of `search_query` clauses joined by URL-encoded ANDs, pagination is manual, and arXiv's usage guidance asks automated clients to identify themselves and pace requests to roughly one every three seconds — reasonable, and one more thing your cron job must get right forever.

Through the collector you write JSON and receive rows; the XML, the encoding, the pacing and the retries sit on our side of the bill. Same honest framing as the rest of this catalogue: the source is free, and the $0.0004 buys the part between the source and your table.

## Versus parsing the Atom feed yourself

There are decent open-source arXiv clients, and inside a notebook they are the right call. Where DIY frays is the standing pipeline:

- **Etiquette without supervision.** The three-second pacing and back-off rules are easy in a script someone is watching and routinely violated by the retry loop nobody is.
- **XML edge cases.** Author lists containing collaborations, LaTeX artefacts in titles and abstracts, withdrawn papers — each one becomes a parser patch on your calendar.
- **Multi-source tables.** The moment arXiv sits beside other scholarly sources in one warehouse, hand-rolled shapes multiply; here the row layout matches your other collectors by construction.

Keep the notebook client for exploration — and there is a [residential proxy network](https://quantumproxies.io/residential-proxies) under this same account for the sources in your pipeline that are far less welcoming than arXiv.

## What people build with it

### Field-watch digests

One run per category with `sort=latest` each morning, dedupe on `arxiv_id`, and the lab's Slack gets a daily digest of genuinely new work. An `au:` query does the same for the specific researchers worth following.

### Literature screening before anyone opens a PDF

Systematic reviews and survey chapters start by triaging hundreds of candidates. Titles, abstracts and categories as rows let the first screening pass run over a spreadsheet — or a classifier — reserving human hours for the papers that survive it.

### Research and competitor intelligence

`au:` sweeps over a company's known researchers, run on `updated` sort, show what a rival lab is working on in near real time — and the `doi` field flags which of those preprints have quietly become peer-reviewed publications.

## Limits, pacing and scholarly etiquette

Rows are metadata and abstracts — the collector never fetches paper bodies. `pdf_url` is there for your side to use, and for corpus-scale full text arXiv operates dedicated bulk-access channels that are the appropriate tool. One run delivers up to 100 papers with at most one category filter; broader monitoring is multiple runs, parallelised within your plan's request budget — 60 a minute at entry, 1,200 at the top — while the pacing toward arXiv itself stays our responsibility and stays polite.

Worth knowing: new submissions are announced on arXiv's own schedule, roughly one batch per working day, so polling a feed hourly mostly re-reads yesterday. Metadata and abstracts are intentionally open; the papers themselves carry author-chosen licences, so check before republishing full text. arXiv is community infrastructure — treat it accordingly.

## FAQ

### Is the arXiv API free?

arXiv's export interface is free at the source and always has been. This collector layers a $2 free monthly allowance on top — 5,000 delivered papers at $0.0004 each — so a personal research feed typically never generates a bill; you start paying only when volume does.

### What is the arXiv API rate limit?

arXiv asks automated clients to pace themselves — its guidance suggests roughly one request every three seconds. Using the collector, that source-side pacing is handled for you; the ceiling you actually manage is your QuantumProxies plan rate, from 60 requests a minute on pay-as-you-go up to 1,200 on the largest tier.

### How do I search by title, author or category?

Use arXiv's own prefixes inside the query — ti:diffusion for titles, au:hinton for authors, abs:contrastive for abstracts — and set the category input to a subject class like cs.CV to fence the run in. Prefixes combine with plain text, and sort picks relevance, latest or updated ordering.

### Can I download full paper PDFs through it?

Not through the collector — each row carries pdf_url, the direct link, and the download is yours to make. That split is deliberate: metadata at $0.0004 a row is cheap to sweep broadly, while PDF retrieval at scale belongs on arXiv's bulk-access routes rather than hidden inside an API bill.

## Related scrapers

- [Clinical trials (ClinicalTrials.gov) API](https://quantumproxies.io/scraper-api/collectors/clinical-trials-api) — Studies from ClinicalTrials.gov — status, phase, conditions, interventions, sponsor.
- [FDA adverse events (openFDA) API](https://quantumproxies.io/scraper-api/collectors/fda-api) — Drug adverse-event reports from the FDA FAERS database — drugs, reactions, seriousness.
- [Academic papers (OpenAlex) API](https://quantumproxies.io/scraper-api/collectors/academic-paper-api) — Scholarly works from OpenAlex — title, authors, year, citations, DOI, abstract. Scholar alternative.
- [World Bank indicators API](https://quantumproxies.io/scraper-api/collectors/world-bank-api) — Development indicators per country and year — GDP, population, inflation and ~16k more.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Weather API — $0.0002 per day | QuantumProxies

Weather API over Open-Meteo: place name or coordinates in, typed daily rows out — temps, rain, wind, WMO codes, 16 days ahead, 92 back. $0.0002 per day-row.

## Weather API

**This weather API turns a place name into typed daily rows — no API key, no separate geocoding step, no JSON spelunking**: one row per day with min and max temperature, precipitation sum and probability, maximum wind speed, and the WMO weather code alongside a human-readable conditions label. Ask for up to 16 days of forecast and prepend up to 92 days of recent history in the same call.

Under the hood it is Open-Meteo — the open-data forecast service that has quietly become the developer default — fetched over our TLS tier with geocoding folded in and flattened into the same row envelope every other QuantumProxies collector uses. That is the honest pitch: weather as one more typed table in a pipeline that already pulls [World Bank indicators](https://quantumproxies.io/scraper-api/collectors/world-bank-api) and [Google Trends curves](https://quantumproxies.io/scraper-api/collectors/google-trends-scraper-api), billed at $0.0002 per delivered day-row — and only for rows that actually arrive.

$0.0002 per delivered day, up to 30 days per run. Nothing delivered means nothing charged.

## How the weather API works

Send a `location` — any city or place name — and the collector geocodes it first, so "Rome" resolves to coordinates without you shipping a gazetteer. If you already hold exact coordinates, pass `latitude` and `longitude` instead and the geocoding step is skipped entirely.

Each day in the window becomes one flat row. Three details shape how you wire it in:

- **The window is two dials, not one.** `days` sets the forecast horizon (1–16, default 7) and `past_days` prepends up to 92 days of recent history — which is what lets you join last month's weather onto last month's sales in a single run.
- **Codes and labels travel together.** Every row carries the raw WMO `weather_code` for your logic and a readable `weather` label for your dashboard, so nobody maintains a code-to-text lookup table again.
- **No browser, no key.** The fetch is a plain TLS request — no Chrome instance, no account with a weather vendor, nothing to rotate when a credential leaks. That is why this sits among the cheapest collectors in the catalog.

## Inputs

Everything is optional except a target: give `location` for a geocoded lookup or `latitude`/`longitude` for exact placement. `days` (1–16) sets the forecast window, `past_days` (0–92) reaches backward, and `max_results` caps the day-rows a run may return — 30 at most.

- **location** (string) — City or place name (geocoded).
- **latitude** (number) — Exact latitude (skips geocoding).
- **longitude** (number) — Exact longitude.
- **days** (integer) — Days ahead (1-16).
- **past_days** (integer) — Recent history to prepend (0-92).
- **max_results** (integer) — How many days to deliver at most (1–30). You pay only for delivered days.

## What one day looks like

One row per day: `date`, `temp_min_c` and `temp_max_c`, `precipitation_mm` with `precipitation_probability`, `wind_max_kmh`, and the WMO `weather_code` with its `weather` label. The resolved `location`, `country` and the exact `latitude`/`longitude` used come back too, so you can verify the geocoder picked the Rome you meant.

- **rank** (integer) — 1-based position.
- **date** (string) — Day (YYYY-MM-DD, local time).
- **weather** (string, nullable) — Conditions label.
- **weather_code** (integer, nullable) — WMO code.
- **temp_max_c** (number, nullable) — Max temperature °C.
- **temp_min_c** (number, nullable) — Min temperature °C.
- **precipitation_mm** (number, nullable) — Precipitation sum, mm.
- **precipitation_probability** (number, nullable) — Max precipitation probability %.
- **wind_max_kmh** (number, nullable) — Max wind speed km/h.
- **location** (string, nullable) — Resolved place name.
- **country** (string, nullable) — Country.
- **latitude** (number) — Latitude used.
- **longitude** (number) — Longitude used.

## What the Weather API costs

$0.0002 per delivered day ($0.20 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 10,000 days here. Volume tiers take up to 30% off.

$0.0002 per delivered day-row — $0.20 per 1,000. Concretely: a 7-day forecast for 200 cities refreshed every morning is 1,400 rows, or $0.28 a day. The free allowance is $2 of usage a month with no card, which here means 10,000 day-rows — enough to run a real dashboard before paying anything.

Billing counts delivered rows only. A run that geocodes nothing and returns nothing costs nothing.

## Weather API vs calling Open-Meteo directly

Full honesty: Open-Meteo is free at the origin, keyless for non-commercial use, and excellent. If your whole project is one script that needs tomorrow's temperature, call it directly and pay nobody — including us.

What you are buying here is everything around the call. Open-Meteo wants coordinates, so you run a geocoding request first and handle its misses; the forecast comes back as parallel arrays keyed by variable name that you zip into records yourself; commercial use is meant to move onto their paid API tiers, which reintroduces a key to manage. This collector folds geocoding, zipping and typing into one request, returns day-rows in the same envelope as sixty-plus other collectors, and meters usage on the same key and invoice as the rest of your scraping — at $0.0002 a row, deliberately close to free.

## Versus building the pipeline yourself

A weekend version of this is easy: geocode, fetch, zip the arrays, done. What the weekend version grows into is the actual cost:

- **Two upstream calls, two failure modes.** A misspelled town that geocodes to the wrong continent, a timeout between the geocoding and forecast steps — each needs its own retry and error path, and each path needs a test.
- **Array-zipping is where silent bugs live.** Off-by-one a date index once and every temperature in your warehouse is attached to the wrong day, with no error raised anywhere.
- **It is never just weather.** The moment weather joins a pipeline, it sits next to sources that do need rotation, retries and parsing — and now you maintain two shapes of infrastructure.

Here it is one POST, one schema, one bill. And if you would rather keep your own fetcher for everything, the [residential proxies](https://quantumproxies.io/residential-proxies) underneath are available on their own.

## What people build with it

### Demand forecasting joins

Use `past_days` to pull the weather that actually happened, join it onto sales or footfall by `date`, and let the model learn that umbrellas and rain correlate. The 92-day reach covers a full quarter's retraining window.

### Logistics and field-work planning

Route crews and deliveries around `precipitation_probability` and `wind_max_kmh` for the next one to sixteen days. One run per depot city, thirty rows or fewer each, fractions of a cent apiece.

### Travel and booking content

Refresh destination pages with the coming week's `weather` labels and temperature bands. The readable label ships straight to the UI, so the pipeline is collector-to-CDN with no interpretation layer in between.

## Limits and the fine print

One run returns at most 30 day-rows (`max_results`), with the forecast horizon capped at 16 days and `past_days` reaching back up to 92 — size the window to the rows you need. Rows are daily aggregates by design: this collector does not return hourly curves, live radar or severe-weather alerts. Runs are independent, so a many-city sweep parallelises up to your plan's rate limit — 60 requests a minute on pay-as-you-go, 1,200 on the top tier.

Weather is open data: Open-Meteo publishes under open licences, so there is no terms-of-service cloud over reuse. The real caveat is accuracy, not legality — beyond about a week out, every forecast is an educated guess, ours included.

## FAQ

### Is this a free weather API without an API key?

There is no key on either side: the upstream source is keyless and your only credential is the QuantumProxies API key you already hold. The free allowance is $2 of usage per month with no card, which at $0.0002 per day-row is 10,000 rows — a 7-day forecast for roughly 47 cities every day of the month.

### How much historical weather can I pull?

The past_days parameter prepends up to 92 days of recent history to the forecast window, one aggregated row per day. It is designed for joining recent weather onto business data, not for deep climate archives — if you need 1950 onwards, that is a different tool.

### Does the weather API return hourly forecasts or radar?

No. Rows are daily aggregates: min and max temperature, precipitation sum and probability, peak wind and the WMO condition code with a readable label. Hourly resolution, radar tiles and severe-weather alerts are out of scope for this collector.

### What do 1,000 days of weather data cost?

Twenty cents. Each delivered day-row is $0.0002, there is no subscription, and runs that deliver nothing are not billed. Volume tiers reduce the rate further, and GET /v1/scraper/collectors always shows the price your key actually pays.

## Related scrapers

- [Clinical trials (ClinicalTrials.gov) API](https://quantumproxies.io/scraper-api/collectors/clinical-trials-api) — Studies from ClinicalTrials.gov — status, phase, conditions, interventions, sponsor.
- [FDA adverse events (openFDA) API](https://quantumproxies.io/scraper-api/collectors/fda-api) — Drug adverse-event reports from the FDA FAERS database — drugs, reactions, seriousness.
- [Academic papers (OpenAlex) API](https://quantumproxies.io/scraper-api/collectors/academic-paper-api) — Scholarly works from OpenAlex — title, authors, year, citations, DOI, abstract. Scholar alternative.
- [World Bank indicators API](https://quantumproxies.io/scraper-api/collectors/world-bank-api) — Development indicators per country and year — GDP, population, inflation and ~16k more.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# WHOIS API — $0.0005 per domain | QuantumProxies

WHOIS API with RDAP and port-43 fallback for .de, .it, .eu, .io: registrar, dates, EPP status, nameservers, DNSSEC as JSON. $0.50 per 1,000 domains.

## WHOIS API

**A WHOIS API returns a domain's registration record as data instead of text. This one queries RDAP and falls back to the registry's port-43 WHOIS server where RDAP does not exist**, so a .de, .it, .eu or .io domain comes back in the same JSON row as a .com: registrar, creation, expiry and update dates, EPP status, nameservers and DNSSEC.

The fallback is the point. Of the 1,437 top-level domains in the [IANA root zone list](https://data.iana.org/TLD/tlds-alpha-by-domain.txt), 1,203 publish an RDAP server in the [IANA RDAP bootstrap registry](https://data.iana.org/rdap/dns.json) — but only 72 of the 248 country-code TLDs do. An RDAP-only client silently loses most of Europe's ccTLDs. Send up to 25 domains per call, as bare names or URLs; domains that do not resolve are reported under `failed` and never billed. It is one corner of a domain-footprint triangle with the [DNS lookup API](https://quantumproxies.io/scraper-api/collectors/dns-lookup-api) and the [Certificate Transparency API](https://quantumproxies.io/scraper-api/collectors/certificate-transparency-api).

$0.0005 per delivered domain, up to 25 domains per run. Nothing delivered means nothing charged.

## How the WHOIS API works

You post a `domains` array. URLs are stripped down to their registrable domain first, so a column of links pasted straight from a spreadsheet works without a cleanup pass.

For each domain the collector looks up the TLD's authoritative server in the IANA bootstrap ([RFC 9224](https://www.rfc-editor.org/rfc/rfc9224)) and asks it over RDAP, the JSON-over-HTTPS protocol defined in [RFC 9083](https://www.rfc-editor.org/rfc/rfc9083). When the TLD has no RDAP service, it asks the registry's own WHOIS server on port 43 ([RFC 3912](https://www.rfc-editor.org/rfc/rfc3912)) and parses the text reply into the same row. Three behaviours matter in practice:

- **One schema across two protocols.** RDAP responses differ between registries in naming and nesting, and port-43 replies are free text in a different layout per registry. The collector absorbs both, so `expires` means the same thing for a .com, a .dev and a .it. The `url` field tells you which source answered: an `https://rdap.org/…` link or a `whois://` server.
- **Failures are a bucket, not a bill.** Unregistered names, registries that answer neither protocol and lookups that time out land under `failed`, unbilled, with the reason.
- **RDAP where it exists.** Since 28 January 2025, [ICANN](https://www.icann.org/en/contracted-parties/registry-operators/registration-data-access-protocol/information-for-rdap-users-31-08-2018-en) no longer requires gTLD registries to run WHOIS at all, except .com, .name and .post. RDAP is the source of truth for gTLDs; port 43 is used only where a ccTLD offers nothing else.

Coverage by TLD type, counted from the IANA files published on 30 September and 10 October 2026:

| TLD type | In the root zone | With RDAP | How this API answers |
| --- | --- | --- | --- |
| All TLDs | 1,437 | 1,203 | RDAP, then port-43 WHOIS |
| Country-code (ccTLD) | 248 | 72 | RDAP where published, registry WHOIS otherwise |
| Generic (gTLD) | 1,189 | 1,131 | RDAP, required by ICANN contract |

We checked the fallback on 10 October 2026 with a 25-domain batch across 25 TLDs: .io, .co, .de, .it, .eu, .be, .mx and .us — none of which publish RDAP — came back as rows from their registries' WHOIS servers, in the same call as the RDAP answers for .com, .org, .net, .dev, .ai, .gov, .uk, .fr, .nl and .ca.

## Inputs

`domains` is the one required field: an array of up to 25 bare domains or URLs per run. `max_results` (default 10, cap 25) trims how many of them are actually looked up — a cheap guard when the list is assembled by an upstream job you do not fully trust.

- **domains** (array, required) — Bare domains or URLs.
- **max_results** (integer) — How many domains to deliver at most (1–25). You pay only for delivered domains.

## What one domain looks like

Each row carries `registrar` and `registrar_iana_id`, the `created`, `expires` and `updated` timestamps, the full `status` array of EPP codes, delegated `nameservers`, a boolean `dnssec`, and the `url` of the source record — RDAP or WHOIS — if you ever need to argue with it. Some registries publish less than others: DENIC (.de) returns only the status over public WHOIS, so dates stay null there instead of being guessed. Note what is absent everywhere: registrant name, email and address — registries redacted those years ago.

- **rank** (integer) — 1-based position.
- **domain** (string) — Domain.
- **registrar** (string, nullable) — Registrar name.
- **registrar_iana_id** (string, nullable) — IANA registrar id.
- **created** (string, nullable) — Registration date.
- **expires** (string, nullable) — Expiration date.
- **updated** (string, nullable) — Last change.
- **status** (string[]) — EPP status codes.
- **nameservers** (string[]) — Delegated nameservers.
- **dnssec** (boolean, nullable) — DNSSEC delegation signed.
- **url** (string) — RDAP record URL.

## What the WHOIS API costs

$0.0005 per delivered domain ($0.50 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 4,000 domains here. Volume tiers take up to 30% off.

$0.0005 per resolved domain — $0.50 per 1,000. A weekly expiry sweep over a 2,000-domain portfolio costs a dollar a week; a one-off enrichment of a 50,000-domain lead list is $25. The monthly free allowance of $2 covers 4,000 lookups with no card on file.

Only delivered rows are billed. If half your list turns out to be unregistered typos, the invoice reflects the half that existed.

## WHOIS API vs querying registries directly

Straight answer: RDAP is a free, open protocol. For one domain, `curl https://rdap.org/domain/example.com` works today, unauthenticated, and if that is your whole need you should use it.

The paid product begins where the protocol's uniformity ends. Every registry runs its own RDAP server with its own rate limits and its own reading of the spec, and 176 ccTLDs run none at all. Batch work therefore means bootstrap logic, a port-43 client and a text parser per registry, per-registry throttling, retry policy and a decision about what to do with the misses. This collector compresses all of that into one request shape, one row schema, one failure bucket and one meter, on the same API key that runs your other collectors.

|  | Port-43 WHOIS | RDAP | This WHOIS API |
| --- | --- | --- | --- |
| Output | Free text, layout varies per registry | JSON, nesting varies per registry | One flat JSON row, same fields for every TLD |
| Transport | TCP port 43, no encryption | HTTPS | HTTPS, one REST call |
| TLD coverage | Varies; no longer required for most gTLDs | 1,203 of 1,437 TLDs | RDAP TLDs plus ccTLD WHOIS servers |
| Bulk | One query per connection, strict per-IP limits | One domain per request | Up to 25 domains per call |
| Failed lookups | Your problem | Your problem | Listed under `failed`, not billed |
| Cost | Free, plus your parser | Free, plus your bootstrap and retries | $0.50 per 1,000 delivered domains |

## Versus scripting whois lookups yourself

The `whois` command in a loop is how everyone starts, and it collapses on three predictable fronts:

- **Rate limits arrive early.** Port-43 servers cut you off after a handful of queries per minute per IP; registrars keep them deliberately hostile to bulk use. Spreading lookups across rotating exits is the unglamorous fix, and it needs infrastructure.
- **The output is prose.** Legacy WHOIS is unstructured text that differs per registrar, so your parser becomes a pile of regexes with a long tail of formats it has never seen.
- **Liveness is undocumented.** Endpoints move, some registries answer only RDAP, some only port 43 — a scripted sweep silently loses whole TLDs and nobody notices until an expiry slips through.

If you want to keep your own tooling and just need the network, the [residential proxies](https://quantumproxies.io/residential-proxies) this rides on are sold separately. If you want rows, this endpoint is the shortcut.

## What people build with it

### Domain expiry monitoring

Run your portfolio weekly and alert when `expires` crosses a threshold or `status` gains a code like redemptionPeriod. Catching one lapsed renewal a month early is worth more than a year of the collector's bill.

### Lead and vendor enrichment

A domain's `created` date is a fast proxy for company age, and its `registrar` plus `dnssec` posture hints at operational maturity. Enrich a CRM export in one batch call per 25 rows.

### Phishing and typosquat triage

For a pile of suspicious lookalikes, registration date is the tell — a bank's real domain is decades old, its impostor was registered on Tuesday. The failed bucket doubles as a free answer to which candidate typos are still unregistered.

### Fraud checks at signup

Look up the domain behind a new customer's email or website before approving the account or the payment. A business domain created last week, on a registrar with no DNSSEC and a `clientHold` status, is a reason for a second look.

### Brand protection

Feed lookalike and misspelled variants of your trademark through the API on a schedule. New rows with a recent `created` date are fresh registrations worth a takedown review; the registrar and its IANA id tell you where to send the abuse report.

## Limits, redactions and the legal bit

Up to 25 domains per run; bigger lists are more runs, and independent runs parallelise up to your plan's request ceiling — from 60 a minute on pay-as-you-go to 1,200 on the largest tier. A few registries answer neither RDAP nor public WHOIS — .es, for one, offers only a web form — and those domains land in `failed`, unbilled, rather than pretending. And to be explicit about scope: registrant contact details are not part of the output, because post-GDPR registries redact them at the source — no WHOIS product can honestly sell you that data anymore.

Legally this is comfortable territory: RDAP and WHOIS are public services operated by the registries themselves precisely so this information can be looked up. Registry rate limits and terms still apply upstream — managing them is our problem, not yours.

## FAQ

### What is a WHOIS API?

A WHOIS API is a web service that returns a domain's registration record — registrar, creation and expiry dates, status codes and nameservers — as structured data, so code can read it without parsing WHOIS text. This one answers in JSON, one row per domain, from RDAP or the registry's WHOIS server.

### Is there a free WHOIS API?

Yes, in two senses. RDAP itself is free at the origin if you want to query registries one domain at a time. Here, the monthly $2 free allowance covers 4,000 domain lookups without a card — beyond that the rate is $0.0005 per resolved domain, with no subscription.

### Does the WHOIS API return the domain owner's name and email?

No, and be wary of any product claiming otherwise: registries redacted registrant contact data after GDPR. What you get is the operational record — registrar with IANA id, creation, expiry and update dates, EPP status codes, nameservers and DNSSEC — which is what expiry monitoring and enrichment actually need.

### How does a bulk WHOIS lookup work here?

Post up to 25 domains per call, bare names or URLs. Each resolves against its TLD's authoritative registry — over RDAP, or over the registry's WHOIS server where there is no RDAP — and comes back as one typed row; unresolvable names are listed under failed and not billed. A 10,000-domain list is 400 calls, which parallelise up to your plan's rate limit.

### What is the difference between WHOIS and RDAP?

Same registration data, different plumbing. WHOIS is the 1980s protocol: plain text over port 43, no schema, aggressive per-IP limits. RDAP is its IETF-standardised replacement: JSON over HTTPS, served by the registries themselves. Since January 2025 ICANN requires RDAP from gTLD registries and no longer requires WHOIS. This collector uses RDAP first and the registry's WHOIS server only for TLDs that never adopted RDAP.

### Which TLDs does the WHOIS API cover?

Every TLD with an RDAP server in the IANA bootstrap — 1,203 of the 1,437 in the root zone — plus country-code TLDs that only run port-43 WHOIS, such as .de, .it, .eu, .be, .io, .co, .mx and .us. A registry that offers neither, such as .es, is reported under failed and not billed.

### How much does a bulk WHOIS lookup cost per 1,000 domains?

$0.50 per 1,000 delivered domains ($0.0005 each), with no subscription. Domains that fail are not billed, and the monthly $2 free allowance covers 4,000 lookups.

### Can I call the WHOIS API from Python and get JSON?

Yes. It is a single HTTPS POST with a JSON body and a JSON response, so the requests library is enough; the code samples on this page include Python, Node.js and curl. Each domain comes back as one flat object with the same field names for every TLD.

## Related scrapers

- [Wayback Machine snapshots API](https://quantumproxies.io/scraper-api/collectors/wayback-machine-api) — Archived snapshots of a URL or domain from the Internet Archive's CDX API.
- [Certificate Transparency (subdomains) API](https://quantumproxies.io/scraper-api/collectors/certificate-transparency-api) — Subdomains and issued certificates for a domain, from CT logs — the OSINT subdomain finder.
- [CVE vulnerabilities (NVD) API](https://quantumproxies.io/scraper-api/collectors/cve-api) — Vulnerabilities from the NIST NVD — CVE id, description, CVSS score, severity, CWE.
- [DNS records API](https://quantumproxies.io/scraper-api/collectors/dns-lookup-api) — DNS lookups over DoH — A, AAAA, MX, TXT, NS and more, one row per record.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# DNS Lookup API — $0.0002 per record | QuantumProxies

DNS lookup API over DoH: A, AAAA, MX, TXT, NS, CNAME, SOA, CAA and SRV records as typed rows with TTL and value. $0.0002 per delivered record, no key needed.

## DNS lookup API

**This DNS lookup API resolves a domain across up to nine record types in one call and returns one typed row per record** — owner name, type, TTL and value — instead of the nested answer objects DNS tooling usually hands you. A, AAAA, MX, TXT and NS are queried by default; add CNAME, SOA, CAA and SRV when you want the full picture.

Resolution happens over Google's DNS-over-HTTPS endpoint through the TLS tier — no browser, no resolver library, no upstream key. One call answers what usually takes five `dig` invocations: who hosts it (A/AAAA), who handles its mail (MX), what it has verified or authorised (TXT, CAA), and where it delegates (NS). Alongside the [WHOIS API](https://quantumproxies.io/scraper-api/collectors/whois-api) for registration data and the [Certificate Transparency API](https://quantumproxies.io/scraper-api/collectors/certificate-transparency-api) for issued certificates, it completes a domain footprint in three calls.

$0.0002 per delivered record, up to 100 records per run. Nothing delivered means nothing charged.

## How the DNS lookup API works

Send a `domain` and optionally a `types` array. The collector fans the lookup out over DNS-over-HTTPS — one query per requested type — then flattens every answer into a row. Three details define the behaviour:

- **Fan-out is server-side.** Asking for nine types is still one collector call and one response; you never orchestrate parallel resolver queries or merge their answer sections.
- **Rows, not answer objects.** A domain with four MX hosts yields four rows sharing `type` = MX, each with its own priority-bearing `value` and its own `ttl` — a shape that loads into a warehouse table with zero transformation.
- **Existence is binary.** A domain that does not exist fails the run with an error rather than returning an empty success, so a monitoring job cannot mistake NXDOMAIN for "no records of the types I asked for".

## Inputs

`domain` is required. `types` narrows or widens the sweep — any subset of A, AAAA, MX, TXT, NS, CNAME, SOA, CAA and SRV, defaulting to the first five — and `max_results` caps delivered rows at up to 100, which only matters for TXT-heavy zones that have accumulated years of verification tokens.

- **domain** (string, required) — Domain to resolve.
- **types** (array) — Default: A, AAAA, MX, TXT, NS.
- **max_results** (integer) — How many records to deliver at most (1–100). You pay only for delivered records.

## What one record looks like

Each row is deliberately small: `domain` (the record's owner name), `type`, `ttl` in seconds, `value` exactly as the resolver returned it — an IP for A/AAAA, priority and host for MX, full text for TXT, the SOA tuple for SOA — plus a `rank` ordinal. The flat shape is the point: `SELECT value FROM rows WHERE type = 'MX'` is the entire consumption pattern.

- **rank** (integer) — 1-based position.
- **domain** (string) — Record owner name.
- **type** (string) — Record type.
- **ttl** (integer, nullable) — TTL seconds.
- **value** (string) — Record data.

## What the DNS lookup API costs

$0.0002 per delivered record ($0.20 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 10,000 records here. Volume tiers take up to 30% off.

$0.0002 per delivered record — $0.20 per 1,000. A default five-type sweep typically returns between 5 and 25 rows, so call it a tenth to half a cent per domain; a 10,000-domain audit lands in the $10–50 range depending on how record-heavy the zones are. The $2 monthly free allowance is good for 10,000 records with no card.

You pay for rows that arrive. An NXDOMAIN run delivers none and bills nothing.

## DNS lookup API vs public DoH resolvers

Honestly: Google and Cloudflare both run free, keyless DNS-over-HTTPS endpoints, and for one type of one domain a plain GET against them is unbeatable. This collector uses Google's resolver upstream and does not pretend otherwise.

What it adds is everything a raw resolver deliberately does not do. A resolver answers one question per query, in DNS semantics — answer sections, numeric type codes, priorities packed into strings. This endpoint asks up to nine questions at once, decodes the answers into uniform rows, treats NXDOMAIN as a real error, meters usage per delivered row, and lives on the same key, schema and invoice as the rest of the catalog. For a one-off lookup that is overkill; across a pipeline auditing thousands of domains next to WHOIS and certificate data, it is the difference between a table you query and a protocol you parse.

## Versus running dig in a loop

`dig` in a shell loop, or dnspython in a script, is genuinely fine for small jobs — this is the most DIY-able collector we run, and pretending otherwise would be silly. The costs show up at pipeline scale:

- **Type fan-out multiplies everything.** Nine types over 10,000 domains is 90,000 resolver queries to schedule, retry and rate-limit — here each domain collapses into one call, with the fan-out handled behind the API.
- **Parsing is a per-type museum.** MX priorities, TXT quoting and concatenation, SOA's seven-field tuple, CAA flags — every type has its own little format, and every script reimplements them slightly differently.
- **Empty versus absent versus broken.** Distinguishing a domain with no TXT records from a failed query from a nonexistent domain is exactly the edge-case triage that quietly eats a monitoring job's reliability.

Keep dig for debugging — everyone does. Route the recurring sweeps through an endpoint that returns rows, or run your own stack over our [residential proxies](https://quantumproxies.io/residential-proxies) if you prefer owning the plumbing.

## What people build with it

### Email infrastructure audits

Pull MX and TXT for a customer list and deliverability posture reads straight off the rows — mail provider from `value` on MX, SPF, DKIM and DMARC from TXT. Agencies run this across every client domain weekly for a few cents.

### Hosting and vendor detection

A and AAAA values reveal the CDN or cloud in front of a domain, NS reveals the DNS operator, CAA reveals which certificate authorities may issue. Together they answer what stack a company is on, at enrichment scale.

### Change monitoring for domains you own

Snapshot the default five types daily and diff `value` against yesterday. An MX swap or an unfamiliar TXT verification token appearing in your own zone is an incident signal that costs twenty cents per thousand rows to watch.

## Caps, NXDOMAIN and other edge cases

One run covers one domain across up to nine types and delivers at most 100 rows — in practice only zones with sprawling TXT inventories approach the cap. Nonexistent domains fail the run with an error and no charge; that is a feature, since it keeps "the domain is gone" distinguishable from "the domain has no MX". Runs are independent and parallelise up to your plan's throughput, 60 to 1,200 requests per minute by tier.

DNS is public infrastructure queried through a public resolver, so there is no legal cloud over the lookups themselves. Just remember the answers are one resolver's view at one moment: TTLs, anycast and split-horizon setups mean two vantage points can legitimately disagree.

## FAQ

### Which record types can the DNS lookup API return?

Nine: A, AAAA, MX, TXT, NS, CNAME, SOA, CAA and SRV. A call with no types parameter queries the first five, which covers hosting, mail and verification tokens; pass an explicit list when you want the rest.

### What happens if the domain does not exist?

The run returns an error rather than an empty result, and delivers no billable rows. That distinction is deliberate — a monitoring job should never file NXDOMAIN under the same outcome as a domain that simply has no records of the requested type.

### Do I need an API key or a resolver library for DNS lookups?

No resolver library and no upstream key — resolution runs over DNS-over-HTTPS on our side. The only credential involved is your QuantumProxies API key, the same one every other collector on the platform uses.

### How much do DNS record lookups cost at volume?

Each delivered record row is $0.0002, so 1,000 rows cost twenty cents and a typical default sweep of one domain costs a fraction of a cent. The free monthly allowance covers 10,000 records, volume tiers cut the unit price further, and failed runs are never billed.

## Related scrapers

- [Wayback Machine snapshots API](https://quantumproxies.io/scraper-api/collectors/wayback-machine-api) — Archived snapshots of a URL or domain from the Internet Archive's CDX API.
- [Certificate Transparency (subdomains) API](https://quantumproxies.io/scraper-api/collectors/certificate-transparency-api) — Subdomains and issued certificates for a domain, from CT logs — the OSINT subdomain finder.
- [CVE vulnerabilities (NVD) API](https://quantumproxies.io/scraper-api/collectors/cve-api) — Vulnerabilities from the NIST NVD — CVE id, description, CVSS score, severity, CWE.
- [WHOIS / RDAP domain lookup API](https://quantumproxies.io/scraper-api/collectors/whois-api) — Domain registration data over RDAP — registrar, dates, status, nameservers.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# iTunes Search API — $0.0004 per result | QuantumProxies

iTunes search API across apps, podcasts, music, movies and ebooks: typed rows with price, rating and artwork per storefront. $0.0004 per delivered result.

## iTunes search API

**This iTunes search API queries Apple's catalog — apps, podcasts, music, movies, ebooks and audiobooks — and returns one typed row per result**: name, artist or seller, primary genre, storefront price and currency, average rating with its count, release date, artwork URL and the store link.

The upstream is Apple's own keyless iTunes Search endpoint, the same one the stores use — but called through rotating residential exits, which is what turns a per-IP-throttled toy into something you can sweep fifty storefronts with. `country` selects the storefront, and the storefront decides price, currency and whether an item exists at all. For App Store work it pairs naturally with the [App Store scraper API](https://quantumproxies.io/scraper-api/collectors/app-store-scraper-api) for chart and listing detail and the [App Store reviews API](https://quantumproxies.io/scraper-api/collectors/app-store-reviews-api) when you need what users actually wrote.

$0.0004 per delivered result, up to 50 results per run. Nothing delivered means nothing charged.

## How the iTunes search API works

Send a `query`, pick a `media` catalog (default `app`) and optionally a two-letter `country` (default `us`). The collector runs the search against Apple's endpoint from a clean exit in rotation and flattens each hit into a row.

Three behaviours shape real usage:

- **Storefront is part of the query, not a detail.** The same search on the `us` and `jp` storefronts returns different items, different prices and different currencies — Apple's catalog is genuinely per-country, which is exactly what makes multi-storefront sweeps informative.
- **One schema across six catalogs.** An app, a podcast and an audiobook come back in the same row shape, with `kind` telling you which is which — so a media-monitoring pipeline does not need six parsers.
- **No key, no browser, no throttle babysitting.** Apple's endpoint needs no credential but is famously throttled per IP; the rotation is our job, and your job is one POST.

## Inputs

`query` is the only required field. `media` picks the catalog — `app`, `podcast`, `music`, `movie`, `ebook`, `audiobook` or `all` — while `country` sets the storefront and `max_results` caps the run at up to 50 rows (default 25).

- **query** (string, required) — Search terms.
- **media** (string) — Which catalog to search.
- **country** (string) — 2-letter country (default us).
- **max_results** (integer) — How many results to deliver at most (1–50). You pay only for delivered results.

## What one result looks like

Rows carry `name`, `artist` (which for apps means the seller), `genre`, `price` with `currency` in the storefront's own terms, `rating` and `ratings_count`, `release_date`, an `artwork` URL and the store `url`. The `kind` field disambiguates when a query spans catalogs — software, podcast, song and so on in one result set.

- **rank** (integer) — 1-based position.
- **kind** (string, nullable) — Result kind (software, podcast…).
- **name** (string) — Track/collection name.
- **artist** (string, nullable) — Artist or seller.
- **genre** (string, nullable) — Primary genre.
- **price** (number, nullable) — Storefront price.
- **currency** (string, nullable) — Price currency.
- **rating** (number, nullable) — Average user rating.
- **ratings_count** (integer, nullable) — Rating count.
- **release_date** (string, nullable) — Release date.
- **artwork** (string, nullable) — Artwork URL.
- **url** (string, nullable) — Store link.

## What the iTunes search API costs

$0.0004 per delivered result ($0.40 per 1,000). Nothing delivered means nothing charged, and the $2 monthly free credit covers roughly 5,000 results here. Volume tiers take up to 30% off.

$0.0004 per delivered result — $0.40 per 1,000. A 50-result sweep across ten storefronts is 500 rows for twenty cents; tracking a keyword's top 25 daily across five major storefronts costs about $1.50 a month. The $2 monthly free allowance covers 5,000 results with no card, and only delivered rows are ever billed.

Volume tiers discount the rate as usage grows, and GET /v1/scraper/collectors reports the exact price your key pays.

## iTunes search API vs Apple's own endpoint

Apple's iTunes Search API is free, keyless and public, and this collector calls it upstream — no secret sauce claimed. If you need a handful of lookups a day from one server, use Apple directly and spend nothing.

The catch at scale is the throttle: Apple's own documentation advises roughly 20 calls per minute, enforced per IP, so sustained sweeps from one address start erroring long before a pipeline finishes. The paid layer here is the infrastructure Apple does not provide — lookups spread across rotating residential exits so the per-IP ceiling stops being your ceiling, typed rows instead of Apple's fifty-field result objects, uniform behaviour across all six catalogs, and one meter alongside your other collectors. Origin data, operator-grade delivery.

## Versus hitting Apple's endpoint yourself

Calling the endpoint is one line of code, so the honest comparison is about what surrounds the line:

- **The throttle finds you.** Around 20 calls per minute per IP means a 100-storefront keyword sweep takes hours from one machine — or minutes through a rotation you would otherwise have to build, warm and monitor yourself.
- **The result objects are wide and inconsistent.** Field names shift between catalogs — trackName versus collectionName, artistName versus sellerName — and normalising them into one comparable shape is the boring half of every project that touches this API.
- **Storefront sweeps multiply the plumbing.** Iterating country codes multiplies requests, retries and error handling by the number of storefronts — precisely the dimension the per-IP throttle punishes hardest.

This endpoint sells the surroundings: rotation, normalisation and per-row billing. Prefer owning it all? The [residential proxies](https://quantumproxies.io/residential-proxies) are available raw, and the [Google Play scraper API](https://quantumproxies.io/scraper-api/collectors/google-play-scraper-api) covers the other store when your comparison needs both.

## What people build with it

### App keyword and ASO tracking

Search your category's keywords daily per storefront and record where each app lands in the result order. `rating`, `ratings_count` and `price` ride along in the same rows, so position and quality trend in one table.

### Podcast and media monitoring

Watch a topic across the podcast catalog — new shows surface with `genre`, `artwork` and `release_date`, ready for a discovery feed or a competitive digest. The same query pointed at music or movies tracks a franchise across formats.

### Storefront price comparison

Run one query over a list of country codes and diff `price` and `currency` per item. Regional pricing gaps across ebooks, apps and movie rentals become a one-table analysis instead of a browser-tab marathon.

## Limits, storefronts and honest caveats

A run returns up to 50 results from one storefront and one catalog — broader coverage means more runs, which parallelise up to your plan's rate limit of 60 to 1,200 requests per minute. Scope is search-shaped by design: you get catalog metadata, not user reviews, download counts or in-app purchase detail. Review text is the App Store reviews collector's territory, and download numbers are something Apple publishes nowhere at all.

The data is public catalog metadata served by Apple's own search endpoint, which keeps the collection story clean; Apple's terms still govern automated access upstream, so the usual counsel applies — for decisions with legal weight, ask a lawyer, not a docs page.

## FAQ

### Is the iTunes search API still available and free?

Apple's underlying endpoint is alive, keyless and free, despite years of deprecation rumours. This collector's free allowance is $2 of monthly usage — 5,000 delivered results — after which the rate is $0.0004 per result with no subscription.

### Can I search the App Store in other countries?

Yes — the country parameter takes any two-letter storefront code and defaults to us. Storefront selection changes results, availability, price and currency, which is the point: regional pricing and catalog gaps only show up when you sweep storefronts side by side.

### Does it return app reviews or download counts?

Neither. Rows include the average rating and the rating count, which covers most quality-signal needs; full review text is a separate collector's job, and download counts are numbers Apple has simply never published for anyone.

### What media types does the iTunes API cover?

Six catalogs through one parameter: apps, podcasts, music, movies, ebooks and audiobooks, plus an all mode that searches across them with a kind field labelling each row. Same schema whichever catalog answers.

## Related scrapers

- [App Store apps API](https://quantumproxies.io/scraper-api/collectors/app-store-scraper-api) — Apple App Store apps by search term or by app/bundle id.
- [Google Play apps API](https://quantumproxies.io/scraper-api/collectors/google-play-scraper-api) — Google Play app detail by package name — rating, reviews, category, price.
- [App Store reviews API](https://quantumproxies.io/scraper-api/collectors/app-store-reviews-api) — Customer reviews of an App Store app — rating, title, text, version, votes.
- [Web search API](https://quantumproxies.io/scraper-api/collectors/google-search-results-api) — Organic search results for a query — Google, Bing or DuckDuckGo, by country.
- [All 74 ready-made scrapers](https://quantumproxies.io/scraper-api/collectors)


---

# Oxylabs Alternative – $1/GB, No Contract | QuantumProxies

Looking for an Oxylabs alternative? Oxylabs has no pay-as-you-go option and starts at $30/month. QuantumProxies Residential Basic is $1/GB with a $5 minimum.

## The Best Oxylabs Alternative for Pay-As-You-Go Proxies

Oxylabs does not sell residential proxies by the gigabyte. The smallest thing you can buy is a $30/month starter plan for 5 GB, which works out to $6.00 per GB, and its advertised $2.50/GB rate is behind a $2,500 monthly commitment. QuantumProxies Residential Basic is $1.00 per GB with a $5 minimum and no subscription at all.

## The verdict: QuantumProxies

For anyone not signing a $2,500-a-month enterprise contract, QuantumProxies is the better buy — and it is not close. You start six times cheaper per gigabyte, you start for $5 instead of $30, and you never sign anything.

- Six times cheaper to start: $1.00/GB against an effective $6.00/GB on the smallest Oxylabs plan.
- $5 gets you going. Oxylabs' entry point is a $30 monthly subscription.
- True pay-as-you-go. Oxylabs does not offer a per-GB option at all.
- Our cheapest rate, $0.80/GB, is lower than the $2.50/GB Oxylabs advertises — and ours needs a purchase, not a $2,500 monthly commitment.

## QuantumProxies vs Oxylabs: what a gigabyte costs

| What you actually pay | QuantumProxies Residential Basic | Oxylabs |
| --- | --- | --- |
| Entry price per GB | $1.00 / GB | $6.00 / GB |
| Minimum to start | $5 (5 GB, no subscription) | $30/month (5 GB, starter plan, billed monthly) |
| Pay-as-you-go without a plan | Yes | No |
| Cheapest advertised rate | $0.80 / GB | $2.50 / GB |
| What that cheapest rate requires | A 1 TB purchase ($800). No monthly contract. | a $2,500/month commitment |

Competitor prices verified 2026-09-08. Oxylabs figures are advertised list prices from its public pricing page, recorded in our residential proxy pricing index on the verification date shown above. Oxylabs publishes no pay-as-you-go rate, so its entry price is calculated from its smallest advertised plan: $30 per month for 5 GB. QuantumProxies figures are from our live plan catalogue. All prices in USD, excluding VAT.

## Other Oxylabs alternatives, compared on price

Switching away from Oxylabs usually means shortlisting three or four providers, not one. This is the rest of our pricing index: every residential provider we track, the rate a new account pays, the cheapest rate each one advertises, and what that cheapest rate costs to unlock. We name them and we do not link to them — the index itself records a source page for every figure, so any of it can be checked without taking our word for it.

| Provider | Pay-as-you-go per GB | Cheapest advertised rate | Minimum to start |
| --- | --- | --- | --- |
| QuantumProxies — Residential Basic | $1.00 | $0.80 | $5 minimum, no subscription |
| DataImpulse | $1.00 | $0.80 | $5 (5 GB); $0.8/GB from 1 TB, custom pricing from 5 TB |
| PacketStream | $1.00 | $1.00 | $50 minimum purchase, no subscription, balance never expires (single flat rate) |
| Proxy-Cheap | $2.60 | $0.78 | UNVERIFIED: homepage card reads '$2.60 $0.78/GB' and the JS-only product page could not be read (404 + bot challenge), so it is not clear whether $0.78 is a promo or a bulk tier; PAYG, no monthly commitment |
| Webshare | $3.50 | $1.40 | monthly plan, no PAYG top-up (1 GB plan at $3.50/GB, cancel anytime); $1.40 tier requires a 3,000 GB/mo plan |
| Proxy-Seller | $3.50 | $2.20 | $220/mo (100 GB plan) for $2.20/GB; page advertises 'From $1.30/GB' for custom/enterprise volumes via sales ('save up to 30% on large projects') |
| Decodo | $4.00 | $2.00 | $11.25/mo (3 GB at $3.75/GB); $2.00 tier requires the 1,000 GB/mo enterprise plan |
| SOAX | $5.00 | $0.85 | none (Sandbox $0/mo at $5.00/GB); $0.85 tier requires the $3,000/mo Enterprise plan |
| NodeMaven | $5.00 | $2.20 | none (PAYG from 2 GB at $5.00/GB); $2.20 tier requires the 1,000 GB monthly plan (PAYG 1,000 GB is $2.45/GB) |
| ProxyEmpire | $7.00 | $3.00 | none (PAYG 1 GB); $3.00/GB list ($1.50 with EMPIRE50) requires the 1,000 GB Enterprise plan at $3,000/mo list ($1,500 promo); custom 5 TB+ 'From $0.75/GB' |
| IPRoyal | $7.35 | $1.75 | none; $1.75/GB only on subscription from 10 TB (PAYG bulk is $1.84/GB from 10 TB) |
| Bright Data | $8.00 | $2.50 | none (PAYG) / $1,999-mo (798 GB plan) for $2.50 tier |
| NetNut | No pay-as-you-go rate | $0.00 | NOT VERIFIABLE on 2026-09-08: netnut.io/pricing/ and netnut.io/residential-proxies/ both returned a page titled 'Seized by the Federal Bureau of Investigation' (HTTP 200 via Cloudflare, no pricing content). Re-check by hand before publishing. |

Competitor prices verified 2026-09-08. Sorted by pay-as-you-go rate, lowest first. That is an arithmetic order, not a ranking: providers publishing no pay-as-you-go rate appear last, and nothing here scores quality, success rate or support. Figures are advertised list prices taken from each provider's own public pricing page on the verification date shown above, in USD, excluding VAT.

Oxylabs is a genuine enterprise proxy network, and people search for an alternative to it for a genuine reason: the pricing is built for companies with procurement departments. There is no per-gigabyte option, the entry point is a monthly subscription, and the rate that appears in its marketing is reserved for accounts spending thousands a month. If you are a developer, a small team, or anyone whose workload is irregular, that structure charges you for a shape of business you do not have.

## The real Oxylabs entry price is $6.00 per GB

Oxylabs' smallest residential offer, as published on its pricing page and recorded in our index on the verification date above, is a $30 monthly plan carrying 5 GB. Divide it out and the effective rate is $6.00 per gigabyte. That is the number a new account actually pays, and it is six times our $1.00 pay-as-you-go rate. The $2.50/GB that appears in Oxylabs' marketing is a real price, but it is attached to a $2,500 monthly commitment — five hundred times the size of our minimum order.

## No pay-as-you-go means no small experiments

The structural difference matters more than the arithmetic. Oxylabs sells subscriptions; we sell gigabytes. If your scraping is seasonal, bursty, or still being prototyped, a monthly plan bills you for the months you barely touch it and caps you in the months you need more. Our Residential Basic has no renewal date to forget: you buy bandwidth, you use it, you buy more when you want more.

## What Oxylabs is genuinely better at

We are not going to pretend otherwise: Oxylabs operates a larger residential pool than ours, has been independently reviewed for years, and wraps its network in enterprise compliance paperwork, formal SLAs and named account management. If your procurement process requires a signed SLA and a vendor security review, that is a real reason to pay enterprise prices, and we will not talk you out of it.

## But scale you do not use is scale you are paying for

Here is the part the size comparison leaves out. A larger pool changes your results only when your workload is large enough to exhaust a smaller one. Most teams searching for an Oxylabs alternative are not exhausting anything — they are running a few hundred gigabytes a month against a handful of targets. For that workload the pool difference is invisible on the output and very visible on the invoice. You are paying a premium, plus a commitment, to hold capacity in reserve.

## What you get for $1.00 per GB

Residential Basic runs on real ISP-assigned residential addresses across 200+ countries, with rotating and sticky sessions, HTTP, HTTPS and SOCKS5 on every plan, and country-level targeting. It is the same network our premium residential plans draw from. The entry order is $5 for 5 GB. Nothing renews, nothing auto-charges, and there is no account manager to schedule a call with before you can buy.

## Volume pricing without a monthly contract

Our rate falls with size the way theirs does, but the thing you commit to is a purchase, not a recurring obligation. 500 GB is $450, which is $0.90 per GB. 1 TB is $800, which is $0.80 per GB — below the $2.50 Oxylabs advertises as its cheapest published rate, and reached by buying a terabyte once rather than committing to $2,500 every month.

## Paying, without the enterprise procurement loop

Card and PayPal are supported, and so are Bitcoin, Ethereum, USDT, Monero and around 300 other cryptocurrencies. Crypto and account-balance payments carry no VAT, while card, PayPal and Stripe payments add 22%, so paying in crypto is itself a meaningful discount on the total. There is no sales call, no quote, and no minimum contract term.

## Frequently Asked Questions

### Is there a free Oxylabs alternative?

Not a serious one. Free proxy lists are shared, slow and usually already blocked by the sites you want to reach. The realistic answer is a cheap paid alternative with a small minimum: QuantumProxies Residential Basic starts at $5 for 5 GB, which is $1.00 per gigabyte.

### Does Oxylabs offer pay-as-you-go residential proxies?

No. As recorded in our pricing index on the verification date shown on this page, Oxylabs publishes no per-gigabyte pay-as-you-go rate for residential proxies. Its smallest residential offer is a $30 monthly starter plan carrying 5 GB.

### How much cheaper is QuantumProxies than Oxylabs?

Six times cheaper at the entry point: $1.00 per GB against an effective $6.00 per GB on the smallest Oxylabs plan. At volume our rate falls to $0.80 per GB, still below the $2.50 Oxylabs advertises as its cheapest tier.

### Who are the main Oxylabs competitors?

Bright Data, Decodo (formerly Smartproxy), IPRoyal, SOAX and Webshare are the names that come up most often, along with QuantumProxies at the value end. Our residential proxy pricing index compares ten of them on price per gigabyte.

### Is Oxylabs safe to use?

Oxylabs is an established provider with a long public track record, and nothing here suggests otherwise. This page is a comparison of price and commercial terms, not a safety warning — the case for switching is cost, not trust.

### Can I switch from Oxylabs without signing a contract?

Yes. There is no contract, no subscription and no minimum term at QuantumProxies. Buy 5 GB for $5, run it against the same targets you use today, and keep whichever provider gives you the better result.

## So: is QuantumProxies the better Oxylabs alternative?

Yes — for everyone except the enterprise buyer who needs a signed SLA and a vendor review, and who is spending enough that the $2,500 tier is genuinely in reach. For every other workload the answer is straightforward: six times cheaper to start, a $5 minimum instead of a $30 subscription, a lower cheapest rate, and no contract to sign or cancel. Buy 5 GB, point your scraper at it, and compare the results yourself.

## Keep reading

- [Residential Basic proxies from $1/GB](https://quantumproxies.io/residential-basic-proxies)
- [Residential proxy pricing index](https://quantumproxies.io/residential-proxy-pricing)
- [QuantumProxies coupon codes](https://quantumproxies.io/coupon-codes)
- [Proxy Alternatives](https://quantumproxies.io/alternatives)
- [Bright Data Alternative](https://quantumproxies.io/alternatives/bright-data)
- [Decodo (Smartproxy) Alternative](https://quantumproxies.io/alternatives/decodo)
- [Webshare Alternative](https://quantumproxies.io/alternatives/webshare)
- [NetNut Alternative](https://quantumproxies.io/alternatives/netnut)


---

# Bright Data Alternative – $1/GB PAYG | QuantumProxies.io

A Bright Data alternative at $1/GB instead of $8/GB pay-as-you-go, with a $5 minimum, no monthly commitment, and no $1,999/month tier to reach the cheap rate.

## The Best Bright Data Alternative for Cost per Gigabyte

Bright Data lists residential proxies at $8.00 per GB pay-as-you-go, and its $2.50/GB rate requires a $1,999 monthly commitment. QuantumProxies Residential Basic is $1.00 per GB with a $5 minimum, no plan and no commitment — eight times cheaper on the rate a new account actually pays.

## The verdict: QuantumProxies

On the number that decides your bill, QuantumProxies wins by the widest margin of any comparison we publish. Bright Data has the bigger catalogue. It also has the most expensive entry price in our entire pricing index.

- Eight times cheaper to start: $1.00/GB against $8.00/GB pay-as-you-go.
- No $1,999/month commitment required to reach a competitive rate.
- Our cheapest rate is $0.80/GB — below Bright Data's $2.50/GB floor, and without a monthly contract.
- $5 minimum order, no plan, no renewal date.

## QuantumProxies vs Bright Data: what a gigabyte costs

| What you actually pay | QuantumProxies Residential Basic | Bright Data |
| --- | --- | --- |
| Entry price per GB | $1.00 / GB | $8.00 / GB |
| Minimum to start | $5 (5 GB, no subscription) | $8 (1 GB, pay-as-you-go rate) |
| Pay-as-you-go without a plan | Yes | Yes |
| Cheapest advertised rate | $0.80 / GB | $2.50 / GB |
| What that cheapest rate requires | A 1 TB purchase ($800). No monthly contract. | a $1,999/month commitment |

Competitor prices verified 2026-09-08. Bright Data figures are advertised list prices from its public pricing page, recorded in our residential proxy pricing index on the verification date shown above; promotional discounts are excluded from the pay-as-you-go column because they are temporary and conditional. QuantumProxies figures are from our live plan catalogue. All prices in USD, excluding VAT.

## Other Bright Data alternatives, compared on price

Switching away from Bright Data usually means shortlisting three or four providers, not one. This is the rest of our pricing index: every residential provider we track, the rate a new account pays, the cheapest rate each one advertises, and what that cheapest rate costs to unlock. We name them and we do not link to them — the index itself records a source page for every figure, so any of it can be checked without taking our word for it.

| Provider | Pay-as-you-go per GB | Cheapest advertised rate | Minimum to start |
| --- | --- | --- | --- |
| QuantumProxies — Residential Basic | $1.00 | $0.80 | $5 minimum, no subscription |
| DataImpulse | $1.00 | $0.80 | $5 (5 GB); $0.8/GB from 1 TB, custom pricing from 5 TB |
| PacketStream | $1.00 | $1.00 | $50 minimum purchase, no subscription, balance never expires (single flat rate) |
| Proxy-Cheap | $2.60 | $0.78 | UNVERIFIED: homepage card reads '$2.60 $0.78/GB' and the JS-only product page could not be read (404 + bot challenge), so it is not clear whether $0.78 is a promo or a bulk tier; PAYG, no monthly commitment |
| Webshare | $3.50 | $1.40 | monthly plan, no PAYG top-up (1 GB plan at $3.50/GB, cancel anytime); $1.40 tier requires a 3,000 GB/mo plan |
| Proxy-Seller | $3.50 | $2.20 | $220/mo (100 GB plan) for $2.20/GB; page advertises 'From $1.30/GB' for custom/enterprise volumes via sales ('save up to 30% on large projects') |
| Decodo | $4.00 | $2.00 | $11.25/mo (3 GB at $3.75/GB); $2.00 tier requires the 1,000 GB/mo enterprise plan |
| SOAX | $5.00 | $0.85 | none (Sandbox $0/mo at $5.00/GB); $0.85 tier requires the $3,000/mo Enterprise plan |
| NodeMaven | $5.00 | $2.20 | none (PAYG from 2 GB at $5.00/GB); $2.20 tier requires the 1,000 GB monthly plan (PAYG 1,000 GB is $2.45/GB) |
| ProxyEmpire | $7.00 | $3.00 | none (PAYG 1 GB); $3.00/GB list ($1.50 with EMPIRE50) requires the 1,000 GB Enterprise plan at $3,000/mo list ($1,500 promo); custom 5 TB+ 'From $0.75/GB' |
| IPRoyal | $7.35 | $1.75 | none; $1.75/GB only on subscription from 10 TB (PAYG bulk is $1.84/GB from 10 TB) |
| Oxylabs | No pay-as-you-go rate | $2.50 | no PAYG; $30/mo (5 GB Starter at $6/GB); $2.50 tier requires $2,500/mo (1 TB Corporate) |
| NetNut | No pay-as-you-go rate | $0.00 | NOT VERIFIABLE on 2026-09-08: netnut.io/pricing/ and netnut.io/residential-proxies/ both returned a page titled 'Seized by the Federal Bureau of Investigation' (HTTP 200 via Cloudflare, no pricing content). Re-check by hand before publishing. |

Competitor prices verified 2026-09-08. Sorted by pay-as-you-go rate, lowest first. That is an arithmetic order, not a ranking: providers publishing no pay-as-you-go rate appear last, and nothing here scores quality, success rate or support. Figures are advertised list prices taken from each provider's own public pricing page on the verification date shown above, in USD, excluding VAT.

Bright Data is the largest and most heavily marketed proxy network in the industry, and it prices accordingly. At $8.00 per gigabyte pay-as-you-go it is the most expensive entry rate among the ten providers in our pricing index — eight times what the cheapest tier of the market charges. That gap is why "bright data alternative" is one of the highest-volume comparison queries in this category, and why the answer for most teams is simply a cheaper gigabyte.

## An 8x gap on the rate that actually applies

Bright Data does offer pay-as-you-go, which is more than some competitors manage, and it lists at $8.00 per gigabyte. Our Residential Basic is $1.00. On a modest 100 GB month that is $800 against $100 — a difference large enough to fund the rest of your stack. The $2.50/GB Bright Data advertises is real, but it is attached to a $1,999 monthly commitment, which means an annual obligation of nearly $24,000 before the discount applies at all.

## The promotional rate is not the rate

Bright Data periodically runs an introductory discount on pay-as-you-go traffic. We deliberately exclude promotional pricing from the comparison column, on both sides, because an introductory rate expires and the list price is what you renew at. Our $1.00 is not an introductory rate — it is the standing price of Residential Basic, and it has been the standing price since we launched the tier.

## What Bright Data is genuinely better at

Bright Data runs the largest residential network in the market and the broadest product catalogue around it: web unlockers, scraping browsers, prebuilt dataset marketplaces, SERP infrastructure and enterprise compliance tooling. If you need several of those under one contract with one vendor relationship, that breadth is a real advantage and we do not have an equivalent to all of it.

## But you pay for the catalogue whether or not you open it

The catalogue is bundled into the entry price. If what you actually need is rotating residential bandwidth pointed at a handful of targets — which is what most teams searching for an alternative need — you are paying an eightfold premium for products you will never enable. Buying the narrow thing you need from a provider that specialises in it is not a downgrade; it is the same gigabyte without the surcharge.

## We do cover the parts developers actually ask for

Where our catalogue does overlap, it is not an afterthought. We publish a Scraper API with ready-made collectors, a SERP API, an Extract API, and an MCP server so agents can call the whole thing directly — which is what people are looking for when they search for a Bright Data MCP alternative. All of it bills from the same balance as your proxies, with no separate plan.

## What you get for $1.00 per GB

Real ISP-assigned residential addresses across 200+ countries, rotating and sticky sessions, HTTP, HTTPS and SOCKS5 included on every plan, and country-level targeting. The entry order is $5 for 5 GB. There is no subscription, no renewal, and no minimum term — you buy bandwidth and it is yours to use within the plan's validity window.

## Volume pricing that does not need a signature

Our rate falls with size: 500 GB costs $450, or $0.90 per GB, and 1 TB costs $800, or $0.80 per GB. That $0.80 is below the $2.50 Bright Data advertises as its cheapest published rate, and unlocking it means buying a terabyte once rather than committing to $1,999 every month for a year.

## Crypto, no KYC, and no VAT on crypto payments

Card and PayPal work, and so do Bitcoin, Ethereum, USDT, Monero and roughly 300 other cryptocurrencies, with automatic activation on confirmation and no KYC. Crypto and account-balance payments carry no VAT, while card, PayPal and Stripe add 22% — so the payment method you pick is itself worth about eighteen percent of the total.

## Frequently Asked Questions

### Is there a free Bright Data alternative?

Not one that works at scale. Free proxy pools are shared and heavily blocked. The practical alternative is a low entry price rather than no price: QuantumProxies Residential Basic starts at $5 for 5 GB, which is $1.00 per gigabyte with no subscription.

### Is there an open-source Bright Data alternative?

Open-source tools such as Scrapy or Crawlee replace the scraping framework, not the proxy network — you still need residential IP addresses to route requests through. QuantumProxies supplies the network, and works with any open-source scraper over HTTP, HTTPS or SOCKS5.

### Is there a Bright Data MCP alternative?

Yes. QuantumProxies publishes an MCP server that exposes our search, scrape, crawl and collector tools directly to AI agents and assistants, billed from the same account balance as your proxies. It is installable from npm and needs no separate plan.

### How much cheaper is QuantumProxies than Bright Data?

Eight times cheaper at the entry point: $1.00 per GB against Bright Data's $8.00 per GB pay-as-you-go list price. At 1 TB our rate is $0.80 per GB, below the $2.50 Bright Data advertises as its lowest published tier.

### Do I need a monthly commitment to get Bright Data's lowest price?

Yes. As recorded in our pricing index on the verification date shown on this page, Bright Data's $2.50 per GB tier requires a $1,999 monthly commitment. Our $0.80 per GB rate requires a one-off 1 TB purchase of $800 and no recurring obligation.

### What is a cheaper alternative to Bright Data's Web Unlocker?

QuantumProxies runs a web unlocker as a forward proxy on the same account, alongside a Scraper API with ready-made collectors for common targets. Both bill per use from your existing balance rather than as a separate subscription.

## So: is QuantumProxies the better Bright Data alternative?

Yes, for anyone buying residential bandwidth rather than an enterprise data platform. Bright Data's scale and catalogue are real, and if you need the whole platform under one contract it is a defensible choice. But if you need gigabytes, you are choosing between $1.00 and $8.00 for the same kind of address — and at that spread the decision makes itself. Start with $5 and measure it against your current success rate.

## Keep reading

- [Residential Basic proxies from $1/GB](https://quantumproxies.io/residential-basic-proxies)
- [Residential proxy pricing index](https://quantumproxies.io/residential-proxy-pricing)
- [QuantumProxies coupon codes](https://quantumproxies.io/coupon-codes)
- [Proxy Alternatives](https://quantumproxies.io/alternatives)
- [Oxylabs Alternative](https://quantumproxies.io/alternatives/oxylabs)
- [Decodo (Smartproxy) Alternative](https://quantumproxies.io/alternatives/decodo)
- [Webshare Alternative](https://quantumproxies.io/alternatives/webshare)
- [NetNut Alternative](https://quantumproxies.io/alternatives/netnut)


---

# Decodo (Smartproxy) Alternative – $1/GB | QuantumProxies.io

A Decodo (Smartproxy) alternative at $1/GB instead of $4/GB, with a $5 one-off minimum instead of an $11.25 monthly subscription. Prices sourced and dated.

## The Best Decodo and Smartproxy Alternative for Pay-As-You-Go Pricing

Smartproxy and Decodo are the same company under two names — the rebrand changed the logo, not the price list. Decodo lists residential proxies at $4.00 per GB pay-as-you-go, and its smallest subscription is $11.25 a month for 3 GB, an effective $3.75 per GB. QuantumProxies Residential Basic is $1.00 per GB with a $5 one-off minimum and nothing that renews.

## The verdict: QuantumProxies

QuantumProxies is the better buy. Decodo is one of the more reasonably priced established providers, which makes this the closest comparison we publish — and we still come out four times cheaper per gigabyte, with no monthly plan attached.

- Four times cheaper to start: $1.00/GB against $4.00/GB pay-as-you-go.
- A $5 one-off order instead of an $11.25 monthly subscription.
- Our cheapest rate, $0.80/GB, is well under Decodo's $2.75/GB floor.
- Nothing renews. No plan to cancel, no monthly bandwidth allowance to waste.

## QuantumProxies vs Decodo: what a gigabyte costs

| What you actually pay | QuantumProxies Residential Basic | Decodo |
| --- | --- | --- |
| Entry price per GB | $1.00 / GB | $3.75 / GB |
| Minimum to start | $5 (5 GB, no subscription) | $11.25 (3 GB, smallest monthly subscription) |
| Pay-as-you-go without a plan | Yes | Yes |
| Cheapest advertised rate | $0.80 / GB | $2.00 / GB |
| What that cheapest rate requires | A 1 TB purchase ($800). No monthly contract. | a monthly subscription tier |

Competitor prices verified 2026-09-08. Decodo figures are advertised list prices from its public pricing page, recorded in our residential proxy pricing index on the verification date shown above. Decodo's entry price is calculated from its smallest advertised subscription: $11.25 per month for 3 GB. QuantumProxies figures are from our live plan catalogue. All prices in USD, excluding VAT.

## Other Decodo alternatives, compared on price

Switching away from Decodo usually means shortlisting three or four providers, not one. This is the rest of our pricing index: every residential provider we track, the rate a new account pays, the cheapest rate each one advertises, and what that cheapest rate costs to unlock. We name them and we do not link to them — the index itself records a source page for every figure, so any of it can be checked without taking our word for it.

| Provider | Pay-as-you-go per GB | Cheapest advertised rate | Minimum to start |
| --- | --- | --- | --- |
| QuantumProxies — Residential Basic | $1.00 | $0.80 | $5 minimum, no subscription |
| DataImpulse | $1.00 | $0.80 | $5 (5 GB); $0.8/GB from 1 TB, custom pricing from 5 TB |
| PacketStream | $1.00 | $1.00 | $50 minimum purchase, no subscription, balance never expires (single flat rate) |
| Proxy-Cheap | $2.60 | $0.78 | UNVERIFIED: homepage card reads '$2.60 $0.78/GB' and the JS-only product page could not be read (404 + bot challenge), so it is not clear whether $0.78 is a promo or a bulk tier; PAYG, no monthly commitment |
| Webshare | $3.50 | $1.40 | monthly plan, no PAYG top-up (1 GB plan at $3.50/GB, cancel anytime); $1.40 tier requires a 3,000 GB/mo plan |
| Proxy-Seller | $3.50 | $2.20 | $220/mo (100 GB plan) for $2.20/GB; page advertises 'From $1.30/GB' for custom/enterprise volumes via sales ('save up to 30% on large projects') |
| SOAX | $5.00 | $0.85 | none (Sandbox $0/mo at $5.00/GB); $0.85 tier requires the $3,000/mo Enterprise plan |
| NodeMaven | $5.00 | $2.20 | none (PAYG from 2 GB at $5.00/GB); $2.20 tier requires the 1,000 GB monthly plan (PAYG 1,000 GB is $2.45/GB) |
| ProxyEmpire | $7.00 | $3.00 | none (PAYG 1 GB); $3.00/GB list ($1.50 with EMPIRE50) requires the 1,000 GB Enterprise plan at $3,000/mo list ($1,500 promo); custom 5 TB+ 'From $0.75/GB' |
| IPRoyal | $7.35 | $1.75 | none; $1.75/GB only on subscription from 10 TB (PAYG bulk is $1.84/GB from 10 TB) |
| Bright Data | $8.00 | $2.50 | none (PAYG) / $1,999-mo (798 GB plan) for $2.50 tier |
| Oxylabs | No pay-as-you-go rate | $2.50 | no PAYG; $30/mo (5 GB Starter at $6/GB); $2.50 tier requires $2,500/mo (1 TB Corporate) |
| NetNut | No pay-as-you-go rate | $0.00 | NOT VERIFIABLE on 2026-09-08: netnut.io/pricing/ and netnut.io/residential-proxies/ both returned a page titled 'Seized by the Federal Bureau of Investigation' (HTTP 200 via Cloudflare, no pricing content). Re-check by hand before publishing. |

Competitor prices verified 2026-09-08. Sorted by pay-as-you-go rate, lowest first. That is an arithmetic order, not a ranking: providers publishing no pay-as-you-go rate appear last, and nothing here scores quality, success rate or support. Figures are advertised list prices taken from each provider's own public pricing page on the verification date shown above, in USD, excluding VAT.

Decodo, which traded as Smartproxy before its rebrand, sits in the middle of this market: cheaper than the enterprise networks, more expensive than the value tier, with a polished dashboard and a genuinely low-friction signup. It is a reasonable product. It is also four times our price per gigabyte, and it wants you on a monthly plan to get there.

## A 4x gap, and a subscription underneath it

Decodo's pay-as-you-go rate is $4.00 per gigabyte against our $1.00. Its cheapest subscription is $11.25 a month for 3 GB, which works out to $3.75 per gigabyte and commits you to a recurring charge. Our entry order is $5 for 5 GB, once, with no renewal date. On 100 GB a month the difference between $4.00 and $1.00 per GB is $300 — every month, for the same category of address.

## The monthly allowance problem

Subscription bandwidth creates a quiet cost that never appears in a price comparison: the gigabytes you paid for and did not use. If your scraping volume varies — and for most teams it does — a monthly allowance means overpaying in the slow months and hitting a ceiling in the busy ones. Buying bandwidth outright removes the guesswork. You purchase what you need, when you need it, at the same $1.00 rate.

## What Decodo is genuinely better at

One thing clearly: risk-free evaluation. Decodo offers a 3-day free trial and a 14-day money-back window. We do not match that — our terms state that fees are non-refundable, and we would rather say so on this page than let you discover it at checkout. If being able to claim a refund after two weeks is what decides your purchase, Decodo offers something we do not.

## But a $5 order is a smaller risk than a refund claim

Weigh it against what the risk actually is. Testing us costs $5 for 5 GB — less than a single month of Decodo's cheapest plan, and small enough that a refund process would not be worth anyone's time. You are not committing to a subscription you would need to remember to cancel, and you are not relying on a refund window to escape a bad fit. Run 5 GB against your real targets and you will know within an afternoon.

## Decodo or Smartproxy: same company, same pricing

If you are comparing against Smartproxy, you are comparing against Decodo. It is the same company under a new name, and the product line, dashboard and pricing structure carried across the rebrand. Search demand still splits across both names, which is why plenty of comparison content is out of date. The figures on this page are from Decodo's current public pricing page, recorded on the verification date shown above.

## What you get for $1.00 per GB

Real ISP-assigned residential addresses across 200+ countries, rotating and sticky sessions, HTTP, HTTPS and SOCKS5 on every plan, and country-level targeting — the same network our premium residential tier draws from. Plus a Scraper API, a SERP API and an MCP server billing from the same balance, so an agent workflow does not need a second vendor.

## Volume pricing without a plan

The rate falls with size and still nothing recurs: 500 GB is $450, or $0.90 per GB, and 1 TB is $800, or $0.80 per GB. That $0.80 is well below the $2.75 Decodo advertises as its cheapest tier — so we are cheaper at the entry point and cheaper at the floor, which is the part most comparisons quietly skip.

## Payment options and the VAT difference

Card, PayPal, Apple Pay and Google Pay all work, as do Bitcoin, Ethereum, USDT, Monero and around 300 other cryptocurrencies with automatic activation and no KYC. Crypto and account-balance payments carry no VAT; card, PayPal and Stripe add 22%. Paying in crypto is therefore worth roughly eighteen percent off the total on its own.

## Frequently Asked Questions

### Is Decodo the same as Smartproxy?

Yes. Smartproxy now trades as Decodo. It is the same company and the same product line, so comparisons written about Smartproxy generally still describe Decodo — though the pricing in older articles is often stale.

### Smartproxy vs Decodo: what actually changed?

The name and the branding. There is no separate Smartproxy product to compare Decodo against — accounts, dashboard and the residential product line carried straight across the rebrand. So the real question behind "Smartproxy vs Decodo" is which alternative to either of them is worth switching to, which is what the price table on this page answers: $4.00 per GB there against $1.00 per GB here, on the verification date shown above.

### Is there a free Decodo alternative?

Free residential proxies are shared and mostly blocked, so they are not a real substitute. The practical alternative is a very low entry price: QuantumProxies Residential Basic is $5 for 5 GB, which is $1.00 per gigabyte with no subscription.

### How much does Decodo cost per GB?

As recorded in our pricing index on the verification date shown on this page, Decodo lists $4.00 per GB pay-as-you-go, with a cheapest advertised tier of $2.75 per GB. Its smallest subscription is $11.25 a month for 3 GB, an effective $3.75 per GB.

### Does Decodo require a monthly subscription?

Decodo offers both a pay-as-you-go rate and monthly plans, but the cheaper per-gigabyte pricing sits on the subscription tiers. QuantumProxies has no subscription at any tier — every plan is a one-off purchase of bandwidth.

### Does QuantumProxies offer a money-back guarantee like Decodo?

No. Our terms state that fees are non-refundable, and we would rather be direct about that than surprise you later. What we offer instead is a $5 minimum order, so evaluating us costs less than one month of Decodo's cheapest plan.

### Who are Decodo's main competitors?

Bright Data, Oxylabs, IPRoyal, SOAX and Webshare are the usual comparison set, with QuantumProxies at the value end. Our residential proxy pricing index puts ten providers side by side on price per gigabyte.

## So: is QuantumProxies the better Decodo alternative?

Yes. This is the closest comparison on the site and the answer is still clear: four times cheaper per gigabyte at the entry point, a lower floor at volume, a $5 one-off instead of a monthly subscription, and no allowance to waste. Decodo's refund window is a genuine advantage and we have said so plainly — but at a $5 test order, it is protecting you against a risk you were never really taking.

## Keep reading

- [Residential Basic proxies from $1/GB](https://quantumproxies.io/residential-basic-proxies)
- [Residential proxy pricing index](https://quantumproxies.io/residential-proxy-pricing)
- [QuantumProxies coupon codes](https://quantumproxies.io/coupon-codes)
- [Proxy Alternatives](https://quantumproxies.io/alternatives)
- [Oxylabs Alternative](https://quantumproxies.io/alternatives/oxylabs)
- [Bright Data Alternative](https://quantumproxies.io/alternatives/bright-data)
- [Webshare Alternative](https://quantumproxies.io/alternatives/webshare)
- [NetNut Alternative](https://quantumproxies.io/alternatives/netnut)


---

# Webshare Alternative – $1/GB Residential | QuantumProxies

A Webshare alternative for residential proxies at $1/GB instead of $7/GB pay-as-you-go, with a $5 minimum and no commitment. Every figure sourced and dated.

## The Best Webshare Alternative for Residential Proxies

Webshare is known for cheap datacenter proxies and a free starter tier, but its residential bandwidth lists at $7.00 per GB pay-as-you-go. QuantumProxies Residential Basic is $1.00 per GB with a $5 minimum — seven times cheaper on the residential traffic most people actually came for.

## The verdict: QuantumProxies

On residential proxies, QuantumProxies is the better choice by a wide margin. Webshare's reputation for cheapness is built on its datacenter tier and its free proxies — cross into residential, where the blocked requests actually get through, and it becomes one of the more expensive options in our index.

- Seven times cheaper on residential: $1.00/GB against $7.00/GB pay-as-you-go.
- Our cheapest rate, $0.80/GB, is below Webshare's $1.40/GB residential floor.
- $5 minimum, no subscription, no monthly allowance to burn through.
- Rotating and sticky sessions, plus HTTP, HTTPS and SOCKS5, on every plan.

## QuantumProxies vs Webshare: what a residential gigabyte costs

| What you actually pay | QuantumProxies Residential Basic | Webshare |
| --- | --- | --- |
| Entry price per GB | $1.00 / GB | $7.00 / GB |
| Minimum to start | $5 (5 GB, no subscription) | $7 (1 GB, pay-as-you-go rate) |
| Pay-as-you-go without a plan | Yes | Yes |
| Cheapest advertised rate | $0.80 / GB | $1.40 / GB |
| What that cheapest rate requires | A 1 TB purchase ($800). No monthly contract. | a high-volume residential tier |

Competitor prices verified 2026-09-08. Webshare figures are advertised list prices for rotating residential proxies from its public pricing page, recorded in our residential proxy pricing index on the verification date shown above. Webshare's datacenter and free-tier products are priced separately and are not comparable to residential bandwidth. QuantumProxies figures are from our live plan catalogue. All prices in USD, excluding VAT.

## Other Webshare alternatives, compared on price

Switching away from Webshare usually means shortlisting three or four providers, not one. This is the rest of our pricing index: every residential provider we track, the rate a new account pays, the cheapest rate each one advertises, and what that cheapest rate costs to unlock. We name them and we do not link to them — the index itself records a source page for every figure, so any of it can be checked without taking our word for it.

| Provider | Pay-as-you-go per GB | Cheapest advertised rate | Minimum to start |
| --- | --- | --- | --- |
| QuantumProxies — Residential Basic | $1.00 | $0.80 | $5 minimum, no subscription |
| DataImpulse | $1.00 | $0.80 | $5 (5 GB); $0.8/GB from 1 TB, custom pricing from 5 TB |
| PacketStream | $1.00 | $1.00 | $50 minimum purchase, no subscription, balance never expires (single flat rate) |
| Proxy-Cheap | $2.60 | $0.78 | UNVERIFIED: homepage card reads '$2.60 $0.78/GB' and the JS-only product page could not be read (404 + bot challenge), so it is not clear whether $0.78 is a promo or a bulk tier; PAYG, no monthly commitment |
| Proxy-Seller | $3.50 | $2.20 | $220/mo (100 GB plan) for $2.20/GB; page advertises 'From $1.30/GB' for custom/enterprise volumes via sales ('save up to 30% on large projects') |
| Decodo | $4.00 | $2.00 | $11.25/mo (3 GB at $3.75/GB); $2.00 tier requires the 1,000 GB/mo enterprise plan |
| SOAX | $5.00 | $0.85 | none (Sandbox $0/mo at $5.00/GB); $0.85 tier requires the $3,000/mo Enterprise plan |
| NodeMaven | $5.00 | $2.20 | none (PAYG from 2 GB at $5.00/GB); $2.20 tier requires the 1,000 GB monthly plan (PAYG 1,000 GB is $2.45/GB) |
| ProxyEmpire | $7.00 | $3.00 | none (PAYG 1 GB); $3.00/GB list ($1.50 with EMPIRE50) requires the 1,000 GB Enterprise plan at $3,000/mo list ($1,500 promo); custom 5 TB+ 'From $0.75/GB' |
| IPRoyal | $7.35 | $1.75 | none; $1.75/GB only on subscription from 10 TB (PAYG bulk is $1.84/GB from 10 TB) |
| Bright Data | $8.00 | $2.50 | none (PAYG) / $1,999-mo (798 GB plan) for $2.50 tier |
| Oxylabs | No pay-as-you-go rate | $2.50 | no PAYG; $30/mo (5 GB Starter at $6/GB); $2.50 tier requires $2,500/mo (1 TB Corporate) |
| NetNut | No pay-as-you-go rate | $0.00 | NOT VERIFIABLE on 2026-09-08: netnut.io/pricing/ and netnut.io/residential-proxies/ both returned a page titled 'Seized by the Federal Bureau of Investigation' (HTTP 200 via Cloudflare, no pricing content). Re-check by hand before publishing. |

Competitor prices verified 2026-09-08. Sorted by pay-as-you-go rate, lowest first. That is an arithmetic order, not a ranking: providers publishing no pay-as-you-go rate appear last, and nothing here scores quality, success rate or support. Figures are advertised list prices taken from each provider's own public pricing page on the verification date shown above, in USD, excluding VAT.

Webshare built its reputation on giving away ten free proxies and selling datacenter bandwidth cheaply, and that reputation is largely deserved. The trouble starts when a project outgrows datacenter addresses — which happens the first time a target starts blocking them — and you look at what residential costs. At $7.00 per gigabyte it is among the more expensive residential rates in our pricing index, seven times what we charge for the same category of address.

## The free tier is datacenter, and datacenter gets blocked

Webshare's ten free proxies are datacenter addresses. Datacenter IPs are fast and cheap and perfectly good against targets that do not check, but they announce themselves: the address block belongs to a hosting provider, and any anti-bot system worth the name treats that as a signal. When your success rate collapses, the fix is residential bandwidth — and that is where the pricing changes character entirely.

## A 7x gap on residential bandwidth

Webshare lists rotating residential at $7.00 per gigabyte pay-as-you-go. Our Residential Basic is $1.00. On 100 GB that is $700 against $100. Its cheapest advertised residential rate is $1.40 per GB at high volume — better than most of the market, and still above the $0.80 we charge at 1 TB. We are cheaper at the entry point and cheaper at the floor.

## What Webshare is genuinely better at

Two things, honestly. Webshare gives away a free tier and we do not — our minimum is $5. And on pure datacenter bandwidth for undefended targets, Webshare is competitively priced and easy to get started with. If your workload genuinely never needs a residential address, this comparison does not apply to you and Webshare is a sensible pick.

## But a free datacenter proxy is not a cheap residential one

The free tier is what draws people in and it is not what they end up buying. The moment your targets start filtering datacenter ranges, the relevant number is the residential rate — and there the free proxies have no bearing on what you pay. Comparing a free datacenter IP to a paid residential gigabyte is comparing two different products; on the product that actually gets through, we are seven times cheaper.

## We also sell cheap datacenter, if that is what you need

This is not a residential-only argument. Our datacenter proxies start at $0.50 per GB and our IPv6 proxies at $0.20 per GB, both on the same account and the same balance as residential. If part of your workload runs fine on datacenter addresses, run it there and keep the residential bandwidth for the targets that demand it — without opening a second account with a second vendor.

## What you get for $1.00 per GB

Real ISP-assigned residential addresses across 200+ countries, rotating and sticky sessions, HTTP, HTTPS and SOCKS5 included, and country-level targeting. The entry order is $5 for 5 GB with no subscription and no renewal. It is the same pool our premium residential plans use, offered at the basic tier.

## Volume pricing with no commitment attached

Our residential rate falls with size and nothing recurs: 500 GB is $450, or $0.90 per GB, and 1 TB is $800, or $0.80 per GB. That is below Webshare's $1.40 cheapest advertised residential rate, and it is reached by buying a terabyte rather than by holding a monthly commitment open.

## Paying, including without a card

Card, PayPal, Apple Pay and Google Pay are all supported, along with Bitcoin, Ethereum, USDT, Monero and around 300 other cryptocurrencies, activated automatically on confirmation with no KYC. Crypto and account-balance payments carry no VAT while card, PayPal and Stripe add 22%, so the payment method alone is worth about eighteen percent of the total.

## Frequently Asked Questions

### What is Webshare?

Webshare is a proxy provider best known for offering ten free datacenter proxies and low-cost datacenter bandwidth. It also sells rotating residential proxies, which list at a considerably higher rate than its datacenter product.

### Is there a free Webshare proxy alternative?

QuantumProxies does not give away free proxies — our minimum order is $5 for 5 GB. Free datacenter proxies are widely blocked by defended targets, so for anything that matters the meaningful comparison is the residential rate, where we are $1.00 per GB against Webshare's $7.00.

### How much do Webshare residential proxies cost?

As recorded in our pricing index on the verification date shown on this page, Webshare lists rotating residential proxies at $7.00 per GB pay-as-you-go, with a cheapest advertised tier of $1.40 per GB at high volume.

### What is the best Webshare alternative for residential proxies?

On price per gigabyte, QuantumProxies Residential Basic at $1.00 per GB with a $5 minimum. It is seven times cheaper than Webshare's residential pay-as-you-go rate and lower than its $1.40 volume floor.

### Who are Webshare's main competitors?

Bright Data, Oxylabs, Decodo (formerly Smartproxy), IPRoyal and SOAX come up most often, with QuantumProxies at the value end. Our residential proxy pricing index compares ten providers on price per gigabyte.

### Is Webshare cheaper than QuantumProxies?

On datacenter proxies and on its free tier, Webshare is competitive. On residential bandwidth it is not: $7.00 per GB against our $1.00 at the entry point, and $1.40 against our $0.80 at volume.

## So: is QuantumProxies the better Webshare alternative?

For residential proxies, yes — seven times cheaper at the entry point and cheaper again at volume. Webshare's free tier is real and we have not pretended otherwise, but it is datacenter bandwidth, and the moment your targets start blocking datacenter ranges it stops being part of the comparison. If you need residential addresses, $5 buys 5 GB and settles the question against your own targets.

## Keep reading

- [Residential Basic proxies from $1/GB](https://quantumproxies.io/residential-basic-proxies)
- [Residential proxy pricing index](https://quantumproxies.io/residential-proxy-pricing)
- [QuantumProxies coupon codes](https://quantumproxies.io/coupon-codes)
- [Proxy Alternatives](https://quantumproxies.io/alternatives)
- [Oxylabs Alternative](https://quantumproxies.io/alternatives/oxylabs)
- [Bright Data Alternative](https://quantumproxies.io/alternatives/bright-data)
- [Decodo (Smartproxy) Alternative](https://quantumproxies.io/alternatives/decodo)
- [NetNut Alternative](https://quantumproxies.io/alternatives/netnut)


---

# NetNut Alternative After the FBI Seizure | QuantumProxies.io

NetNut was seized by the FBI in July 2026 and no longer sells. What happened, what to check before you pick a replacement, and residential proxies at $1/GB.

## NetNut Alternatives After the FBI Seizure

On 2 July 2026 the FBI and IRS Criminal Investigation seized NetNut’s domains, and netnut.io still served a federal seizure banner when we checked on 28 August 2026. If NetNut was your supplier, you are not shopping for a discount — you are shopping for a network that will still exist next quarter.

## What to do now

Treat this as a supply-chain incident rather than a vendor switch. The takedown did not just remove one provider from the market; it produced a public statement from the investigating side that other brands were reselling the same pool. That changes what you should be asking a replacement, and it is worth an hour before it is worth a migration.

- Assume NetNut is not coming back on your timeline. The domains were seized on 2 July 2026 and were still seized when we last checked, on 28 August 2026.
- Do not shortlist on pool size. The Google Threat Intelligence Group said it has high confidence that many popular residential proxy brands white-label the network that was taken down — a big number can be a rented number.
- Ask every candidate the same sourcing questions, ours included, and treat every answer as a claim to test rather than a fact to accept.
- Then buy the smallest order each one sells and run your own targets through it. Here that costs $5 for 5 GB, with no subscription and no sales call.

## What happened to NetNut

On 2 July 2026 the FBI and the Internal Revenue Service Criminal Investigation division seized hundreds of domains belonging to NetNut, the residential proxy service operated by the Nasdaq-listed Israeli company Alarum Technologies. The seizure notice credited Google, Lumen and Shadowserver. Two weeks earlier, three security firms had independently linked NetNut’s exit nodes to a botnet called Popa — a pool of at least two million consumer devices, largely smart TVs and streaming boxes, enrolled by bundled software with little or no consent from the people who owned them.

- **Date of seizure:** 2026-07-02
- **Acting authorities:** the FBI and IRS Criminal Investigation
- **Network operator:** Alarum Technologies (NASDAQ: ALAR)
- **Underlying botnet:** Popa — at least 2 million compromised consumer devices
- **Status when we last checked:** netnut.io answers HTTP 200 with the title "Seized by the Federal Bureau of Investigation" — checked from a US exit on 28 August 2026

Reported by KrebsOnSecurity and Cybernews in July 2026. The Google Threat Intelligence Group, which took part in the disruption, said that during a single week in June 2026 it observed 316 distinct clusters of threat actors using suspected NetNut exit nodes, and that the action caused significant degradation to the network. We re-checked the domain ourselves from a US exit on 28 August 2026.

### Sources

- [KrebsOnSecurity — FBI Seizes NetNut Proxy Platform, Popa Botnet](https://krebsonsecurity.com/2026/07/fbi-seizes-netnut-proxy-platform-popa-botnet/)
- [Cybernews — Google, FBI disrupt NetNut botnet spanning 2M devices](https://cybernews.com/news/google-fbi-disrupt-netnut-botnet-2-million-devices/)

## Where NetNut traffic is going, compared on price

Price is not the first question after a takedown, but it is the question you land on once a provider has passed the checks below. This is our residential pricing index: every provider we track, the rate a new account actually pays, the cheapest rate each one advertises, and what unlocking that cheapest rate costs. We name them and we do not link to them — the index records a source page for every figure, so all of it can be checked without taking our word for it.

| Provider | Pay-as-you-go per GB | Cheapest advertised rate | Minimum to start |
| --- | --- | --- | --- |
| QuantumProxies — Residential Basic | $1.00 | $0.80 | $5 minimum, no subscription |
| DataImpulse | $1.00 | $0.80 | $5 (5 GB); $0.8/GB from 1 TB, custom pricing from 5 TB |
| PacketStream | $1.00 | $1.00 | $50 minimum purchase, no subscription, balance never expires (single flat rate) |
| Proxy-Cheap | $2.60 | $0.78 | UNVERIFIED: homepage card reads '$2.60 $0.78/GB' and the JS-only product page could not be read (404 + bot challenge), so it is not clear whether $0.78 is a promo or a bulk tier; PAYG, no monthly commitment |
| Webshare | $3.50 | $1.40 | monthly plan, no PAYG top-up (1 GB plan at $3.50/GB, cancel anytime); $1.40 tier requires a 3,000 GB/mo plan |
| Proxy-Seller | $3.50 | $2.20 | $220/mo (100 GB plan) for $2.20/GB; page advertises 'From $1.30/GB' for custom/enterprise volumes via sales ('save up to 30% on large projects') |
| Decodo | $4.00 | $2.00 | $11.25/mo (3 GB at $3.75/GB); $2.00 tier requires the 1,000 GB/mo enterprise plan |
| SOAX | $5.00 | $0.85 | none (Sandbox $0/mo at $5.00/GB); $0.85 tier requires the $3,000/mo Enterprise plan |
| NodeMaven | $5.00 | $2.20 | none (PAYG from 2 GB at $5.00/GB); $2.20 tier requires the 1,000 GB monthly plan (PAYG 1,000 GB is $2.45/GB) |
| ProxyEmpire | $7.00 | $3.00 | none (PAYG 1 GB); $3.00/GB list ($1.50 with EMPIRE50) requires the 1,000 GB Enterprise plan at $3,000/mo list ($1,500 promo); custom 5 TB+ 'From $0.75/GB' |
| IPRoyal | $7.35 | $1.75 | none; $1.75/GB only on subscription from 10 TB (PAYG bulk is $1.84/GB from 10 TB) |
| Bright Data | $8.00 | $2.50 | none (PAYG) / $1,999-mo (798 GB plan) for $2.50 tier |
| Oxylabs | No pay-as-you-go rate | $2.50 | no PAYG; $30/mo (5 GB Starter at $6/GB); $2.50 tier requires $2,500/mo (1 TB Corporate) |

Competitor prices verified 2026-09-08. Sorted by pay-as-you-go rate, lowest first. That is an arithmetic order, not a ranking: providers publishing no pay-as-you-go rate appear last, and nothing here scores quality, success rate or support. Figures are advertised list prices taken from each provider's own public pricing page on the verification date shown above, in USD, excluding VAT.

Most “best NetNut alternatives” lists have the same flaw: they were written to sell the next proxy network, so they treat a federal seizure as a marketing event. The useful version of this page is shorter and less flattering to everyone in the market, us included. NetNut is gone. The reason it is gone is that its residential pool was substantially built on devices whose owners had not knowingly agreed to be in it. And the organisation that helped take it down said publicly that other brands were reselling that same pool. That last point is the one worth carrying into your next purchase, because it is the one that decides whether you have to do this again in six months.

## Seized is not the same as down

A provider that is having an outage comes back. A provider whose domains have been seized by two federal agencies is in a different situation, and it is not one that resolves on a schedule you can plan around. As of our check on 28 August 2026, nearly two months after the action, netnut.io was still returning a seizure banner rather than a service. Whatever balance you were holding sits with a seized operator, and any credentials, IP allowlists or webhook endpoints you shared with the platform should be rotated on the assumption that the environment around them is no longer under its original management. That is ordinary hygiene after any vendor compromise, and it is cheaper than finding out otherwise.

## Why moving to the next big name is not automatically safer

The instinct after a takedown is to buy the largest, most established network available, on the theory that size means legitimacy. The Google Threat Intelligence Group specifically warned against that inference. In its write-up of the disruption it said it has high confidence that many popular residential proxy brands are in fact white-labelling the NetNut botnet, and it noted that when a network is degraded, operators tend to buy capacity from competitors and quietly become resellers. Both halves matter to a buyer. A brand you have heard of may be a storefront on someone else’s pool, and the composition of that pool can change underneath a stable-looking logo without any announcement at all.

## What to ask any provider now — including us

Five questions separate a provider that has thought about this from one that has not. Where do the residential IPs come from, and by what mechanism does a household end up in the pool? Are the people supplying that bandwidth told what they are joining, compensated for it, and able to leave? Is the network operated or resold, and if it is resold, from whom? What happens to my balance and my sessions if the upstream disappears the way NetNut did? And can I buy a small amount first, without a subscription, a sales call or a contract, so that the answer to all of the above can be tested rather than believed? A provider that answers the first four cleanly and refuses the fifth has told you something about how it expects to be evaluated.

## What we publish about our own network, and how to check it

Our stated position is that our residential pool is built from participants who join knowingly and are compensated for the bandwidth they contribute, across roughly 90 million addresses. We are not going to pretend that stating it settles it. After a takedown in which the investigators said the quiet part out loud about white-labelling, a sourcing claim from any vendor — this one included — is a claim, and the only honest thing to do with it is make it cheap to test. That is what the $5 minimum is for: five gigabytes, no subscription, no identity check, no call. Point it at the targets you actually scrape, look at the success rate and the exit addresses you get back, and judge from that rather than from this paragraph.

## What a replacement costs

Residential Basic is $1.00 per gigabyte pay-as-you-go with a $5 minimum order and no subscription attached. As recorded in our pricing index on the verification date shown on this page, no provider in that index publishes a lower pay-as-you-go rate, and one — DataImpulse — matches it at $1.00. At volume our rate falls to $0.90 per GB at 500 GB and $0.80 per GB at 1 TB, and it falls because you bought bandwidth, not because you committed to a monthly spend. The table above sets those figures beside every other provider we track so you can see where the whole market sits rather than only where we do.

## Migrating without rewriting your scrapers

The practical part is usually smaller than people expect. Our residential endpoints speak ordinary HTTP, HTTPS and SOCKS5 with username and password authentication, with rotating and sticky sessions and country-level targeting across 200+ countries, so for most codebases a migration is a change of host, port and credentials rather than a change of architecture. If your integration was built against NetNut’s gateway pattern, the shape of it — a single endpoint, session control in the username, geo selection as a parameter — is the same shape here. Move one job first, compare success rates against your own logs for a day, then move the rest.

## Paying without a procurement loop

Signup is an email address. Card, PayPal, Apple Pay and Google Pay all work, as do Bitcoin, Ethereum, USDT, Monero and around 300 other cryptocurrencies, credited automatically on confirmation with no KYC at any plan size. Crypto and account-balance payments carry no VAT while card, PayPal and Stripe add 22%, so the payment method is itself worth roughly eighteen percent of the total. For a team that has just lost a supplier overnight, the relevant part is that nothing here requires a quote, a contract or a scheduled call before traffic can move.

## Frequently Asked Questions

### Is NetNut shut down?

Effectively, yes. The FBI and IRS Criminal Investigation seized hundreds of NetNut domains on 2 July 2026, and netnut.io was still serving a federal seizure banner when we checked from a US exit on 28 August 2026. It is not selling and should not be treated as a supplier you can plan around.

### Why was NetNut seized?

According to the seizure notice and the reporting around it, NetNut’s residential proxy network was populated by a botnet called Popa: at least two million consumer devices, largely smart TVs and streaming boxes, running bundled software that turned them into always-on proxy exit nodes with little or no consent from their owners. NetNut was operated by the Nasdaq-listed Israeli company Alarum Technologies, which said it would cooperate with investigators.

### Will my NetNut proxies come back?

Nothing about a domain seizure by two federal agencies suggests a timeline you can plan around, and the domains were still seized nearly two months later. Treat the capacity as gone, rotate any credentials that were shared with the platform, and move the workload rather than waiting.

### What is the best NetNut alternative?

It depends on what you were using NetNut for, but the selection criteria changed with the takedown: sourcing you can question, a small enough first order to test properly, and no commitment that would hurt if it happened again. QuantumProxies Residential Basic is $1.00 per GB with a $5 minimum and no subscription. The table on this page lists every other provider in our pricing index with its published rates so you can shortlist rather than take a single recommendation.

### Which NetNut alternatives are cheapest per GB?

On the verification date shown on this page, no provider in our residential pricing index publishes a pay-as-you-go rate below our $1.00 per GB, and DataImpulse matches it at $1.00. Several providers advertise lower cheapest-tier rates — Proxy-Cheap at $0.52 and SOAX at $0.85, for example — but those are volume floors rather than the rate a new account pays, which is why the table shows both numbers.

### Are residential proxies still safe to buy after the NetNut takedown?

Residential proxies are a normal tool for price monitoring, ad verification and public data collection, and nothing about the takedown changes that. What it changes is the diligence: the Google Threat Intelligence Group said many popular brands white-label pools they did not build, so the sourcing question is now a purchasing question rather than an ethics footnote. Ask it of every provider you shortlist.

### Was QuantumProxies part of the NetNut network?

No — QuantumProxies is a separate network and has never been operated by Alarum Technologies. On the wider question of where any provider’s addresses come from, this page argues that no vendor’s self-description should be accepted on trust, and that includes ours. What we publish is that participants in our pool join knowingly and are compensated for the bandwidth they contribute. What we suggest is that you spend $5, run your own targets through it, and judge the result.

## So what is the best NetNut alternative?

“Best” is the wrong frame two months after a federal seizure. The provider you want is the one whose sourcing you can interrogate, whose smallest order is small enough to test properly, and whose pricing does not depend on a commitment you would regret if this happened again. We think that describes us at $1.00 per gigabyte with a $5 minimum, and we have put the rest of the market in the table above rather than hiding it, because a comparison that only lists the author is not a comparison. Buy 5 GB, run your own targets, and decide from your own numbers.

## Keep reading

- [Residential Basic proxies from $1/GB](https://quantumproxies.io/residential-basic-proxies)
- [Residential proxy pricing index](https://quantumproxies.io/residential-proxy-pricing)
- [QuantumProxies coupon codes](https://quantumproxies.io/coupon-codes)
- [Proxy Alternatives](https://quantumproxies.io/alternatives)
- [Oxylabs Alternative](https://quantumproxies.io/alternatives/oxylabs)
- [Bright Data Alternative](https://quantumproxies.io/alternatives/bright-data)
- [Decodo (Smartproxy) Alternative](https://quantumproxies.io/alternatives/decodo)
- [Webshare Alternative](https://quantumproxies.io/alternatives/webshare)


---

# Best US Residential Proxies in 2026: 11 Providers Compared by $/GB

11 US residential proxy providers compared by entry price, volume price per GB, free trial and state/city targeting. Prices re-verified 8 September 2026.

## Best US Residential Proxies in 2026: 11 Providers Compared by Price per GB

**11 providers · prices re-verified 8 September 2026 · Quantum Proxies from $0.80/GB**

The cheapest way to buy US residential proxies in September 2026 is a flat pay-as-you-go rate of $0.80–$1.00 per GB; list prices at the largest networks run $7–8 per GB before promo codes. This page compares 11 providers against our own plans on the numbers that decide your bill: entry price, volume price, free trial and how precisely you can target the United States.

- **11** competitors compared with Quantum Proxies
- **$0.80** lowest published at-volume price per GB in the table
- **8 Sep 2026** date every price was re-verified
- **100 MB** our free trial, 5 days, no card

## How we compared (8 September 2026)

Every price in the table was read from the provider's public pricing page on 8 September 2026, from a US exit, and cross-checked against the page text or its structured offer data. We recorded six things per provider: the entry price for pay-as-you-go traffic (or the smallest plan where there is no PAYG), the cheapest published per-GB tier and what it takes to reach it, whether a free trial exists and what it contains, how finely you can target the United States, the protocols supported, and how long a sticky session can hold one IP.

Promotional prices are shown next to the list price and labelled as promos, because a 50% code that expires in three months is not a price. Two providers were left out because their pricing pages could not be read reliably on the verification date. We name competitors but do not link to them, and we do not claim success rates for anyone, ourselves included.

## What "US residential" actually means

A residential IP is an address a consumer internet provider has assigned to a household connection: a cable modem in Ohio, a fibre line in Texas, a DSL router in Maine. Websites geolocate visitors from the IP's registration and routing data, so a request through a US residential proxy is served the way a US visitor is served: local prices, local search results, local availability. That is the whole product; the rest of this page is about what you pay for it and how precisely you choose where the IP sits.

Precision matters more than pool size for most US jobs. A price check on a retailer that quotes shipping by ZIP needs an IP in the right state, a rank-tracking run for Denver needs Denver, and an ad-verification job has to land in the exact market that was bought. Country-only targeting gives you "somewhere in the United States", which is fine for national catalogues and useless for anything regional.

## The three price bands you will see

US residential pricing in 2026 sits in three bands. The flat band is $0.80–$1.00 per GB: DataImpulse, PacketStream and our Residential Basic tier all charge about a dollar with no subscription, differing mainly in minimum purchase ($5, $50 and $25 respectively) and in targeting depth. The middle band is $2–5 per GB pay-as-you-go: Decodo at $4, Webshare's 1 GB plan and Proxy-Seller at $3.50, SOAX and NodeMaven at $5, our Residential Premium at $4 for 1 GB.

The top band is the $7–8 list price at Bright Data, IPRoyal and ProxyEmpire, usually shown next to a promo of $3.50–4. Those networks reach $1.75–2.50 per GB only on committed plans from roughly $2,000 a month or 10 TB of traffic. Oxylabs has no pay-as-you-go option at all: $6 per GB on a $30 monthly plan, $2.50 on the 1 TB plan. Sales-quoted figures such as "from $0.75 for 5 TB+" are not published tiers and are not in the table.

## Our own offer, honestly

Quantum Proxies sells two residential tiers from the same 90M+ IP pool, both pay-as-you-go on a wallet topped up from $5, no subscription, balance never expires. Residential Basic is the budget tier: $1.00 per GB from 25 GB, $0.90 at 500 GB, $0.80 at 1,000 GB, valid 90–360 days, with country, state, city and ASN targeting and sticky sessions from 3 minutes. Residential Premium is priced for finer control: $4 for 1 GB, $2.50 per GB at 100 GB and $2.20 at 500 GB, with sticky sessions up to 120 minutes.

US targeting covers 49 states plus DC, with cities under each state, written into the proxy username. HTTP, HTTPS and SOCKS5 are all supported. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked by a one-time SMS verification with no card. What we do not offer: a dedicated account manager, or any promise about success rates on a given site.

## When it is worth paying more

Pay the middle or top band when the job needs something the dollar tier does not sell. City-level and ASN precision across many metros is the usual reason: if your ad-verification or rank-tracking contract names forty US cities, a provider that only offers country targeting cannot deliver it, whatever the price. Support terms are the second reason: enterprise plans at Bright Data, Oxylabs and Decodo come with account managers and contractual SLAs that a $5 top-up does not.

Pool depth is the third. National rotating scrapes at hundreds of GB a day exhaust a small provider's US inventory and you start seeing repeats; the very large networks publish their pool sizes for this reason. If none of these three applies, the extra $2–7 per GB is buying reputation rather than results, and the only way to know is to test.

## When a flat $1/GB provider is enough

Most US residential work is national, rotating and tolerant of the occasional slow IP: price grids, catalogue snapshots, search results, availability checks, public listing data. For those, country- or state-level targeting is enough and the per-GB rate is what decides the bill. At 200 GB a month the difference between $1.00 and $4.00 per GB is $600, every month.

Check three things before you commit to a flat-rate provider. The minimum purchase: PacketStream asks $50 up front, DataImpulse $5, our Residential Basic $25 for 25 GB. Whether the rate includes state and city targeting and sticky sessions, or only country-level rotation. And validity: traffic that expires in 30 days costs more than the sticker price if you do not use it. Our Basic plans keep traffic for 90–360 days and the wallet balance never expires.

## How to test any provider in an hour

Take the trial or the smallest top-up and run three checks against the targeting you actually bought, then compare the bill for the traffic you used, minimum purchase included, with the quoted per-GB rate.

- Targeting: request an IP checker through the proxy with a state or city set, twenty times. Every exit should geolocate to the state you asked for; log the ISP names so you can see whether the pool is genuinely residential or padded with hosting ranges.
- Your real target: fetch 200 pages from the site you care about with rotating IPs and count 2xx responses, timeouts and challenge pages. No marketing page tells you this number; your own run does.
- Sticky stability: open a session with a 10-minute TTL and poll the IP checker every 30 seconds. The address should not change until the TTL expires. Repeat with the longest TTL the provider sells if your job involves logins or carts.

## US residential proxies compared (prices re-verified 8 September 2026)

| Provider | From ($/GB) | At volume ($/GB) | Free trial | US targeting | Best for |
| --- | --- | --- | --- | --- | --- |
| Quantum Proxies (this site) | $0.80 (Residential Basic; $1.00 at 25 GB) | $0.80 at 1,000 GB Basic; Premium $2.20 at 500 GB | 100 MB free, 5 days, SMS verification, no card | State, city and ASN (49 states + DC) | Pay-as-you-go scraping with no subscription |
| Bright Data | $8.00 list ($4.00 with a 3-month promo code) | $2.50 on the 798 GB plan ($1,999/mo) | Free trial; first deposit matched up to $500 | Country/state/city | Large committed monthly volumes |
| Oxylabs | No PAYG; from $2.50 on the 1 TB plan | $2.50 at 1 TB ($2,500/mo); $6.00 on the 5 GB plan | On request, once per client | Country/state/city | Enterprise monthly subscriptions |
| Decodo | $4.00 PAYG ($3.75 on the 3 GB plan) | $2.00 on the 1,000 GB/mo enterprise plan | 3 days, 100 MB; 14-day money-back | Country/state/city | Small monthly plans with a refund window |
| IPRoyal | $7.35 PAYG ($7.00 on subscription) | $1.75 on subscription from 10 TB ($1.84 PAYG) | None | Country/state/city | Bulk purchases of 10 TB and up |
| DataImpulse | $1.00 PAYG ($5 minimum, 5 GB) | $0.80 from 1 TB | None shown | Country | Flat $1/GB from a $5 top-up |
| Webshare | $3.50 on the 1 GB monthly plan (no PAYG top-up) | $1.40 on the 3,000 GB/mo plan | No residential trial (free plan is 10 datacenter proxies) | Country | Monthly plans that scale down with size |
| SOAX | $5.00 (Sandbox, $0/mo) | $0.85 on the Enterprise plan ($3,000/mo) | None shown; Sandbox is pay per GB | Country/state/city | One rate across residential and mobile on committed plans |
| NodeMaven | $5.00 PAYG (2 GB) | $2.20 on the 1,000 GB monthly plan ($2.45 PAYG) | Paid: $3.50 for 750 MB | Country | Monthly plans between 2 GB and 1 TB |
| Proxy-Seller | $3.50 PAYG (1 GB) | $2.20 on the 100 GB plan ($220/mo) | None shown | Country | Small monthly plans from 3 GB |
| PacketStream | $1.00 | $1.00 (single flat rate) | On request (form) | Country | Flat $1/GB with a $50 minimum, no subscription |
| ProxyEmpire | $7.00 list ($3.50 with a 50% promo code) | $3.00 list on the 1,000 GB plan ($1.50 with the code) | Paid: $1.97 on all plans | Country | Plans from 1 GB PAYG to 1,000 GB, priced around a promo code |

## Frequently Asked Questions

### What is the cheapest US residential proxy in 2026?

On published prices, the lowest per-GB rate in our table is $0.80: Quantum Proxies Residential Basic at 1,000 GB and DataImpulse from 1 TB. PacketStream charges a flat $1.00 with a $50 minimum. SOAX reaches $0.85, but only on a $3,000-a-month plan. Sales-quoted "from $0.75" figures for 5 TB and up are not published tiers.

### Do these prices include US targeting?

At every provider in the table, choosing the United States as the country costs nothing extra; the per-GB rate is global. State and city selection are included where offered, at Bright Data, Oxylabs, Decodo, IPRoyal, SOAX and Quantum Proxies. What differs is depth: some providers stop at the country, and ASN selection is rarer still.

### Pay-as-you-go or subscription?

Pay-as-you-go wins when usage is irregular or below a few hundred GB a month, because you buy only what you use and nothing renews. Subscriptions win when you can commit: the $1.75–2.50 tiers at Bright Data, Oxylabs, Decodo and IPRoyal require monthly plans or multi-TB purchases. Our plans are pay-as-you-go at every size, from 25 GB to 1,000 GB.

### Are the promo prices permanent?

No. Bright Data's $4 and ProxyEmpire's $3.50 are 50% codes valid for a limited period (three months at Bright Data); after that the list price of $7–8 per GB applies. Treat a promo as the first invoice, not the price, and check what a renewal costs before building a budget around it.

### Do I need ISP proxies instead of residential?

Only if the job needs the same IP for days or weeks: a set of accounts you manage, a tool that whitelists one address, a long-running dashboard session. Rotating residential per GB is cheaper and better for collection. Our USA ISP proxies are dedicated static residential-range IPs from $3.80 per IP per month with unmetered bandwidth.

### Which providers offer a free trial for US residential proxies?

Quantum Proxies (100 MB, 5 days, SMS verification, no card), Decodo (3 days, 100 MB), Bright Data (free trial plus a matched first deposit) and Oxylabs (on request, once per client). PacketStream takes trial requests by form. IPRoyal and DataImpulse show no free trial; NodeMaven and ProxyEmpire sell paid trials at $3.50 and $1.97.

### How often is this comparison updated?

The prices come from our proxy pricing index, which is re-verified against each provider's public pricing page from a US exit; the table title carries the verification date, currently 8 September 2026. When the index is refreshed, the table and this date change with it. If a number looks stale, the provider's own page wins.

## Sources

- [Proxy server (Wikipedia)](https://en.wikipedia.org/wiki/Proxy_server)
- [Internet geolocation (Wikipedia)](https://en.wikipedia.org/wiki/Internet_geolocation)
- [RFC 9110: HTTP Semantics](https://www.rfc-editor.org/rfc/rfc9110.html)
- [Proxy servers and tunneling (MDN)](https://developer.mozilla.org/en-US/docs/Web/HTTP/Guides/Proxy_servers_and_tunneling)
- [Managing multi-regional and multilingual sites (Google Search Central)](https://developers.google.com/search/docs/specialty/international/managing-multi-regional-sites)

## Related

- [USA Residential Proxies](https://quantumproxies.io/residential-proxies/usa)
- [Residential Proxies (all countries)](https://quantumproxies.io/residential-proxies)
- [Residential Basic Proxies](https://quantumproxies.io/residential-basic-proxies)
- [Proxy Provider Alternatives](https://quantumproxies.io/alternatives)
- [Residential Proxy Pricing Index](https://quantumproxies.io/residential-proxy-pricing)
- [Free Trial Proxies](https://quantumproxies.io/free-trial-proxies)
- [USA ISP Proxies](https://quantumproxies.io/isp-proxies/usa)


---

# Free Trial Proxies – 100 MB Residential, No Credit Card

Free trial proxies: 100 MB of real residential IPs for 5 days, no credit card, nothing to cancel. Unlock by SMS and test rotating or sticky sessions.

## Free Trial Proxies: Test Real Residential IPs Without a Card

**100 MB free · 5 days · no credit card**

A new QuantumProxies.io account can claim 100 MB of Residential Basic traffic free for 5 days, once per person. You need a verified email and a mobile number that can receive an SMS code; no credit card, no subscription, nothing to cancel. You get real residential IPs in 200+ countries, rotating or sticky, over HTTP or SOCKS5. When it runs out, paid traffic starts at $0.80–$1.00 per GB.

- **100 MB** of Residential Basic traffic, free
- **5 days** trial validity from activation
- **$0** no card, no subscription, nothing to cancel
- **200+** countries in the residential pool

## What the free trial includes

The trial is 100 MB of Residential Basic bandwidth, valid for 5 days from the moment you activate it, one per person. It draws from the same pool as paid Residential Basic: 90M+ residential IPs across 200+ countries, city-level targeting, rotating or sticky sessions, HTTP and SOCKS5. The credentials, endpoints and dashboard are identical to what you get after buying, so anything that works in the trial works the same way on a paid plan.

Activation costs nothing and asks for no payment method. You verify a phone number once by SMS in Settings → Free Trial and the 100 MB is credited to your account on the spot. The trial covers the residential pool only; mobile, ISP and datacenter products are not included, and the cheapest paid entry for each is listed below.

## Free trial requirements

The trial asks for no payment method and no company details. It has four requirements, all of them checked in Settings → Free Trial when you request or enter the SMS code. If one is not met, the dashboard tells you there and then, so you know before you spend any time on setup.

- A verified email address: confirm it from the link we send when you sign up (Google sign-in is confirmed automatically)
- A mobile number that can receive an SMS code; virtual and VoIP numbers are not accepted
- One trial per person: a phone number can verify one account, and each account can claim the trial once
- A country where the trial is offered: it is not available in every country, and SMS codes cannot be sent to some country codes

## What you can test with 100 MB

A typical HTML page weighs between 30 and 100 KB once you skip images and video, so 100 MB is roughly a few thousand page loads. That is enough to answer the questions that matter before you pay: does the target site accept the IPs, does a sticky session survive a login flow, what latency do you see from your region, and do the country or city filters return the location you asked for.

Spend it wisely. Request HTML only, disable image and media loading in your browser automation, and point the trial at your actual target rather than a speed test. If you need to test a full crawl with assets, the 25 GB Residential Basic plan at $25 is the smallest paid step and the traffic stays valid for months.

- Check target compatibility on the exact pages you will scrape
- Verify sticky sessions across a multi-step login or checkout
- Compare rotating vs sticky behaviour on the same endpoint
- Confirm country and city targeting with a geolocation lookup

## How to claim your free trial in 3 steps

The whole process takes a couple of minutes and does not touch a card. You create an account with an email address, open the trial page in Settings, verify a phone number by SMS, and the 100 MB appears in your balance. From there you generate proxy credentials the same way paid users do, pick a country and session type, and start sending requests through the residential gateway.

- 1. Sign up at app.quantumproxies.io and confirm your email address — no payment method is requested
- 2. Open Settings → Free Trial and confirm your phone number with the one-time SMS code
- 3. Generate residential credentials (user:pass or IP whitelist) and connect over HTTP or SOCKS5

## No credit card, nothing to cancel

The trial is not a discounted first month of a subscription. Quantum Proxies does not sell subscriptions at all: residential, mobile and datacenter traffic is sold as prepaid GB blocks, and the wallet is topped up manually or by optional auto-recharge that you enable yourself. When the 100 MB or the 5 days are used up, the trial simply stops. Nothing renews, no invoice is generated and there is no plan to cancel.

We ask for a one-time phone verification because a free residential allowance is a target for abuse, and one SMS per person keeps the pool clean for everyone who uses it, including you. The number is used only to unlock the trial.

## Mobile, ISP and datacenter proxies: not in the trial, cheap to test

If you searched for a mobile proxy free trial or a datacenter proxy free trial, be aware that the 100 MB applies to residential IPs only. For the other products the entry plans are small enough to serve as a paid test: 1 GB of 4G/5G mobile traffic costs $5 and stays valid 90 days, a single ISP (static residential) IP with unmetered bandwidth is priced per IP per month, from $2.50 at volume (exact price in the configurator), and the smallest datacenter block is 50 GB for $40.

Because there is no subscription, these are one-off purchases. Buy 1 GB of mobile, run your test, and decide; if it works, larger mobile plans drop to $2.30 per GB at 500 GB and ISP IPs are from $2.50 each per month at volume.

## What happens after the trial

When you are ready to continue, you have two options. Buy a Residential Basic plan directly: 25 GB for $25, 50 GB for $50, 100 GB for $100, 500 GB for $450 or 1,000 GB for $800, which works out to $0.80–$1.00 per GB with 90–360 days of validity. Or top up the wallet with any amount from $5 and draw on it as you go; the balance never expires and you can switch on auto-recharge so a long job never stalls.

Payment works by card, PayPal or 300+ cryptocurrencies including USDT, with no KYC for crypto. Your trial credentials, whitelisted IPs and session settings carry over unchanged, so switching from trial to paid means adding traffic, not reconfiguring.

## Trial vs paid entry plans

| Plan | Included | Price | Validity |
| --- | --- | --- | --- |
| Free trial (Residential Basic) | 100 MB, 200+ countries, rotating + sticky | $0 — no card | 5 days, one per person |
| Residential Basic 25 GB | 25 GB, 90M+ IPs, city targeting | $25 ($1.00/GB) | 90–360 days |
| Residential Basic 1,000 GB | 1,000 GB, same pool | $800 ($0.80/GB) | 90–360 days |
| Mobile 4G/5G 1 GB | 1 GB of real carrier IPs, 194 countries | $5 | 90 days |
| ISP / static residential 1 IP | 1 dedicated static IP, unmetered bandwidth | From $2.50 per IP / month (volume price) | Monthly, 5–12% off for 60–120 days |
| Datacenter 50 GB | 50 GB of datacenter traffic | $40 ($0.80/GB) | 30 days |
| Wallet top-up | Any product, any amount | From $5 | Balance never expires |

## Frequently Asked Questions

### Do I need a credit card for the free trial proxies?

No. The free trial requires no card, PayPal account or crypto wallet. You sign up with an email address, verify a phone number once by SMS in Settings → Free Trial, and 100 MB of Residential Basic traffic is credited instantly. No payment method is stored, so nothing can be charged later.

### How long does the trial last and how much traffic is included?

The trial gives you 100 MB of residential bandwidth, valid for 5 days from activation. It ends when either limit is reached. Since an HTML page is typically 30–100 KB, that is roughly a few thousand page loads, enough to confirm that the target site, sticky sessions and geo targeting work for your use case.

### Can I test mobile, ISP or datacenter proxies for free?

The free trial covers the residential pool only. Mobile, ISP and datacenter products are not included, but their entry plans are small enough to act as a paid test: 1 GB of mobile traffic is $5 (valid 90 days), ISP static IPs are from $2.50 per IP per month (exact price in the configurator) and the smallest datacenter block is 50 GB for $40. None of them renews automatically.

### Do I need to cancel anything when the trial ends?

No. There is no subscription behind the trial and no plan to cancel. When the 100 MB or the 5 days are used up, the trial simply stops. Nothing renews and no invoice is created. If you want more traffic you buy a prepaid plan or top up the wallet from $5, both one-off purchases.

### Which countries can I use during the trial?

The trial runs on the same Residential Basic pool as paid plans: 90M+ IPs across 200+ countries with city-level targeting. You can pick any country or city available in the location list and switch between them freely within your 100 MB, which makes it a realistic test of geo-targeted scraping or localized checks.

### Are sticky sessions available in the free trial?

Yes. Trial credentials support both rotating sessions, where each request can come from a different IP, and sticky sessions, where you keep the same IP for a multi-step flow such as a login or a checkout. Both work over HTTP/HTTPS and SOCKS5 with user:pass authentication or IP whitelisting, exactly as on paid plans.

### What do I need to claim the free trial proxies?

A verified email address and a mobile number that can receive an SMS code; no card and no company details. Create an account at app.quantumproxies.io, confirm your email, open Settings → Free Trial and enter the one-time code. The 100 MB is credited immediately. The trial is one per person and not available in every country: the dashboard tells you if yours is excluded.

### What if the SMS verification code does not arrive?

Wait a minute and request the code again, checking that the country prefix is correct. If it still fails, contact support from the dashboard or the chat; the team is available 24/7 and can verify your number manually or unlock the trial for you. The trial is one per person, so a single verified number is all you need.

## Sources

- [FTC final "Click-to-Cancel" rule (press release)](https://www.ftc.gov/news-events/news/press-releases/2024/10/federal-trade-commission-announces-final-click-cancel-rule-making-it-easier-consumers-end-recurring)
- [16 CFR Part 425: Negative Option Rule (FTC)](https://www.ftc.gov/legal-library/browse/federal-register-notices/16-cfr-part-425-negative-option-rule)
- [Back to basics: Multi-factor authentication (NIST)](https://www.nist.gov/itl/applied-cybersecurity/back-basics-multi-factor-authentication-mfa)
- [One-time password (Wikipedia)](https://en.wikipedia.org/wiki/One-time_password)
- [PCI DSS (PCI Security Standards Council)](https://www.pcisecuritystandards.org/standards/pci-dss/)

## Related

- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Mobile Proxies](https://quantumproxies.io/mobile-proxies)
- [ISP Proxies](https://quantumproxies.io/isp-proxies)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Cheap Proxies](https://quantumproxies.io/cheap-proxies)


---

# Australia IPv6 Proxies – Millions of Australia IPs from $0.20/GB

Australia IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Australian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your…

## Australia IPv6 Proxies: Rotating and Static Australian IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Australia IPv6 proxies give you Australian exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Australia IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Australia pool exits from Australian IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Australia.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Australia pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Australia IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Australia traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Australia targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Australia country token, and the gateway at ipv6.quantumproxies.io picks a matching Australian IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Australia, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Australia exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Australia residential proxies put you on real Australian home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Australia IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Australia-only?

This page covers the Australia pool, and you set the country in the proxy username, so Australia exits are what you get by default here. IPv6 targeting is country level: you pick the Australia, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Australia Residential Proxies](https://quantumproxies.io/residential-proxies/australia)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Austria IPv6 Proxies – Millions of Austria IPs from $0.20/GB

Austria IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Austrian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target…

## Austria IPv6 Proxies: Rotating and Static Austrian IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Austria IPv6 proxies give you Austrian exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Austria IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Austria pool exits from Austrian IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Austria.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Austria pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Austria IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Austria traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Austria targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Austria country token, and the gateway at ipv6.quantumproxies.io picks a matching Austrian IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Austria, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Austria exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Austria residential proxies put you on real Austrian home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Austria IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Austria-only?

This page covers the Austria pool, and you set the country in the proxy username, so Austria exits are what you get by default here. IPv6 targeting is country level: you pick the Austria, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Austria Residential Proxies](https://quantumproxies.io/residential-proxies/austria)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Brazil IPv6 Proxies – Millions of Brazil IPs from $0.20/GB

Brazil IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Brazilian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target…

## Brazil IPv6 Proxies: Rotating and Static Brazilian IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Brazil IPv6 proxies give you Brazilian exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Brazil IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Brazil pool exits from Brazilian IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Brazil.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Brazil pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Brazil IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Brazil traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Brazil targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Brazil country token, and the gateway at ipv6.quantumproxies.io picks a matching Brazilian IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Brazil, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Brazil exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Brazil residential proxies put you on real Brazilian home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Brazil IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Brazil-only?

This page covers the Brazil pool, and you set the country in the proxy username, so Brazil exits are what you get by default here. IPv6 targeting is country level: you pick the Brazil, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Brazil Residential Proxies](https://quantumproxies.io/residential-proxies/brazil)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Canada IPv6 Proxies – Millions of Canada IPs from $0.20/GB

Canada IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Canadian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## Canada IPv6 Proxies: Rotating and Static Canadian IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Canada IPv6 proxies give you Canadian exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Canada IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Canada pool exits from Canadian IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Canada.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Canada pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Canada IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Canada traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Canada targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Canada country token, and the gateway at ipv6.quantumproxies.io picks a matching Canadian IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Canada, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Canada exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Canada residential proxies put you on real Canadian home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Canada IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Canada-only?

This page covers the Canada pool, and you set the country in the proxy username, so Canada exits are what you get by default here. IPv6 targeting is country level: you pick the Canada, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Canada Residential Proxies](https://quantumproxies.io/residential-proxies/canada)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# China IPv6 Proxies – Millions of China IPs from $0.20/GB

China IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Chinese IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## China IPv6 Proxies: Rotating and Static Chinese IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

China IPv6 proxies give you Chinese exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What China IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The China pool exits from Chinese IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the China.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our China pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## China IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and China traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## China targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the China country token, and the gateway at ipv6.quantumproxies.io picks a matching Chinese IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the China, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your China exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

China residential proxies put you on real Chinese home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do China IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies China-only?

This page covers the China pool, and you set the country in the proxy username, so China exits are what you get by default here. IPv6 targeting is country level: you pick the China, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [China Residential Proxies](https://quantumproxies.io/residential-proxies/china)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# France IPv6 Proxies – Millions of France IPs from $0.20/GB

France IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static French IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## France IPv6 Proxies: Rotating and Static French IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

France IPv6 proxies give you French exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What France IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The France pool exits from French IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the France.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our France pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## France IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and France traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## France targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the France country token, and the gateway at ipv6.quantumproxies.io picks a matching French IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the France, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your France exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

France residential proxies put you on real French home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do France IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies France-only?

This page covers the France pool, and you set the country in the proxy username, so France exits are what you get by default here. IPv6 targeting is country level: you pick the France, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [France Residential Proxies](https://quantumproxies.io/residential-proxies/france)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Germany IPv6 Proxies – Millions of Germany IPs from $0.20/GB

Germany IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static German IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## Germany IPv6 Proxies: Rotating and Static German IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Germany IPv6 proxies give you German exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Germany IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Germany pool exits from German IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Germany.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Germany pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Germany IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Germany traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Germany targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Germany country token, and the gateway at ipv6.quantumproxies.io picks a matching German IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Germany, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Germany exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Germany residential proxies put you on real German home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Germany IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Germany-only?

This page covers the Germany pool, and you set the country in the proxy username, so Germany exits are what you get by default here. IPv6 targeting is country level: you pick the Germany, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Germany Residential Proxies](https://quantumproxies.io/residential-proxies/germany)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# India IPv6 Proxies – Millions of India IPs from $0.20/GB

India IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Indian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## India IPv6 Proxies: Rotating and Static Indian IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

India IPv6 proxies give you Indian exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What India IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The India pool exits from Indian IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the India.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our India pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## India IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and India traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## India targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the India country token, and the gateway at ipv6.quantumproxies.io picks a matching Indian IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the India, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your India exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

India residential proxies put you on real Indian home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do India IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies India-only?

This page covers the India pool, and you set the country in the proxy username, so India exits are what you get by default here. IPv6 targeting is country level: you pick the India, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [India Residential Proxies](https://quantumproxies.io/residential-proxies/india)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Italy IPv6 Proxies – Millions of Italy IPs from $0.20/GB

Italy IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Italian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## Italy IPv6 Proxies: Rotating and Static Italian IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Italy IPv6 proxies give you Italian exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Italy IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Italy pool exits from Italian IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Italy.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Italy pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Italy IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Italy traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Italy targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Italy country token, and the gateway at ipv6.quantumproxies.io picks a matching Italian IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Italy, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Italy exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Italy residential proxies put you on real Italian home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Italy IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Italy-only?

This page covers the Italy pool, and you set the country in the proxy username, so Italy exits are what you get by default here. IPv6 targeting is country level: you pick the Italy, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Italy Residential Proxies](https://quantumproxies.io/residential-proxies/italy)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Japan IPv6 Proxies – Millions of Japan IPs from $0.20/GB

Japan IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Japanese IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## Japan IPv6 Proxies: Rotating and Static Japanese IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Japan IPv6 proxies give you Japanese exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Japan IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Japan pool exits from Japanese IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Japan.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Japan pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Japan IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Japan traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Japan targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Japan country token, and the gateway at ipv6.quantumproxies.io picks a matching Japanese IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Japan, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Japan exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Japan residential proxies put you on real Japanese home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Japan IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Japan-only?

This page covers the Japan pool, and you set the country in the proxy username, so Japan exits are what you get by default here. IPv6 targeting is country level: you pick the Japan, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Japan Residential Proxies](https://quantumproxies.io/residential-proxies/japan)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Netherlands IPv6 Proxies – Millions of Netherlands IPs from $0.20/GB

Netherlands IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Dutch IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target…

## Netherlands IPv6 Proxies: Rotating and Static Dutch IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Netherlands IPv6 proxies give you Dutch exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Netherlands IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Netherlands pool exits from Dutch IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Netherlands.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Netherlands pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Netherlands IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Netherlands traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Netherlands targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Netherlands country token, and the gateway at ipv6.quantumproxies.io picks a matching Dutch IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Netherlands, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Netherlands exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Netherlands residential proxies put you on real Dutch home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Netherlands IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Netherlands-only?

This page covers the Netherlands pool, and you set the country in the proxy username, so Netherlands exits are what you get by default here. IPv6 targeting is country level: you pick the Netherlands, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Netherlands Residential Proxies](https://quantumproxies.io/residential-proxies/netherlands)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Poland IPv6 Proxies – Millions of Poland IPs from $0.20/GB

Poland IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Polish IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## Poland IPv6 Proxies: Rotating and Static Polish IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Poland IPv6 proxies give you Polish exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Poland IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Poland pool exits from Polish IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Poland.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Poland pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Poland IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Poland traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Poland targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Poland country token, and the gateway at ipv6.quantumproxies.io picks a matching Polish IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Poland, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Poland exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Poland residential proxies put you on real Polish home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Poland IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Poland-only?

This page covers the Poland pool, and you set the country in the proxy username, so Poland exits are what you get by default here. IPv6 targeting is country level: you pick the Poland, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Poland Residential Proxies](https://quantumproxies.io/residential-proxies/poland)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Romania IPv6 Proxies – Millions of Romania IPs from $0.20/GB

Romania IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Romanian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target…

## Romania IPv6 Proxies: Rotating and Static Romanian IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Romania IPv6 proxies give you Romanian exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Romania IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Romania pool exits from Romanian IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Romania.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Romania pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Romania IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Romania traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Romania targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Romania country token, and the gateway at ipv6.quantumproxies.io picks a matching Romanian IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Romania, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Romania exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Romania residential proxies put you on real Romanian home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Romania IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Romania-only?

This page covers the Romania pool, and you set the country in the proxy username, so Romania exits are what you get by default here. IPv6 targeting is country level: you pick the Romania, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Romania Residential Proxies](https://quantumproxies.io/residential-proxies/romania)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Russia IPv6 Proxies – Millions of Russia IPs from $0.20/GB

Russia IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Russian IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## Russia IPv6 Proxies: Rotating and Static Russian IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Russia IPv6 proxies give you Russian exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Russia IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Russia pool exits from Russian IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Russia.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Russia pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Russia IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Russia traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Russia targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Russia country token, and the gateway at ipv6.quantumproxies.io picks a matching Russian IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Russia, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Russia exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Russia residential proxies put you on real Russian home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Russia IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Russia-only?

This page covers the Russia pool, and you set the country in the proxy username, so Russia exits are what you get by default here. IPv6 targeting is country level: you pick the Russia, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Russia Residential Proxies](https://quantumproxies.io/residential-proxies/russia)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Singapore IPv6 Proxies – Millions of Singapore IPs from $0.20/GB

Singapore IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Singaporean IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your…

## Singapore IPv6 Proxies: Rotating and Static Singaporean IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Singapore IPv6 proxies give you Singaporean exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Singapore IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Singapore pool exits from Singaporean IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Singapore.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Singapore pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Singapore IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Singapore traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Singapore targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Singapore country token, and the gateway at ipv6.quantumproxies.io picks a matching Singaporean IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Singapore, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Singapore exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Singapore residential proxies put you on real Singaporean home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Singapore IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Singapore-only?

This page covers the Singapore pool, and you set the country in the proxy username, so Singapore exits are what you get by default here. IPv6 targeting is country level: you pick the Singapore, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Singapore Residential Proxies](https://quantumproxies.io/residential-proxies/singapore)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Spain IPv6 Proxies – Millions of Spain IPs from $0.20/GB

Spain IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static Spanish IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## Spain IPv6 Proxies: Rotating and Static Spanish IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

Spain IPv6 proxies give you Spanish exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What Spain IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The Spain pool exits from Spanish IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the Spain.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our Spain pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## Spain IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and Spain traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## Spain targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the Spain country token, and the gateway at ipv6.quantumproxies.io picks a matching Spanish IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the Spain, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your Spain exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

Spain residential proxies put you on real Spanish home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do Spain IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies Spain-only?

This page covers the Spain pool, and you set the country in the proxy username, so Spain exits are what you get by default here. IPv6 targeting is country level: you pick the Spain, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [Spain Residential Proxies](https://quantumproxies.io/residential-proxies/spain)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# UK IPv6 Proxies – Millions of UK IPs from $0.20/GB, Rotating or Static

UK IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static British IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## UK IPv6 Proxies: Rotating and Static British IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

UK IPv6 proxies give you British exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What UK IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The UK pool exits from British IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the United Kingdom.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our UK pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## UK IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and UK traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## UK targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the United Kingdom country token, and the gateway at ipv6.quantumproxies.io picks a matching British IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the United Kingdom, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your UK exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

UK residential proxies put you on real British home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do UK IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies UK-only?

This page covers the United Kingdom pool, and you set the country in the proxy username, so UK exits are what you get by default here. IPv6 targeting is country level: you pick the United Kingdom, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [UK Residential Proxies](https://quantumproxies.io/residential-proxies/uk)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# USA IPv6 Proxies – Millions of US IPs from $0.20/GB, Rotating or Static

USA IPv6 proxies from $0.20/GB, down to $0.083/GB at 3 TB: rotating or static American IPv6, /48 and /64 subnets, HTTP/HTTPS/SOCKS5. Check your target first.

## USA IPv6 Proxies: Rotating and Static American IPv6 from $0.20/GB

**From $0.20/GB, down to $0.083/GB at 3 TB · Rotating or static · /48 + /64 subnets**

USA IPv6 proxies give you American exit addresses out of the IPv6 space, which is why a gigabyte costs a fraction of what IPv4 traffic costs: 100 GB for $20, down to $0.083/GB at 3,000 GB. Rotating or static sessions, HTTP/HTTPS/SOCKS5, /48 and /64 diversity. They reach only sites that answer over IPv6, so check yours with our free tool first.

- **$0.20** from, per GB on the 100 GB plan
- **$0.083** per GB at 3,000 GB, volume price
- **/48 + /64** subnet diversity across the pool
- **30 days** validity on every IPv6 plan

## What USA IPv6 proxies are, and why they cost so much less

An IPv6 proxy routes your request through an address from the 128-bit IPv6 space instead of the 32-bit IPv4 space the internet ran on for decades. The practical difference is supply. IPv4 addresses are a finite, traded resource, so every proxy built on one carries the cost of leasing it. IPv6 addresses are handed to networks in enormous blocks, and the price per gigabyte follows.

That is the whole economics of this product: our IPv6 plans start at $0.20 per GB and fall to $0.083 per GB at 3,000 GB — roughly a tenth of what a gigabyte costs on our datacenter IPv4 plans, and a small fraction of residential traffic. The USA pool exits from American IPv6 ranges, so a target that reads geolocation from the address sees a visitor in the United States.

## When IPv6 works, and when it does not

An IPv6 proxy can only reach a host that publishes an AAAA record — the DNS record that maps a hostname to an IPv6 address. If a site is IPv4-only, no IPv6 proxy on the market will connect to it, ours included. Many large platforms answer over IPv6 and many others still do not, so the honest answer for any target is to check it rather than trust a list.

Our free IPv6 compatibility checker resolves any hostname and tells you whether it answers over IPv6. Run your real targets through it before you spend anything.

- AAAA record present: the target answers over IPv6 and the proxy works
- No AAAA, IPv4 only: no IPv6 proxy can reach it — use residential or datacenter IPv4
- Dual-stack: both protocols answer, so IPv6 works and you can mix products freely
- Test first: the free checker at /ipv6-compatibility-checker takes a hostname and answers in seconds

## Subnets: /48, /64, and why rotation across blocks matters

IPv6 is not allocated one address at a time. A network typically receives a /48 block and hands out /64 subnets from inside it, and a single /64 already holds more addresses than the entire IPv4 internet. That abundance is what lets an IPv6 proxy put every request on a fresh address.

It is also why a shallow pool is easy to spot: ten thousand requests from ten thousand addresses that all share one /64 prefix look like a single source, because they are. Our USA pool spreads across multiple /48 allocations and rotates across /64 subnets inside them, so consecutive requests differ in the network part of the address, not only in the last few hex groups. When a target counts by prefix rather than by single address, that is the difference between a job that finishes and one that stalls.

## Rotating or static IPv6 sessions

Rotating is the default and the mode IPv6 was made for: each request leaves from a different address, so a large fetch spreads across the pool instead of leaning on one exit. Use it for crawling public pages at volume, bulk fetching product or documentation URLs, SEO and availability checks against IPv6-enabled sites, and any automation that never signs in anywhere.

Static sessions hold one IPv6 address for the length of a task, which is what you want when a service ties a sequence of requests together: a paginated API that issues a cursor, a job that must look like one client across several calls, or debugging where you need the same exit twice in a row. Both modes run over HTTP, HTTPS and SOCKS5, authenticate by user:pass or IP whitelist, ride 1 Gbps+ links and accept unlimited concurrent sessions.

## USA IPv6 proxy pricing per gigabyte

You buy traffic, not addresses. Plans start at 100 GB for $20 — that is $0.20 per GB — and the per-gigabyte price falls as the plan grows: 250 GB for $40, 500 GB for $70, 1,000 GB for $110, and 3,000 GB for $250, which works out at $0.083 per GB. Every plan is valid for 30 days, and US traffic is billed at the same rate as any other country.

There is no subscription. The wallet takes any top-up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC. There is no free trial on IPv6 — our 100 MB trial covers the residential pool only — so the cheapest way to validate the product is to put your target hostnames through the free compatibility checker first, then start on the 100 GB plan.

## US targeting and setup in three steps

Country targeting is not a checkout option or a separate SKU: it lives in the proxy username. You take the string the dashboard generator builds, which carries the United States country token, and the gateway at ipv6.quantumproxies.io picks a matching American IPv6 address for every request. The same credentials work from a scraper, a headless browser, an SEO tool, the REST API or the MCP server.

- 1. Create an account at app.quantumproxies.io, top up the wallet from $5, and pick an IPv6 plan.
- 2. In the proxy generator choose IPv6, set the country to the United States, and select rotating or static. Copy the gateway, port, username and password.
- 3. Send one request: in curl, pass the gateway with -x and the credentials with -U, then fetch an IPv6-capable address echo service. The address it returns is your US exit.

## When residential or datacenter IPv4 is the better buy

IPv6 is the cheapest traffic we sell, and it has exactly one constraint: the target has to speak it. If your target is IPv4-only, or if it is a consumer platform that treats IPv6 ranges differently from IPv4 home connections, the answer is not a larger IPv6 plan.

USA residential proxies put you on real American home connections with state, city and ASN targeting from $0.80 per GB, which is what you want for consumer sites, localized results and anything tied to your own accounts. Datacenter proxies give you 1 Gbps+ IPv4 from $0.80 per GB, down to $0.50 at volume, for fast collection on targets that do not need a residential identity. Plenty of customers run all three on one wallet: IPv6 for the bulk, datacenter for speed, residential for the pages that accept nothing else.

## IPv6 plans and price per GB

| Plan | GB | Price | Per GB | Validity |
| --- | --- | --- | --- | --- |
| IPv6 100 GB | 100 | $20 | $0.20 | 30 days |
| IPv6 250 GB | 250 | $40 | $0.16 | 30 days |
| IPv6 500 GB | 500 | $70 | $0.14 | 30 days |
| IPv6 1,000 GB | 1,000 | $110 | $0.11 | 30 days |
| IPv6 3,000 GB | 3,000 | $250 | $0.083 | 30 days |

## Frequently Asked Questions

### Do USA IPv6 proxies work on Google or Amazon?

Only if the specific host you call answers over IPv6. An IPv6 proxy cannot connect to a name that has no AAAA record, whoever operates it. Many large platforms do answer over IPv6, but the property, region and subdomain all matter, so check your exact target with our free IPv6 compatibility checker instead of trusting a list.

### Rotating or static — which should I pick?

Rotating for jobs where every request stands alone: crawling, bulk fetching, price and content checks. Static when a service must attribute several calls to one client, such as a cursor-paginated API or a multi-step task. You choose the mode when you generate the proxy string, and you can run both from the same account at the same time.

### What is the cheapest per-GB price?

Prices start at $0.20 per GB on the 100 GB plan for $20 and drop with volume: $0.16 at 250 GB, $0.14 at 500 GB, $0.11 at 1,000 GB and $0.083 per GB on the 3,000 GB plan for $250. Every plan stays valid for 30 days, and there is no subscription to cancel.

### Are these proxies US-only?

This page covers the United States pool, and you set the country in the proxy username, so US exits are what you get by default here. IPv6 targeting is country level: you pick the United States, not a state or a city. If you need state, city or ASN precision, that lives on our residential product instead.

### Is there a free trial for IPv6 proxies?

No. Our free 100 MB trial covers the residential pool only, not IPv6. What is free is the IPv6 compatibility checker, which tells you whether your targets answer over IPv6 at all — the one thing worth confirming before you pay. After that, the 100 GB plan at $20 is the smallest entry point.

### Which protocols and authentication do you support?

HTTP, HTTPS and SOCKS5, through the gateway at ipv6.quantumproxies.io. You can authenticate with a username and password or by whitelisting your own IP addresses in the dashboard, whichever suits your stack. The same credentials work from curl, Python, Node, headless browsers, SEO tools, our REST API and the MCP server.

### How many concurrent connections can I run?

Unlimited concurrent sessions on 1 Gbps+ links, on every plan, including the 100 GB entry plan. You are billed on the gigabytes you move, not on threads, ports or IPs, so scaling a crawl wider costs nothing extra by itself — it simply consumes your plan's traffic faster.

## Sources

- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [RFC 4291: IP Version 6 Addressing Architecture](https://www.rfc-editor.org/rfc/rfc4291.html)
- [IPv6 (Wikipedia)](https://en.wikipedia.org/wiki/IPv6)
- [IPv6 adoption statistics (Google)](https://www.google.com/intl/en/ipv6/statistics.html)
- [IPv6 capability measurements (APNIC Labs)](https://stats.labs.apnic.net/ipv6)

## Related

- [IPv6 Proxies (overview)](https://quantumproxies.io/ipv6-proxies)
- [Free IPv6 Compatibility Checker](https://quantumproxies.io/ipv6-compatibility-checker)
- [USA Residential Proxies](https://quantumproxies.io/residential-proxies/usa)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Buy UK ISP Proxies – Static Residential IPs from $2.50/IP

Dedicated UK ISP proxies (static residential IPs) from $2.50/IP per month: unmetered bandwidth, HTTP/HTTPS/SOCKS5, instant delivery, up to 12% off on 120 days.

## UK ISP Proxies (Static Residential IPs)

**From $2.50/IP per month · Unmetered bandwidth · Instant provisioning**

UK ISP proxies are dedicated static residential IPs registered to British internet service providers and hosted on datacenter lines. At Quantum Proxies they start from $2.50 per IP per month at volume, with unmetered bandwidth on every IP; the configurator shows the exact price for your quantity and term. The address is yours alone, stays fixed for as long as you renew, and works over HTTP, HTTPS and SOCKS5.

- **From $2.50** per IP / month, volume price
- **Unmetered** bandwidth per IP
- **12%** off on 120-day plans
- **Instant** provisioning after payment

## What a UK ISP proxy is (and why it is also called static residential)

An ISP proxy is an IP address from a consumer internet provider's range that is served from a datacenter machine instead of a home router. To the website it looks like a household connection in the United Kingdom; to you it behaves like a server: one fixed address, high uptime, no data cap. Residential by registration and static by design, the same product is sold under two names: ISP proxies and static residential proxies.

Every UK IP you order is dedicated, so nobody else uses it while it is assigned to you, and it keeps the same address across sessions and renewals. Provisioning is instant after payment, and a single order can mix UK IPs with any of the other 24 countries we cover.

## ISP vs residential proxies in the UK

Rotating residential proxies come from a pool of real household devices (90M+ IPs across 200+ countries on our residential plans) and give you a fresh IP on every request, or a sticky one for a limited window. Billing is per gigabyte, from $0.80/GB on Residential Basic. UK ISP proxies are the opposite model: one fixed British IP, billed per month, with no bandwidth meter.

Pick ISP when a seller account, ad account or test rig must present the same UK address every day, and when your traffic is heavy enough that per-GB pricing would add up. Pick rotating residential when you need thousands of different UK IPs, city-level targeting, or a short scraping run. Running both is common: static IPs for accounts, a rotating pool for collection.

## What you can run on UK ISP proxies

A dedicated UK address is the right tool wherever a platform expects one stable British location per account, or where you need to see exactly what a UK visitor sees, all day, without watching a data counter.

Because bandwidth is unmetered per IP, a browser profile, a rank tracker and a monitoring script can share the same address with no end-of-month traffic bill.

- Amazon.co.uk, eBay.co.uk and Etsy UK seller accounts, each tied to its own fixed UK IP
- UK retail drops on release day, where a persistent residential-range IP and unmetered traffic beat rotation
- QA and testing of UK-only streaming, video and geo-restricted content from a real British IP
- UK ad verification: checking that campaigns, landing pages and prices render as intended for British visitors
- UK SEO rank checks on google.co.uk and Bing UK from a consistent location, plus audit crawls of your own sites
- GBP price monitoring, UK classifieds and long-running API integrations that require a fixed exit IP

## UK ISP proxy pricing

Pricing is per IP per month, from $2.50 per IP per month at volume, and falls with quantity and again with term length; the configurator shows the exact price for your quantity and term. Every order includes unmetered bandwidth, HTTP/HTTPS/SOCKS5 and instant delivery; UK IPs are priced the same as every other country in the list.

Example at volume pricing: 120 UK IPs for 90 days cost $2.50 × 120 × 3 months = $900, minus 7% = $837, or about $2.33 per IP per month. There is no subscription: you choose the term at checkout, and the wallet balance you top up never expires.

- From $2.50 per IP per month at volume; the configurator shows the exact price for your quantity and term
- Unmetered bandwidth, HTTP/HTTPS/SOCKS5 and instant delivery on every order
- Duration discounts: 5% off for 60 days, 7% off for 90 days, 12% off for 120 days

## How targeting and delivery work

Select United Kingdom as the country and the number of IPs; the dashboard issues host, port and credentials as soon as payment is confirmed. Targeting is country-level for ISP proxies: every IP in a UK order is a UK-registered residential-range address. Individual IPs may geolocate to London, Manchester or another city depending on the provider's range, but a specific city cannot be chosen at order time; for city targeting use the residential pool.

- Dedicated: one customer per IP for the whole term
- Permanent: the address does not change while you keep renewing
- Unmetered: no per-GB counter and no throttling tier to buy
- Protocols: HTTP, HTTPS and SOCKS5 on the same IP
- Authentication: username:password or IP whitelist, switchable in the dashboard
- Management: REST API, MCP server and Chrome extension alongside the web dashboard

## Set up in 3 steps

Support is available 24/7 through the dashboard, and the REST API lets you place and renew UK ISP orders from your own scripts.

- 1. Create an account at app.quantumproxies.io and top up the wallet: any amount from $5, by card, PayPal, USDT or 300+ cryptocurrencies.
- 2. Open ISP Proxies, select United Kingdom, the IP count and the term (monthly, or 60, 90 or 120 days for a discount), then confirm. The IPs appear in your list immediately.
- 3. Copy host:port with your username:password, or whitelist your server's IP, and add the proxy to your browser profile, bot, scraper or SEO tool. A quick curl -x request confirms the UK exit.

## Other countries and when to look elsewhere

The same static product is available in 24 more countries, including the United States, Germany, France, Netherlands, Spain, Italy and Australia, at identical per-IP prices, and locations can be combined in one order. If you need British mobile carrier IPs from Three, BT or O2 instead of fixed-line ones, see UK mobile proxies. If you need many short-lived UK IPs with city targeting, the rotating residential pool is the better fit.

Every ISP order, whatever the country, includes unmetered bandwidth, HTTP/HTTPS/SOCKS5 and instant provisioning, and is covered by the 99.9% uptime SLA.

## Frequently Asked Questions

### How much do UK ISP proxies cost?

From $2.50 per IP per month at volume; the configurator shows the exact price for your quantity and term. Longer terms take 5% (60 days), 7% (90 days) or 12% (120 days) off. Bandwidth is unmetered, so the per-IP price is the whole price.

### What is the difference between static and rotating UK proxies?

A static (ISP) proxy is one dedicated UK IP that stays the same for the whole term and is billed per IP. A rotating residential proxy hands you a new IP from a pool of British household devices on each request or sticky session and is billed per gigabyte. Static suits accounts and tools that need one consistent identity; rotating suits large-scale collection.

### Is there a free trial for UK ISP proxies?

No. ISP proxies are dedicated addresses reserved for one customer, so they cannot be trialled without tying up an IP. The free trial we offer is 100 MB of Residential Basic traffic, valid 5 days, unlocked by a one-time SMS verification in the dashboard with no credit card. To test a UK ISP IP, the smallest order is a single IP for one month; the configurator shows the exact price.

### Are UK ISP IPs shared with other customers?

No. Each UK ISP IP is dedicated: it is assigned only to your account for the entire term and is not resold while you hold it. You can run as many concurrent connections and as much traffic through it as you need.

### Which protocols and authentication methods are supported?

HTTP, HTTPS and SOCKS5 on every IP. Authenticate with a username and password or by whitelisting the IP of your server; both options are managed in the dashboard and can be changed at any time without placing a new order.

### Which payment methods can I use?

Card, PayPal, USDT and 300+ other cryptocurrencies, with no KYC on crypto payments. Funds go into a wallet balance that never expires; you can top up any amount from $5 and enable optional auto-recharge. There is no subscription, so you only pay for the terms you choose.

### How fast are UK ISP proxies delivered?

Provisioning is instant: the IPs, ports and credentials appear in your dashboard as soon as the payment is confirmed. Card and PayPal confirm in seconds; crypto payments are credited once the network confirms the transaction. You can also pull the proxy list from the REST API for automated deployment.

## Sources

- [Internet service provider (Wikipedia)](https://en.wikipedia.org/wiki/Internet_service_provider)
- [Internet in the United Kingdom (Wikipedia)](https://en.wikipedia.org/wiki/Internet_in_the_United_Kingdom)
- [RIPE Database (RIPE NCC)](https://www.ripe.net/manage-ips-and-asns/db/)
- [RFC 1928: SOCKS Protocol Version 5](https://www.rfc-editor.org/rfc/rfc1928.html)
- [Internet geolocation (Wikipedia)](https://en.wikipedia.org/wiki/Internet_geolocation)

## Related

- [ISP Proxies (all countries)](https://quantumproxies.io/isp-proxies)
- [Static Residential Proxies](https://quantumproxies.io/static-residential-proxies)
- [UK Residential Proxies](https://quantumproxies.io/residential-proxies/uk)
- [UK Mobile Proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Pay-As-You-Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Buy Proxies with Crypto](https://quantumproxies.io/buy-proxies-with-crypto)


---

# Buy USA ISP Proxies – Static Residential IPs from $2.50/IP

Dedicated US ISP proxies (static residential IPs) from $2.50/IP per month: unmetered bandwidth, HTTP/HTTPS/SOCKS5, instant delivery, up to 12% off on 120 days.

## USA ISP Proxies (Static Residential IPs)

**From $2.50/IP per month · Unmetered bandwidth · Instant provisioning**

USA ISP proxies are dedicated static residential IPs registered to US internet service providers and hosted on datacenter lines. At Quantum Proxies they start from $2.50 per IP per month at volume, with unmetered bandwidth on every IP; the configurator shows the exact price for your quantity and term. Each address is yours alone, stays the same for as long as you renew, and works over HTTP, HTTPS and SOCKS5.

- **From $2.50** per IP / month, volume price
- **Unmetered** bandwidth per IP
- **12%** off on 120-day plans
- **Instant** provisioning after payment

## What a USA ISP proxy is (and why it is also called static residential)

An ISP proxy is an IP address that belongs to a consumer internet provider's range but is served from a datacenter machine. To the site you visit it looks like a home connection in the United States; to you it behaves like a server: fixed address, high uptime, no data cap. Because the IP is residential by registration but static by design, the industry uses two names for the same thing: ISP proxies and static residential proxies.

Every US IP you buy is dedicated, meaning no other customer uses it while it is assigned to you. It keeps the same address across every session and every renewal. Provisioning is instant after payment, and you can order US IPs alone or combine them with any of the other 24 countries in the same order.

## ISP vs residential proxies in the United States

Rotating residential proxies draw from a pool of real household devices (90M+ IPs across 200+ countries on our residential plans) and hand you a different IP on every request, or a sticky one for a limited window. You pay per gigabyte, from $0.80/GB on Residential Basic. ISP proxies are the opposite model: one fixed US IP, priced per month, with no bandwidth meter.

Choose ISP when the account, tool or session must see the same US address every day and when traffic volume is high enough that per-GB billing would hurt. Choose rotating residential when you need thousands of distinct IPs, city-level targeting across the US, or a short burst of scraping. Many customers run both: static IPs for accounts, a rotating pool for data collection.

## What you can run on US ISP proxies

A fixed, dedicated US address suits any workflow where the platform expects one consistent location per account and where you would rather not think about data usage.

Traffic is unmetered per IP, so a browser profile, a monitoring script and a scraper can share one address without a bandwidth bill at the end of the month.

- E-commerce seller accounts on Amazon.com, Walmart Marketplace, Etsy and Shopify stores, each with its own stable US IP
- Sneaker and retail drops where a persistent residential-range IP and unmetered traffic matter more than rotation
- Ad accounts and social profiles managed from one dedicated US location per account
- SEO rank trackers, audit crawlers and uptime monitors that require a fixed US IP for consistent, geo-accurate results
- Craigslist, Facebook Marketplace and other classifieds, one US IP per listing region
- US-only price checks, QA of geo-targeted content and long-running API integrations

## USA ISP proxy pricing

Pricing is per IP per month, from $2.50 per IP per month at volume, and drops with quantity and again with term length; the configurator shows the exact price for your quantity and term. Every order includes unmetered bandwidth, HTTP/HTTPS/SOCKS5 and the same instant delivery; US IPs cost the same as any other country in the list.

Example at volume pricing: 120 US IPs for 120 days cost $2.50 × 120 × 4 months = $1,200, minus 12% = $1,056, or $2.20 per IP per month. There is no subscription: you choose the term at checkout, and the wallet balance you top up never expires.

- From $2.50 per IP per month at volume; the configurator shows the exact price for your quantity and term
- Unmetered bandwidth, HTTP/HTTPS/SOCKS5 and instant delivery on every order
- Duration discounts: 5% off for 60 days, 7% off for 90 days, 12% off for 120 days

## How targeting and delivery work

You pick the United States as the country and the number of IPs; the dashboard issues the list with host, port and credentials as soon as payment is confirmed. Targeting is at country level for ISP proxies: every IP in a US order is a US-registered residential-range address. If you need state or city selection, use the residential pool, which supports city targeting.

- Dedicated: one customer per IP for the whole term
- Permanent: the address never changes while you keep renewing
- Unmetered: no per-GB counter and no throttling tier to buy
- Protocols: HTTP, HTTPS and SOCKS5 on the same IP
- Authentication: username:password or IP whitelist, switchable in the dashboard
- Management: REST API, MCP server and Chrome extension alongside the web dashboard

## Set up in 3 steps

Support is available 24/7 through the dashboard, and the REST API lets you place and renew ISP orders from your own scripts.

- 1. Create an account at app.quantumproxies.io and top up the wallet: any amount from $5, by card, PayPal, USDT or 300+ cryptocurrencies.
- 2. Open ISP Proxies, select United States, the IP count and the term (monthly, or 60, 90 or 120 days for a discount), then confirm. The IPs appear in your list immediately.
- 3. Copy host:port with your username:password, or whitelist your server's IP, and paste the proxy into your browser profile, bot, scraper or SEO tool. A quick curl -x request confirms the US exit.

## Other countries and when to look elsewhere

The same static product is available in 24 more countries, including the United Kingdom, Canada, Germany, France, Australia, Japan and Singapore, at identical per-IP prices, and you can combine locations in one order. If you need mobile carrier IPs from T-Mobile, AT&T or Verizon rather than fixed-line ones, see USA mobile proxies. If you need many short-lived US IPs with city targeting, the rotating residential pool is the better fit.

Every ISP order, whatever the country, comes with unmetered bandwidth, HTTP/HTTPS/SOCKS5 and instant provisioning, and is covered by the 99.9% uptime SLA.

## Frequently Asked Questions

### How much do USA ISP proxies cost?

From $2.50 per IP per month at volume; the configurator shows the exact price for your quantity and term. Longer terms take 5% (60 days), 7% (90 days) or 12% (120 days) off. Bandwidth is unmetered, so the per-IP price is the whole price.

### What is the difference between static and rotating US proxies?

A static (ISP) proxy gives you one dedicated US IP that stays the same for the whole term and is billed per IP. A rotating residential proxy assigns a new IP from a pool of household devices on each request or sticky session and is billed per gigabyte. Static suits accounts and tools that need one consistent identity; rotating suits large-scale collection.

### Is there a free trial for US ISP proxies?

No. ISP proxies are dedicated addresses reserved for one customer, so they cannot be trialled without occupying an IP. The free trial we offer is 100 MB of Residential Basic traffic, valid 5 days, unlocked by a one-time SMS verification in the dashboard with no credit card. To test a US ISP IP, the smallest order is a single IP for one month; the configurator shows the exact price.

### Are the IPs shared with other customers?

No. Each US ISP IP is dedicated: it is assigned to your account only for the entire term and is not sold to anyone else while you hold it. You can run as many concurrent connections and as much traffic through it as you like.

### Which protocols and authentication methods are supported?

HTTP, HTTPS and SOCKS5 on every IP. Authenticate with a username and password or by whitelisting the IP of your server; both options are managed in the dashboard and can be changed at any time without placing a new order.

### Which payment methods can I use?

Card, PayPal, USDT and 300+ other cryptocurrencies, with no KYC on crypto payments. Funds go into a wallet balance that never expires; you can top up any amount from $5 and enable optional auto-recharge. There is no subscription, so you only pay for the terms you choose.

### How fast are US ISP proxies delivered?

Provisioning is instant: the IPs, ports and credentials appear in your dashboard as soon as the payment is confirmed. Card and PayPal confirm in seconds; crypto payments are credited once the network confirms the transaction. You can also fetch the proxy list from the REST API for automated deployment.

## Sources

- [Internet service provider (Wikipedia)](https://en.wikipedia.org/wiki/Internet_service_provider)
- [Internet in the United States (Wikipedia)](https://en.wikipedia.org/wiki/Internet_in_the_United_States)
- [Using Whois (ARIN)](https://www.arin.net/resources/registry/whois/)
- [RFC 1928: SOCKS Protocol Version 5](https://www.rfc-editor.org/rfc/rfc1928.html)
- [Internet geolocation (Wikipedia)](https://en.wikipedia.org/wiki/Internet_geolocation)

## Related

- [ISP Proxies (all countries)](https://quantumproxies.io/isp-proxies)
- [Static Residential Proxies](https://quantumproxies.io/static-residential-proxies)
- [USA Residential Proxies](https://quantumproxies.io/residential-proxies/usa)
- [USA Mobile Proxies](https://quantumproxies.io/mobile-proxies/usa)
- [Buy Proxies with Crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Free Trial Proxies](https://quantumproxies.io/free-trial-proxies)


---

# Algeria 4G/5G Mobile Proxies – Real Algerie Telecom & ATM IPs from $5

Algeria mobile proxies with real 4G/5G IPs from Algerie Telecom, ATM and Optimum Telecom. From $5 for 1 GB, valid 90 days. Region, city and carrier targeting.

## Algeria 4G/5G Mobile Proxies with Real Algerian Carrier IPs

**From $5 for 1 GB · Algerie Telecom, ATM & Optimum Telecom · 25 regions, 28 cities**

Algeria mobile proxies route your traffic through real 4G/5G IP addresses on Algerie Telecom, ATM and Optimum Telecom, the same address blocks Algerian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers incl. Algerie Telecom, ATM, Optimum Telecom
- **28** Algerian cities targetable across 25 regions

## Why Algerian mobile IPs are treated as consumer traffic

Algerian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Algerie Telecom, ATM or Optimum Telecom: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees an Algerian carrier ASN, a mobile-typical history and an Algerian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for an Algerian mobile user and leave the rest to how you use it.

## What people run through Algeria mobile proxies

The common thread is work that must come from a phone on an Algerian network. Typical jobs our customers run on the Algerian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Algerian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an Algerie Telecom, ATM or Optimum Telecom user sees them
- Ad verification on mobile: check which creative and landing page an Algerian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Algiers or Algiers
- Market research and search-result sampling from an Algerian mobile profile instead of a server range

## 5G mobile proxies in Algeria

The Algerian pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Algerie Telecom share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-dz and append the scope you want: region-\<region code> for one of 25 regions, city-\<city code> for one of 28 Algerian cities (Algiers and Oran included), and isp-\<carrier code> to pin Algerie Telecom, ATM or Optimum Telecom. Real codes from the tree look like region-algiers, city-algiers and isp-algerie_telecom. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for an Optimum Telecom IP in Oran, you get an Optimum Telecom IP in Oran or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Algeria mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Algeria mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Algeria and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-dz-city-algiers-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-dz:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to an Algerian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Algerian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Algerie Telecom | 4G LTE / 5G | region, city, carrier code |
| ATM | 4G LTE / 5G | region, city, carrier code |
| Optimum Telecom | 4G LTE / 5G | region, city, carrier code |
| Wataniya Telecom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Algeria mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Algerian carriers do the proxies use?

Algerie Telecom, ATM and Optimum Telecom. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 28 cities, or leave the carrier open and let the gateway pick any Algerian mobile IP inside your location.

### How long can I keep the same Algerian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Algerian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Algeria mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Algeria residential proxies](https://quantumproxies.io/residential-proxies/algeria)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Australia 4G/5G Mobile Proxies – Real Optus & Telstra IPs from $5

Australia mobile proxies with real 4G/5G IPs from Optus, Telstra and Vodafone. From $5 for 1 GB, valid 90 days. 5 regions, 5 cities, sticky up to 24 h.

## Australia 4G/5G Mobile Proxies with Real Australian Carrier IPs

**From $5 for 1 GB · Optus, Telstra & Vodafone · 5 regions, 5 cities**

Australia mobile proxies route your traffic through real 4G/5G IP addresses on Optus, Telstra and Vodafone, the same address blocks Australian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Optus, Telstra, Vodafone)
- **5** Australian cities targetable across 5 regions

## Why Australian mobile IPs are treated as consumer traffic

Australian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Optus, Telstra or Vodafone: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees an Australian carrier ASN, a mobile-typical history and an Australian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for an Australian mobile user and leave the rest to how you use it.

## What people run through Australia mobile proxies

The common thread is work that must come from a phone on an Australian network. Typical jobs our customers run on the Australian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Australian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an Optus, Telstra or Vodafone user sees them
- Ad verification on mobile: check which creative and landing page an Australian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in South Australia or Adelaide
- Market research and search-result sampling from an Australian mobile profile instead of a server range

## 5G mobile proxies in Australia

The Australian pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Optus share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-au and append the scope you want: region-\<region code> for one of 5 regions, city-\<city code> for one of 5 Australian cities (Adelaide and Brisbane included), and isp-\<carrier code> to pin Optus, Telstra or Vodafone. Real codes from the tree look like region-south_australia, city-adelaide and isp-optus. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Vodafone IP in Brisbane, you get a Vodafone IP in Brisbane or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Australia mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Australia mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Australia and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-au-city-adelaide-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-au:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to an Australian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Australian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Optus | 4G LTE / 5G | region, city, carrier code |
| Telstra | 4G LTE / 5G | region, city, carrier code |
| Vodafone | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Australia mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Australian carriers do the proxies use?

Optus, Telstra and Vodafone. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 5 cities, or leave the carrier open and let the gateway pick any Australian mobile IP inside your location.

### How long can I keep the same Australian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Australian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Australia mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Australia residential proxies](https://quantumproxies.io/residential-proxies/australia)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Belarus 4G/5G Mobile Proxies – Real MTS, Best & A1 IPs from $5

Belarus mobile proxies with real 4G/5G IPs from MTS, Best and A1. From $5 for 1 GB, valid 90 days. 6 regions, 11 cities, sticky up to 24 h.

## Belarus 4G/5G Mobile Proxies with Real Belarusian Carrier IPs

**From $5 for 1 GB · MTS, Best & A1 · 6 regions, 11 cities**

Belarus mobile proxies route your traffic through real 4G/5G IP addresses on MTS, Best and A1, the same address blocks Belarusian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (MTS, Best, A1)
- **11** Belarusian cities targetable across 6 regions

## Why Belarusian mobile IPs are treated as consumer traffic

Belarusian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on MTS, Best or A1: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Belarusian carrier ASN, a mobile-typical history and a Belarusian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Belarusian mobile user and leave the rest to how you use it.

## What people run through Belarus mobile proxies

The common thread is work that must come from a phone on a Belarusian network. Typical jobs our customers run on the Belarusian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Belarusian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an MTS, Best or A1 user sees them
- Ad verification on mobile: check which creative and landing page a Belarusian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Minsk City or Minsk
- Market research and search-result sampling from a Belarusian mobile profile instead of a server range

## 5G mobile proxies in Belarus

The Belarusian pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on MTS share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-by and append the scope you want: region-\<region code> for one of 6 regions, city-\<city code> for one of 11 Belarusian cities (Minsk and Brest included), and isp-\<carrier code> to pin MTS, Best or A1. Real codes from the tree look like region-minsk_city, city-minsk and isp-mts_belarus. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for an A1 IP in Brest, you get an A1 IP in Brest or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Belarus mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Belarus mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Belarus and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-by-city-minsk-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-by:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Belarusian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Belarusian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| MTS | 4G LTE / 5G | region, city, carrier code |
| Best | 4G LTE / 5G | region, city, carrier code |
| A1 | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Belarus mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Belarusian carriers do the proxies use?

MTS, Best and A1. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 11 cities, or leave the carrier open and let the gateway pick any Belarusian mobile IP inside your location.

### How long can I keep the same Belarusian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Belarusian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Belarus mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Belarus residential proxies](https://quantumproxies.io/residential-proxies/belarus)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Brazil 4G/5G Mobile Proxies – Real Claro, Vivo & TIM IPs from $5

Brazil mobile proxies with real 4G/5G IPs from Claro, Vivo and TIM. From $5 for 1 GB, valid 90 days. 12 regions, 14 cities, sticky up to 24 h.

## Brazil 4G/5G Mobile Proxies with Real Brazilian Carrier IPs

**From $5 for 1 GB · Claro, Vivo & TIM · 12 regions, 14 cities**

Brazil mobile proxies route your traffic through real 4G/5G IP addresses on Claro, Vivo and TIM, the same address blocks Brazilian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Claro, Vivo, TIM)
- **14** Brazilian cities targetable across 12 regions

## Why Brazilian mobile IPs are treated as consumer traffic

Brazilian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Claro, Vivo or TIM: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Brazilian carrier ASN, a mobile-typical history and a Brazilian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Brazilian mobile user and leave the rest to how you use it.

## What people run through Brazil mobile proxies

The common thread is work that must come from a phone on a Brazilian network. Typical jobs our customers run on the Brazilian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Brazilian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Claro, Vivo or TIM user sees them
- Ad verification on mobile: check which creative and landing page a Brazilian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Federal District or Brasília
- Market research and search-result sampling from a Brazilian mobile profile instead of a server range

## 5G mobile proxies in Brazil

The Brazilian pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Claro share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-br and append the scope you want: region-\<region code> for one of 12 regions, city-\<city code> for one of 14 Brazilian cities (Brasília and Rio De Janeiro included), and isp-\<carrier code> to pin Claro, Vivo or TIM. Real codes from the tree look like region-federal_district, city-brasilia and isp-claro_brazil. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Brazilian gateway, mobile-us.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a TIM IP in Rio De Janeiro, you get a TIM IP in Rio De Janeiro or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Brazil mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Brazil mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Brazil and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-br-city-brasilia-session-ab12.
- 3. Point your client at mobile-us.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-br:PASS@mobile-us.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Brazilian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Brazilian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Claro | 4G LTE / 5G | region, city, carrier code |
| Vivo | 4G LTE / 5G | region, city, carrier code |
| TIM | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Brazil mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Brazilian carriers do the proxies use?

Claro, Vivo and TIM. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 14 cities, or leave the carrier open and let the gateway pick any Brazilian mobile IP inside your location.

### How long can I keep the same Brazilian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Brazilian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Brazil mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Brazil residential proxies](https://quantumproxies.io/residential-proxies/brazil)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Canada 4G/5G Mobile Proxies – Real Telus Communications IPs from $5

Canada mobile proxies with real 4G/5G IPs from Telus Communications, Bell and Rogers. From $5 for 1 GB, valid 90 days. 6 regions, 19 cities, sticky up to 24 h.

## Canada 4G/5G Mobile Proxies with Real Canadian Carrier IPs

**From $5 for 1 GB · Telus Communications, Bell & Rogers · 6 regions, 19 cities**

Canada mobile proxies route your traffic through real 4G/5G IP addresses on Telus Communications, Bell and Rogers, the same address blocks Canadian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Telus Communications, Bell, Rogers)
- **19** Canadian cities targetable across 6 regions

## Why Canadian mobile IPs are treated as consumer traffic

Canadian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Telus Communications, Bell or Rogers: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Canadian carrier ASN, a mobile-typical history and a Canadian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Canadian mobile user and leave the rest to how you use it.

## What people run through Canada mobile proxies

The common thread is work that must come from a phone on a Canadian network. Typical jobs our customers run on the Canadian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Canadian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Telus Communications, Bell or Rogers user sees them
- Ad verification on mobile: check which creative and landing page a Canadian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Alberta or Edmonton
- Market research and search-result sampling from a Canadian mobile profile instead of a server range

## 5G mobile proxies in Canada

The Canadian pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Telus Communications share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-ca and append the scope you want: region-\<region code> for one of 6 regions, city-\<city code> for one of 19 Canadian cities (Edmonton and Montreal included), and isp-\<carrier code> to pin Telus Communications, Bell or Rogers. Real codes from the tree look like region-alberta, city-edmonton and isp-telus_communications. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Canadian gateway, mobile-us.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Rogers IP in Montreal, you get a Rogers IP in Montreal or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Canada mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Canada mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Canada and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-ca-city-edmonton-session-ab12.
- 3. Point your client at mobile-us.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-ca:PASS@mobile-us.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Canadian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Canadian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Telus Communications | 4G LTE / 5G | region, city, carrier code |
| Bell | 4G LTE / 5G | region, city, carrier code |
| Rogers | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Canada mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Canadian carriers do the proxies use?

Telus Communications, Bell and Rogers. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 19 cities, or leave the carrier open and let the gateway pick any Canadian mobile IP inside your location.

### How long can I keep the same Canadian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Canadian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Canada mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Canada residential proxies](https://quantumproxies.io/residential-proxies/canada)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Chile 4G/5G Mobile Proxies – Real Movistar, WOM & Claro IPs from $5

Chile mobile proxies with real 4G/5G IPs from Movistar, WOM and Claro. From $5 for 1 GB, valid 90 days. 7 regions, 7 cities, sticky up to 24 h.

## Chile 4G/5G Mobile Proxies with Real Chilean Carrier IPs

**From $5 for 1 GB · Movistar, WOM & Claro · 7 regions, 7 cities**

Chile mobile proxies route your traffic through real 4G/5G IP addresses on Movistar, WOM and Claro, the same address blocks Chilean phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers incl. Movistar, WOM, Claro
- **7** Chilean cities targetable across 7 regions

## Why Chilean mobile IPs are treated as consumer traffic

Chilean carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Movistar, WOM or Claro: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Chilean carrier ASN, a mobile-typical history and a Chilean geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Chilean mobile user and leave the rest to how you use it.

## What people run through Chile mobile proxies

The common thread is work that must come from a phone on a Chilean network. Typical jobs our customers run on the Chilean mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Chilean audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Movistar, WOM or Claro user sees them
- Ad verification on mobile: check which creative and landing page a Chilean phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Santiago Metropolitan or Santiago
- Market research and search-result sampling from a Chilean mobile profile instead of a server range

## 5G mobile proxies in Chile

The Chilean pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Movistar share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-cl and append the scope you want: region-\<region code> for one of 7 regions, city-\<city code> for one of 7 Chilean cities (Santiago and Concepcion included), and isp-\<carrier code> to pin Movistar, WOM or Claro. Real codes from the tree look like region-santiago_metropolitan, city-santiago and isp-movistar_movil_chile. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Chilean gateway, mobile-us.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Claro IP in Concepcion, you get a Claro IP in Concepcion or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Chile mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Chile mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Chile and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-cl-city-santiago-session-ab12.
- 3. Point your client at mobile-us.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-cl:PASS@mobile-us.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Chilean carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Chilean mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Movistar | 4G LTE / 5G | region, city, carrier code |
| WOM | 4G LTE / 5G | region, city, carrier code |
| Claro | 4G LTE / 5G | region, city, carrier code |
| Entel | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Chile mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Chilean carriers do the proxies use?

Movistar, WOM and Claro. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 7 cities, or leave the carrier open and let the gateway pick any Chilean mobile IP inside your location.

### How long can I keep the same Chilean mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Chilean mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Chile mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Chile residential proxies](https://quantumproxies.io/residential-proxies/chile)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Colombia 4G/5G Mobile Proxies – Real Claro & Movistar IPs from $5

Colombia mobile proxies with real 4G/5G IPs from Claro, Movistar and Tigo. From $5 for 1 GB, valid 90 days. 5 regions, 5 cities, sticky up to 24 h.

## Colombia 4G/5G Mobile Proxies with Real Colombian Carrier IPs

**From $5 for 1 GB · Claro, Movistar & Tigo · 5 regions, 5 cities**

Colombia mobile proxies route your traffic through real 4G/5G IP addresses on Claro, Movistar and Tigo, the same address blocks Colombian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers incl. Claro, Movistar, Tigo
- **5** Colombian cities targetable across 5 regions

## Why Colombian mobile IPs are treated as consumer traffic

Colombian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Claro, Movistar or Tigo: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Colombian carrier ASN, a mobile-typical history and a Colombian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Colombian mobile user and leave the rest to how you use it.

## What people run through Colombia mobile proxies

The common thread is work that must come from a phone on a Colombian network. Typical jobs our customers run on the Colombian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Colombian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Claro, Movistar or Tigo user sees them
- Ad verification on mobile: check which creative and landing page a Colombian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Bogota D.c. or Bogota
- Market research and search-result sampling from a Colombian mobile profile instead of a server range

## 5G mobile proxies in Colombia

The Colombian pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Claro share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-co and append the scope you want: region-\<region code> for one of 5 regions, city-\<city code> for one of 5 Colombian cities (Bogota and Cali included), and isp-\<carrier code> to pin Claro, Movistar or Tigo. Real codes from the tree look like region-bogota_d.c., city-bogota and isp-claro_colombia. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Colombian gateway, mobile-us.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Tigo IP in Cali, you get a Tigo IP in Cali or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Colombia mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Colombia mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Colombia and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-co-city-bogota-session-ab12.
- 3. Point your client at mobile-us.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-co:PASS@mobile-us.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Colombian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Colombian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Claro | 4G LTE / 5G | region, city, carrier code |
| Movistar | 4G LTE / 5G | region, city, carrier code |
| Tigo | 4G LTE / 5G | region, city, carrier code |
| Partners Telecom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Colombia mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Colombian carriers do the proxies use?

Claro, Movistar and Tigo. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 5 cities, or leave the carrier open and let the gateway pick any Colombian mobile IP inside your location.

### How long can I keep the same Colombian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Colombian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Colombia mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Colombia residential proxies](https://quantumproxies.io/residential-proxies/colombia)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Egypt 4G/5G Mobile Proxies – Real Orange, Vodafone & E& IPs from $5

Egypt mobile proxies with real 4G/5G IPs from Orange, Vodafone and E&. From $5 for 1 GB, valid 90 days. 6 regions, 7 cities, sticky up to 24 h.

## Egypt 4G/5G Mobile Proxies with Real Egyptian Carrier IPs

**From $5 for 1 GB · Orange, Vodafone & E& · 6 regions, 7 cities**

Egypt mobile proxies route your traffic through real 4G/5G IP addresses on Orange, Vodafone and E&, the same address blocks Egyptian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Orange, Vodafone, E&)
- **7** Egyptian cities targetable across 6 regions

## Why Egyptian mobile IPs are treated as consumer traffic

Egyptian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Orange, Vodafone or E&: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees an Egyptian carrier ASN, a mobile-typical history and an Egyptian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for an Egyptian mobile user and leave the rest to how you use it.

## What people run through Egypt mobile proxies

The common thread is work that must come from a phone on an Egyptian network. Typical jobs our customers run on the Egyptian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Egyptian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an Orange, Vodafone or E& user sees them
- Ad verification on mobile: check which creative and landing page an Egyptian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Cairo Governorate or Cairo
- Market research and search-result sampling from an Egyptian mobile profile instead of a server range

## 5G mobile proxies in Egypt

The Egyptian pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Orange share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-eg and append the scope you want: region-\<region code> for one of 6 regions, city-\<city code> for one of 7 Egyptian cities (Cairo and Alexandria included), and isp-\<carrier code> to pin Orange, Vodafone or E&. Real codes from the tree look like region-cairo_governorate, city-cairo and isp-orange_egypt. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for an E& IP in Alexandria, you get an E& IP in Alexandria or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Egypt mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Egypt mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Egypt and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-eg-city-cairo-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-eg:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to an Egyptian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Egyptian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Orange | 4G LTE / 5G | region, city, carrier code |
| Vodafone | 4G LTE / 5G | region, city, carrier code |
| E& | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Egypt mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Egyptian carriers do the proxies use?

Orange, Vodafone and E&. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 7 cities, or leave the carrier open and let the gateway pick any Egyptian mobile IP inside your location.

### How long can I keep the same Egyptian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Egyptian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Egypt mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Egypt residential proxies](https://quantumproxies.io/residential-proxies/egypt)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# France 4G/5G Mobile Proxies – Real SFR & Free IPs from $5

France mobile proxies with real 4G/5G IPs from SFR, Free and Bouygues Telecom. From $5 for 1 GB, valid 90 days. 4 regions, 6 cities, sticky up to 24 h.

## France 4G/5G Mobile Proxies with Real French Carrier IPs

**From $5 for 1 GB · SFR, Free & Bouygues Telecom · 4 regions, 6 cities**

France mobile proxies route your traffic through real 4G/5G IP addresses on SFR, Free and Bouygues Telecom, the same address blocks French phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (SFR, Free, Bouygues Telecom)
- **6** French cities targetable across 4 regions

## Why French mobile IPs are treated as consumer traffic

French carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on SFR, Free or Bouygues Telecom: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a French carrier ASN, a mobile-typical history and a French geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a French mobile user and leave the rest to how you use it.

## What people run through France mobile proxies

The common thread is work that must come from a phone on a French network. Typical jobs our customers run on the French mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for French audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an SFR, Free or Bouygues Telecom user sees them
- Ad verification on mobile: check which creative and landing page a French phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Hauts-de-france or Lille
- Market research and search-result sampling from a French mobile profile instead of a server range

## 5G mobile proxies in France

The French pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on SFR share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-fr and append the scope you want: region-\<region code> for one of 4 regions, city-\<city code> for one of 6 French cities (Lille and Lyon included), and isp-\<carrier code> to pin SFR, Free or Bouygues Telecom. Real codes from the tree look like region-hauts_de_france, city-lille and isp-sfr. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Bouygues Telecom IP in Lyon, you get a Bouygues Telecom IP in Lyon or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## France mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up France mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick France and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-fr-city-lille-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-fr:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a French carrier. The REST API, MCP server and Chrome extension use the same credentials.

## French mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| SFR | 4G LTE / 5G | region, city, carrier code |
| Free | 4G LTE / 5G | region, city, carrier code |
| Bouygues Telecom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do France mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which French carriers do the proxies use?

SFR, Free and Bouygues Telecom. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 6 cities, or leave the carrier open and let the gateway pick any French mobile IP inside your location.

### How long can I keep the same French mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are French mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for France mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [France residential proxies](https://quantumproxies.io/residential-proxies/france)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Germany 4G/5G Mobile Proxies – Real O2, Telekom & Vodafone IPs from $5

Germany mobile proxies with real 4G/5G IPs from O2, Telekom and Vodafone. From $5 for 1 GB, valid 90 days. Region, city, carrier targeting, sticky up to 24 h.

## Germany 4G/5G Mobile Proxies with Real German Carrier IPs

**From $5 for 1 GB · O2, Deutsche Telekom & Vodafone · 12 regions, 26 cities**

Germany mobile proxies carry your traffic over real 4G/5G IP addresses on O2, Deutsche Telekom and Vodafone, the address ranges German phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier across 12 regions and 26 cities, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (O2, Deutsche Telekom, Vodafone)
- **26** German cities targetable across 12 regions

## Why German mobile IPs are treated as consumer traffic

German carriers place their subscribers behind carrier-grade NAT (CGNAT). Many handsets in one area exit through a single public IPv4 address at once, and the address changes as phones move between cells or reconnect to the network. Blocking or throttling that address would cut off real customers of O2, Deutsche Telekom or Vodafone, so websites and apps rate it as ordinary consumer traffic coming from inside a German carrier's own network range, not as a server.

That is the value of a mobile proxy: an IP inside a German carrier ASN with a mobile-typical history and a German geolocation rather than a hosting range. It also explains why mobile is the most expensive proxy tier; the addresses are scarce and shared with real subscribers. We make no undetectable claims. You get the accurate network profile of a German mobile user and decide what to do with it.

## What people run through Germany mobile proxies

The shared requirement is traffic that must originate from a phone on a German network. Typical jobs on the German mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for the German market from the region where the brand, agency or creator operates
- App testing and localisation QA on real carrier networks: App Store and Google Play listings, EUR pricing, SMS verification and push flows as an O2, Telekom or Vodafone user sees them
- Ad verification on mobile: confirm which creative and landing page a German phone in Berlin or another city is served, and whether partners follow your placement rules
- Local price checks and app-store ranking checks by city, where results differ between a data-center address and a handset on a German carrier
- Market research and search-result sampling from a German mobile profile instead of a server range

## 5G mobile proxies in Germany

The German pool contains devices on 4G LTE and on 5G across O2, Deutsche Telekom and Vodafone. You do not choose the radio generation, because the exit IP a website sees is drawn from the carrier's public address range, and 5G and LTE handsets on the same carrier share those ranges. To the target site the two generations are indistinguishable; the carrier ASN and address block are what it evaluates.

5G affects the connection behind the IP, not the IP itself. Devices on 5G give you more headroom for image-heavy feeds, video and app traffic that would be slow on a congested LTE cell. If latency matters for your job, run a short test from a sticky session against your real target and keep the sessions that perform best. There is no 5G surcharge and no separate 5G plan; a Germany mobile plan covers both generations.

## Target by carrier, region and city

Targeting is written into the proxy username, so you can change it per request without opening the dashboard. Start from USER-country-de and append region-\<region code> for one of 12 German regions, city-\<city code> for one of 26 cities (Berlin included), and isp-\<carrier code> to pin O2, Deutsche Telekom or Vodafone. The dashboard's location picker lists the exact codes and assembles the string for you, so there is no guessing at slugs and no typo that silently widens your scope to the whole country.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if one client mixes countries. Authenticate with user:pass or whitelist your server's IP in the dashboard. The gateway keeps to the scope you set: a request for a Telekom IP in Bavaria is served by a Telekom IP in Bavaria or returns an error, never a silent fallback to another region or carrier.

## Sticky vs rotating sessions

The default mode is rotating: each request may leave through a different carrier IP inside your targeting scope. It is the right choice for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything spanning several steps, add session-\<id> to the username; the gateway then holds the same carrier IP for that id for up to 24 hours.

A sticky session ends early only if the device behind it drops off the network; the next request with that id is then served by another IP in the same scope. Use one session id per account or browser profile and let finished sessions expire rather than reusing ids across unrelated work. Sticky and rotating are billed the same way, per GB transferred, so holding an IP costs nothing extra.

## Germany mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan will not expire before you have used it. Prices are the same for every country, region, city and carrier; pinning Vodafone in Munich costs no more than Germany as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Germany mobile proxies in 3 steps

No sales call and no approval queue: the plan is live as soon as payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from the balance.
- 2. In the mobile section, pick Germany and, if needed, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-de-city-berlin-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-de:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a German carrier. The REST API, MCP server and Chrome extension use the same credentials.

## German mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| O2 | 4G LTE / 5G | region, city, carrier code |
| Deutsche Telekom | 4G LTE / 5G | region, city, carrier code |
| Vodafone | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Germany mobile proxies cost?

Plans start at $5 for 1 GB and fall to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target all of Germany or one carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which German mobile carriers do the proxies use?

O2, Deutsche Telekom and Vodafone. All three are in the location tree, so you can pin one carrier with isp-\<code> in the username, narrow to one of 12 regions or 26 cities, or leave the carrier open and let the gateway choose any German mobile IP inside your chosen location.

### How long can I keep the same German mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request carrying that id leaves through the same carrier IP. Without a session id the gateway rotates and each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are German 5G mobile proxies actually 5G?

The pool includes devices on 4G LTE and on 5G across O2, Telekom and Vodafone, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. You get the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are German mobile IPs shared or dedicated?

Shared, like every carrier IP. Because of carrier-grade NAT, each mobile address is in use at the same moment by real subscribers on that carrier, which is exactly what makes it read as consumer traffic. We do not sell dedicated modems. For a long job on one address, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Germany mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It uses the residential pool, not the mobile carriers. To test German mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. Pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan runs out.

## Sources

- [Deutsche Telekom (Wikipedia)](https://en.wikipedia.org/wiki/Deutsche_Telekom)
- [Vodafone Germany (Wikipedia)](https://en.wikipedia.org/wiki/Vodafone_Germany)
- [Telefónica Germany / O2 (Wikipedia)](https://en.wikipedia.org/wiki/Telef%C3%B3nica_Germany)
- [Telecommunications (Bundesnetzagentur)](https://www.bundesnetzagentur.de/EN/Areas/Telecommunications/start.html)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Germany residential proxies](https://quantumproxies.io/residential-proxies/germany)
- [USA mobile proxies](https://quantumproxies.io/mobile-proxies/usa)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# India 4G/5G Mobile Proxies – Real Jio, Airtel & Vi IPs from $5

India mobile proxies with real 4G/5G IPs from Jio, Airtel, Vi and BSNL. From $5 for 1 GB, valid 90 days. State, city and carrier targeting, sticky up to 24 h.

## India 4G/5G Mobile Proxies with Real Indian Carrier IPs

**From $5 for 1 GB · Jio, Airtel, Vi & BSNL · 26 states, 100 cities**

India mobile proxies carry your traffic over real 4G/5G IP addresses on Jio, Airtel, Vodafone Idea (Vi) and BSNL, the address ranges Indian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by state, city and carrier across 26 states and 100 cities, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers (Jio, Airtel, Vi, BSNL)
- **100** Indian cities targetable across 26 states

## Why Indian mobile IPs are treated as consumer traffic

Indian carriers put their subscribers behind carrier-grade NAT (CGNAT), and on networks the size of Jio and Airtel the ratio is extreme: a very large number of handsets in one circle exit through a single public IPv4 address at the same time, and the address changes as phones move between cells or reconnect. Blocking or throttling that address would cut off real customers, so websites and apps score it as ordinary consumer traffic from inside an Indian carrier's network range, not as a server.

That is what a mobile proxy gives you: an IP inside an Indian carrier ASN with a mobile-typical history and an Indian geolocation rather than a hosting range. It is also why mobile is the most expensive proxy tier; the addresses are scarce and shared with real subscribers. We make no undetectable claims. You get the accurate network profile of an Indian mobile user and decide how to use it.

## What people run through India mobile proxies

What these jobs share is that they must originate from a phone on an Indian network to mean anything. Typical work on the Indian mobile pool:

- Managing your own Instagram, Facebook Ads and regional-app accounts for Indian audiences from the state where the brand, agency or creator is based
- App testing and localisation QA on real carrier networks: Google Play and App Store listings, INR pricing, UPI and OTP flows as a Jio, Airtel, Vi or BSNL user sees them
- Ad verification on mobile: confirm which creative and landing page an Indian phone in Mumbai, Hyderabad or another city is served, and whether partners follow your placement rules
- Local price checks and app-store ranking checks by city, where results differ between a data-center address and a handset on an Indian carrier
- Market research and search-result sampling from an Indian mobile profile instead of a server range

## 5G mobile proxies in India

The Indian pool contains devices on 4G LTE and on 5G across Jio, Airtel, Vi and BSNL. You do not choose the radio generation, because the exit IP a website sees is drawn from the carrier's public address range, and 5G and LTE handsets on the same carrier share those ranges. To the target site the two generations are indistinguishable; what it evaluates is the carrier ASN and the address block.

5G changes the connection behind the IP, not the IP itself. Devices on 5G give you more headroom for image-heavy feeds, video and app traffic that would be slow on a congested LTE cell, which is common on busy Indian networks at peak hours. If latency matters, run a short test from a sticky session against your real target and keep the sessions that perform best. There is no 5G surcharge and no separate 5G plan; an India mobile plan covers both generations.

## Target by carrier, state and city

Targeting is written into the proxy username, so you can change it per request without opening the dashboard. Start from USER-country-in and append region-\<state code> for one of 26 Indian states, city-\<city code> for one of 100 cities (Mumbai, Bengaluru and Hyderabad included), and isp-\<carrier code> to pin Jio, Airtel, Vodafone Idea or BSNL. The dashboard's location picker lists the exact codes and assembles the string for you, so there is no guessing at slugs and no typo that silently widens your scope to the whole country.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if one client mixes countries. Authenticate with user:pass or whitelist your server's IP in the dashboard. The gateway keeps to the scope you set: a request for a Jio IP in Maharashtra is served by a Jio IP in Maharashtra or returns an error, never a silent fallback to another state or carrier.

## Sticky vs rotating sessions

The default mode is rotating: each request may leave through a different carrier IP inside your targeting scope. It suits checks, price sampling and any job where every request should look like a different phone. For logins, OTP-based flows, ad-account work and anything spanning several steps, add session-\<id> to the username; the gateway then holds the same carrier IP for that id for up to 24 hours.

A sticky session ends early only if the device behind it drops off the network; the next request with that id is then served by another IP in the same scope. Use one session id per account or browser profile and let finished sessions expire rather than reusing ids across unrelated work. Sticky and rotating are billed the same way, per GB transferred, so holding an IP costs nothing extra.

## India mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan will not expire before you have used it. Prices are the same for every country, state, city and carrier; pinning Jio in Mumbai costs no more than India as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up India mobile proxies in 3 steps

No sales call and no approval queue: the plan is live as soon as payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from the balance.
- 2. In the mobile section, pick India and, if needed, a state, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-in-city-mumbai-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-in:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to an Indian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Indian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Jio | 4G LTE / 5G | state, city, carrier code |
| Airtel | 4G LTE / 5G | state, city, carrier code |
| Vodafone Idea (Vi) | 4G LTE / 5G | state, city, carrier code |
| BSNL | 4G LTE / 5G | state, city, carrier code |

## Frequently Asked Questions

### How much do India mobile proxies cost?

Plans start at $5 for 1 GB and fall to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target all of India or one carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Indian carriers do the proxies use? Is there a Jio proxy?

Jio, Airtel, Vodafone Idea (Vi) and BSNL. All four are in the location tree, so you can pin Jio or any other carrier with isp-\<code> in the username, narrow to one of 26 states or 100 cities, or leave the carrier open and let the gateway choose any Indian mobile IP inside your chosen location.

### How long can I keep the same Indian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request carrying that id leaves through the same carrier IP. Without a session id the gateway rotates and each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are Indian 5G mobile proxies actually 5G?

The pool includes devices on 4G LTE and on 5G across Jio, Airtel, Vi and BSNL, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. You get the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Indian mobile IPs shared or dedicated?

Shared, like every carrier IP. Because of carrier-grade NAT, each mobile address is in use at the same moment by real subscribers on that carrier, which is exactly what makes it read as consumer traffic. We do not sell dedicated modems. For a long job on one address, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for India mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It uses the residential pool, not the mobile carriers. To test Indian mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. Pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan runs out.

## Sources

- [Jio (Wikipedia)](https://en.wikipedia.org/wiki/Jio)
- [Bharti Airtel (Wikipedia)](https://en.wikipedia.org/wiki/Bharti_Airtel)
- [Vodafone Idea (Wikipedia)](https://en.wikipedia.org/wiki/Vodafone_Idea)
- [Telecom Subscriptions Reports (TRAI)](https://www.trai.gov.in/release-publication/reports/telecom-subscriptions-reports)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [India residential proxies](https://quantumproxies.io/residential-proxies/india)
- [USA mobile proxies](https://quantumproxies.io/mobile-proxies/usa)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Indonesia 4G/5G Mobile Proxies – Real Telkomsel & Indosat IPs from $5

Indonesia mobile proxies with real 4G/5G IPs from Telkomsel, Indosat and XL Axiata. From $5 for 1 GB, valid 90 days. 28 regions, 47 cities, sticky up to 24 h.

## Indonesia 4G/5G Mobile Proxies with Real Indonesian Carrier IPs

**From $5 for 1 GB · Telkomsel, Indosat & XL Axiata · 28 regions, 47 cities**

Indonesia mobile proxies route your traffic through real 4G/5G IP addresses on Telkomsel, Indosat and XL Axiata, the same address blocks Indonesian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers incl. Telkomsel, Indosat, XL Axiata
- **47** Indonesian cities targetable across 28 regions

## Why Indonesian mobile IPs are treated as consumer traffic

Indonesian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Telkomsel, Indosat or XL Axiata: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees an Indonesian carrier ASN, a mobile-typical history and an Indonesian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for an Indonesian mobile user and leave the rest to how you use it.

## What people run through Indonesia mobile proxies

The common thread is work that must come from a phone on an Indonesian network. Typical jobs our customers run on the Indonesian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Indonesian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Telkomsel, Indosat or XL Axiata user sees them
- Ad verification on mobile: check which creative and landing page an Indonesian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Jakarta or West Jakarta
- Market research and search-result sampling from an Indonesian mobile profile instead of a server range

## 5G mobile proxies in Indonesia

The Indonesian pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Telkomsel share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-id and append the scope you want: region-\<region code> for one of 28 regions, city-\<city code> for one of 47 Indonesian cities (West Jakarta and Bandung included), and isp-\<carrier code> to pin Telkomsel, Indosat or XL Axiata. Real codes from the tree look like region-jakarta, city-west_jakarta and isp-telkomsel. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for an XL Axiata IP in Bandung, you get an XL Axiata IP in Bandung or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Indonesia mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Indonesia mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Indonesia and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-id-city-west_jakarta-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-id:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to an Indonesian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Indonesian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Telkomsel | 4G LTE / 5G | region, city, carrier code |
| Indosat | 4G LTE / 5G | region, city, carrier code |
| XL Axiata | 4G LTE / 5G | region, city, carrier code |
| Smartfren | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Indonesia mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Indonesian carriers do the proxies use?

Telkomsel, Indosat and XL Axiata. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 47 cities, or leave the carrier open and let the gateway pick any Indonesian mobile IP inside your location.

### How long can I keep the same Indonesian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Indonesian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Indonesia mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Indonesia residential proxies](https://quantumproxies.io/residential-proxies/indonesia)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Iraq 4G/5G Mobile Proxies – Real Al Atheer Telecom IPs from $5

Iraq mobile proxies with real 4G/5G carrier IPs. From $5 for 1 GB, valid 90 days. 6 regions, 8 cities, sticky sessions up to 24 h.

## Iraq 4G/5G Mobile Proxies with Real Iraqi Carrier IPs

**From $5 for 1 GB · Al Atheer Telecom, Asiacell Communications & Allay Nawroz Telecom · 6 regions, 8 cities**

Iraq mobile proxies route your traffic through real 4G/5G IP addresses on Al Atheer Telecom, Asiacell Communications and Allay Nawroz Telecom, the same address blocks Iraqi phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Al Atheer Telecom, Asiacell Communications, Allay Nawroz Telecom)
- **8** Iraqi cities targetable across 6 regions

## Why Iraqi mobile IPs are treated as consumer traffic

Iraqi carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Al Atheer Telecom, Asiacell Communications or Allay Nawroz Telecom: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees an Iraqi carrier ASN, a mobile-typical history and an Iraqi geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for an Iraqi mobile user and leave the rest to how you use it.

## What people run through Iraq mobile proxies

The common thread is work that must come from a phone on an Iraqi network. Typical jobs our customers run on the Iraqi mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Iraqi audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an Al Atheer Telecom, Asiacell Communications or Allay Nawroz Telecom user sees them
- Ad verification on mobile: check which creative and landing page an Iraqi phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Baghdad or Baghdad
- Market research and search-result sampling from an Iraqi mobile profile instead of a server range

## 5G mobile proxies in Iraq

The Iraqi pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Al Atheer Telecom share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-iq and append the scope you want: region-\<region code> for one of 6 regions, city-\<city code> for one of 8 Iraqi cities (Baghdad and Erbil included), and isp-\<carrier code> to pin Al Atheer Telecom, Asiacell Communications or Allay Nawroz Telecom. Real codes from the tree look like region-baghdad, city-baghdad and isp-al_atheer_telecommunication_iraq_incorporated_in_c. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for an Allay Nawroz Telecom IP in Erbil, you get an Allay Nawroz Telecom IP in Erbil or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Iraq mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Iraq mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Iraq and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-iq-city-baghdad-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-iq:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to an Iraqi carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Iraqi mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Al Atheer Telecom | 4G LTE / 5G | region, city, carrier code |
| Asiacell Communications | 4G LTE / 5G | region, city, carrier code |
| Allay Nawroz Telecom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Iraq mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Iraqi carriers do the proxies use?

Al Atheer Telecom, Asiacell Communications and Allay Nawroz Telecom. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 8 cities, or leave the carrier open and let the gateway pick any Iraqi mobile IP inside your location.

### How long can I keep the same Iraqi mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Iraqi mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Iraq mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Iraq residential proxies](https://quantumproxies.io/residential-proxies/iraq)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Israel 4G/5G Mobile Proxies – Real Partner Communications IPs from $5

Israel mobile proxies with real 4G/5G IPs from Partner Communications and Pelephone. From $5 for 1 GB, valid 90 days. 3 regions, 8 cities, sticky up to 24 h.

## Israel 4G/5G Mobile Proxies with Real Israeli Carrier IPs

**From $5 for 1 GB · Partner Communications, Pelephone & Cellcom · 3 regions, 8 cities**

Israel mobile proxies route your traffic through real 4G/5G IP addresses on Partner Communications, Pelephone and Cellcom, the same address blocks Israeli phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Partner Communications, Pelephone, Cellcom)
- **8** Israeli cities targetable across 3 regions

## Why Israeli mobile IPs are treated as consumer traffic

Israeli carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Partner Communications, Pelephone or Cellcom: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees an Israeli carrier ASN, a mobile-typical history and an Israeli geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for an Israeli mobile user and leave the rest to how you use it.

## What people run through Israel mobile proxies

The common thread is work that must come from a phone on an Israeli network. Typical jobs our customers run on the Israeli mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Israeli audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Partner Communications, Pelephone or Cellcom user sees them
- Ad verification on mobile: check which creative and landing page an Israeli phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Tel Aviv or Tel Aviv
- Market research and search-result sampling from an Israeli mobile profile instead of a server range

## 5G mobile proxies in Israel

The Israeli pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Partner Communications share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-il and append the scope you want: region-\<region code> for one of 3 regions, city-\<city code> for one of 8 Israeli cities (Tel Aviv and Petah Tikva included), and isp-\<carrier code> to pin Partner Communications, Pelephone or Cellcom. Real codes from the tree look like region-tel_aviv, city-tel_aviv and isp-partner_communications. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Cellcom IP in Petah Tikva, you get a Cellcom IP in Petah Tikva or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Israel mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Israel mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Israel and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-il-city-tel_aviv-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-il:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to an Israeli carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Israeli mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Partner Communications | 4G LTE / 5G | region, city, carrier code |
| Pelephone | 4G LTE / 5G | region, city, carrier code |
| Cellcom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Israel mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Israeli carriers do the proxies use?

Partner Communications, Pelephone and Cellcom. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 8 cities, or leave the carrier open and let the gateway pick any Israeli mobile IP inside your location.

### How long can I keep the same Israeli mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Israeli mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Israel mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Israel residential proxies](https://quantumproxies.io/residential-proxies/israel)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Italy 4G/5G Mobile Proxies – Real Vodafone, TIM & Fastweb IPs from $5

Italy mobile proxies with real 4G/5G IPs from Vodafone, TIM and Fastweb. From $5 for 1 GB, valid 90 days. 13 regions, 27 cities, sticky up to 24 h.

## Italy 4G/5G Mobile Proxies with Real Italian Carrier IPs

**From $5 for 1 GB · Vodafone, TIM & Fastweb · 13 regions, 27 cities**

Italy mobile proxies route your traffic through real 4G/5G IP addresses on Vodafone, TIM and Fastweb, the same address blocks Italian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers incl. Vodafone, TIM, Fastweb
- **27** Italian cities targetable across 13 regions

## Why Italian mobile IPs are treated as consumer traffic

Italian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Vodafone, TIM or Fastweb: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees an Italian carrier ASN, a mobile-typical history and an Italian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for an Italian mobile user and leave the rest to how you use it.

## What people run through Italy mobile proxies

The common thread is work that must come from a phone on an Italian network. Typical jobs our customers run on the Italian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Italian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Vodafone, TIM or Fastweb user sees them
- Ad verification on mobile: check which creative and landing page an Italian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Lazio or Rome
- Market research and search-result sampling from an Italian mobile profile instead of a server range

## 5G mobile proxies in Italy

The Italian pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Vodafone share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-it and append the scope you want: region-\<region code> for one of 13 regions, city-\<city code> for one of 27 Italian cities (Rome and Florence included), and isp-\<carrier code> to pin Vodafone, TIM or Fastweb. Real codes from the tree look like region-lazio, city-rome and isp-vodafone_italia. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Fastweb IP in Florence, you get a Fastweb IP in Florence or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Italy mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Italy mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Italy and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-it-city-rome-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-it:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to an Italian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Italian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Vodafone | 4G LTE / 5G | region, city, carrier code |
| TIM | 4G LTE / 5G | region, city, carrier code |
| Fastweb | 4G LTE / 5G | region, city, carrier code |
| Tiscali | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Italy mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Italian carriers do the proxies use?

Vodafone, TIM and Fastweb. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 27 cities, or leave the carrier open and let the gateway pick any Italian mobile IP inside your location.

### How long can I keep the same Italian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Italian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Italy mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Italy residential proxies](https://quantumproxies.io/residential-proxies/italy)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Japan 4G/5G Mobile Proxies – Real NTT Docomo Business IPs from $5

Japan mobile proxies with real 4G/5G IPs from NTT Docomo Business and au One Net. From $5 for 1 GB, valid 90 days. 9 regions, 9 cities, sticky up to 24 h.

## Japan 4G/5G Mobile Proxies with Real Japanese Carrier IPs

**From $5 for 1 GB · NTT Docomo Business, au One Net & NTT Docomo · 9 regions, 9 cities**

Japan mobile proxies route your traffic through real 4G/5G IP addresses on NTT Docomo Business, au One Net and NTT Docomo, the same address blocks Japanese phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (NTT Docomo Business, au One Net, NTT Docomo)
- **9** Japanese cities targetable across 9 regions

## Why Japanese mobile IPs are treated as consumer traffic

Japanese carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on NTT Docomo Business, au One Net or NTT Docomo: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Japanese carrier ASN, a mobile-typical history and a Japanese geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Japanese mobile user and leave the rest to how you use it.

## What people run through Japan mobile proxies

The common thread is work that must come from a phone on a Japanese network. Typical jobs our customers run on the Japanese mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Japanese audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an NTT Docomo Business, au One Net or NTT Docomo user sees them
- Ad verification on mobile: check which creative and landing page a Japanese phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Osaka or Osaka
- Market research and search-result sampling from a Japanese mobile profile instead of a server range

## 5G mobile proxies in Japan

The Japanese pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on NTT Docomo Business share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-jp and append the scope you want: region-\<region code> for one of 9 regions, city-\<city code> for one of 9 Japanese cities (Osaka and Tokyo included), and isp-\<carrier code> to pin NTT Docomo Business, au One Net or NTT Docomo. Real codes from the tree look like region-osaka, city-osaka and isp-ntt_docomo_business. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for an NTT Docomo IP in Tokyo, you get an NTT Docomo IP in Tokyo or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Japan mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Japan mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Japan and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-jp-city-osaka-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-jp:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Japanese carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Japanese mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| NTT Docomo Business | 4G LTE / 5G | region, city, carrier code |
| au One Net | 4G LTE / 5G | region, city, carrier code |
| NTT Docomo | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Japan mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Japanese carriers do the proxies use?

NTT Docomo Business, au One Net and NTT Docomo. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 9 cities, or leave the carrier open and let the gateway pick any Japanese mobile IP inside your location.

### How long can I keep the same Japanese mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Japanese mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Japan mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Japan residential proxies](https://quantumproxies.io/residential-proxies/japan)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Kazakhstan 4G/5G Mobile Proxies – Real Tele2 IPs from $5

Kazakhstan mobile proxies with real 4G/5G IPs from Tele2, Kazakhtelecom and Beeline. From $5 for 1 GB, valid 90 days. 18 regions, 18 cities, sticky up to 24 h.

## Kazakhstan 4G/5G Mobile Proxies with Real Kazakh Carrier IPs

**From $5 for 1 GB · Tele2, Kazakhtelecom & Beeline · 18 regions, 18 cities**

Kazakhstan mobile proxies route your traffic through real 4G/5G IP addresses on Tele2, Kazakhtelecom and Beeline, the same address blocks Kazakh phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **5** carriers incl. Tele2, Kazakhtelecom, Beeline
- **18** Kazakh cities targetable across 18 regions

## Why Kazakh mobile IPs are treated as consumer traffic

Kazakh carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Tele2, Kazakhtelecom or Beeline: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Kazakh carrier ASN, a mobile-typical history and a Kazakh geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Kazakh mobile user and leave the rest to how you use it.

## What people run through Kazakhstan mobile proxies

The common thread is work that must come from a phone on a Kazakh network. Typical jobs our customers run on the Kazakh mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Kazakh audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Tele2, Kazakhtelecom or Beeline user sees them
- Ad verification on mobile: check which creative and landing page a Kazakh phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Almaty or Almaty
- Market research and search-result sampling from a Kazakh mobile profile instead of a server range

## 5G mobile proxies in Kazakhstan

The Kazakh pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Tele2 share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-kz and append the scope you want: region-\<region code> for one of 18 regions, city-\<city code> for one of 18 Kazakh cities (Almaty and Astana included), and isp-\<carrier code> to pin Tele2, Kazakhtelecom or Beeline. Real codes from the tree look like region-almaty, city-almaty and isp-tele_kazakhstan. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Beeline IP in Astana, you get a Beeline IP in Astana or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Kazakhstan mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Kazakhstan mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Kazakhstan and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-kz-city-almaty-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-kz:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Kazakh carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Kazakh mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Tele2 | 4G LTE / 5G | region, city, carrier code |
| Kazakhtelecom | 4G LTE / 5G | region, city, carrier code |
| Beeline | 4G LTE / 5G | region, city, carrier code |
| Kcell | 4G LTE / 5G | region, city, carrier code |
| 2Day Telecom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Kazakhstan mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Kazakh carriers do the proxies use?

Tele2, Kazakhtelecom and Beeline. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 18 cities, or leave the carrier open and let the gateway pick any Kazakh mobile IP inside your location.

### How long can I keep the same Kazakh mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Kazakh mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Kazakhstan mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Kazakhstan residential proxies](https://quantumproxies.io/residential-proxies/kazakhstan)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Malaysia 4G/5G Mobile Proxies – Real CelcomDigi IPs from $5

Malaysia mobile proxies with real 4G/5G IPs from CelcomDigi and Maxis Communications. From $5 for 1 GB, valid 90 days. 6 regions, 11 cities, sticky up to 24 h.

## Malaysia 4G/5G Mobile Proxies with Real Malaysian Carrier IPs

**From $5 for 1 GB · CelcomDigi, Maxis Communications & YTL Communications · 6 regions, 11 cities**

Malaysia mobile proxies route your traffic through real 4G/5G IP addresses on CelcomDigi, Maxis Communications and YTL Communications, the same address blocks Malaysian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **5** carriers incl. CelcomDigi, Maxis Communications, YTL Communications
- **11** Malaysian cities targetable across 6 regions

## Why Malaysian mobile IPs are treated as consumer traffic

Malaysian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on CelcomDigi, Maxis Communications or YTL Communications: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Malaysian carrier ASN, a mobile-typical history and a Malaysian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Malaysian mobile user and leave the rest to how you use it.

## What people run through Malaysia mobile proxies

The common thread is work that must come from a phone on a Malaysian network. Typical jobs our customers run on the Malaysian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Malaysian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a CelcomDigi, Maxis Communications or YTL Communications user sees them
- Ad verification on mobile: check which creative and landing page a Malaysian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Kuala Lumpur or Kuala Lumpur
- Market research and search-result sampling from a Malaysian mobile profile instead of a server range

## 5G mobile proxies in Malaysia

The Malaysian pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on CelcomDigi share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-my and append the scope you want: region-\<region code> for one of 6 regions, city-\<city code> for one of 11 Malaysian cities (Kuala Lumpur and Petaling Jaya included), and isp-\<carrier code> to pin CelcomDigi, Maxis Communications or YTL Communications. Real codes from the tree look like region-kuala_lumpur, city-kuala_lumpur and isp-celcomdigi. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a YTL Communications IP in Petaling Jaya, you get a YTL Communications IP in Petaling Jaya or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Malaysia mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Malaysia mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Malaysia and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-my-city-kuala_lumpur-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-my:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Malaysian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Malaysian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| CelcomDigi | 4G LTE / 5G | region, city, carrier code |
| Maxis Communications | 4G LTE / 5G | region, city, carrier code |
| YTL Communications | 4G LTE / 5G | region, city, carrier code |
| TM Net | 4G LTE / 5G | region, city, carrier code |
| U Mobile | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Malaysia mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Malaysian carriers do the proxies use?

CelcomDigi, Maxis Communications and YTL Communications. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 11 cities, or leave the carrier open and let the gateway pick any Malaysian mobile IP inside your location.

### How long can I keep the same Malaysian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Malaysian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Malaysia mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Malaysia residential proxies](https://quantumproxies.io/residential-proxies/malaysia)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Morocco 4G/5G Mobile Proxies – Real Inwi & Orange IPs from $5

Morocco mobile proxies with real 4G/5G IPs from Inwi, Orange and Maroc Telecom. From $5 for 1 GB, valid 90 days. 7 regions, 9 cities, sticky up to 24 h.

## Morocco 4G/5G Mobile Proxies with Real Moroccan Carrier IPs

**From $5 for 1 GB · Inwi, Orange & Maroc Telecom · 7 regions, 9 cities**

Morocco mobile proxies route your traffic through real 4G/5G IP addresses on Inwi, Orange and Maroc Telecom, the same address blocks Moroccan phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Inwi, Orange, Maroc Telecom)
- **9** Moroccan cities targetable across 7 regions

## Why Moroccan mobile IPs are treated as consumer traffic

Moroccan carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Inwi, Orange or Maroc Telecom: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Moroccan carrier ASN, a mobile-typical history and a Moroccan geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Moroccan mobile user and leave the rest to how you use it.

## What people run through Morocco mobile proxies

The common thread is work that must come from a phone on a Moroccan network. Typical jobs our customers run on the Moroccan mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Moroccan audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an Inwi, Orange or Maroc Telecom user sees them
- Ad verification on mobile: check which creative and landing page a Moroccan phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Souss-massa or Agadir
- Market research and search-result sampling from a Moroccan mobile profile instead of a server range

## 5G mobile proxies in Morocco

The Moroccan pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Inwi share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-ma and append the scope you want: region-\<region code> for one of 7 regions, city-\<city code> for one of 9 Moroccan cities (Agadir and Casablanca included), and isp-\<carrier code> to pin Inwi, Orange or Maroc Telecom. Real codes from the tree look like region-souss_massa, city-agadir and isp-inwi. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Maroc Telecom IP in Casablanca, you get a Maroc Telecom IP in Casablanca or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Morocco mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Morocco mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Morocco and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-ma-city-agadir-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-ma:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Moroccan carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Moroccan mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Inwi | 4G LTE / 5G | region, city, carrier code |
| Orange | 4G LTE / 5G | region, city, carrier code |
| Maroc Telecom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Morocco mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Moroccan carriers do the proxies use?

Inwi, Orange and Maroc Telecom. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 9 cities, or leave the carrier open and let the gateway pick any Moroccan mobile IP inside your location.

### How long can I keep the same Moroccan mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Moroccan mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Morocco mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Morocco residential proxies](https://quantumproxies.io/residential-proxies/morocco)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Nigeria 4G/5G Mobile Proxies – Real Airtel Networks & MTN IPs from $5

Nigeria mobile proxies with real 4G/5G IPs from Airtel Networks, MTN and Globacom. From $5 for 1 GB, valid 90 days. 6 regions, 6 cities, sticky up to 24 h.

## Nigeria 4G/5G Mobile Proxies with Real Nigerian Carrier IPs

**From $5 for 1 GB · Airtel Networks, MTN & Globacom · 6 regions, 6 cities**

Nigeria mobile proxies route your traffic through real 4G/5G IP addresses on Airtel Networks, MTN and Globacom, the same address blocks Nigerian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Airtel Networks, MTN, Globacom)
- **6** Nigerian cities targetable across 6 regions

## Why Nigerian mobile IPs are treated as consumer traffic

Nigerian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Airtel Networks, MTN or Globacom: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Nigerian carrier ASN, a mobile-typical history and a Nigerian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Nigerian mobile user and leave the rest to how you use it.

## What people run through Nigeria mobile proxies

The common thread is work that must come from a phone on a Nigerian network. Typical jobs our customers run on the Nigerian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Nigerian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an Airtel Networks, MTN or Globacom user sees them
- Ad verification on mobile: check which creative and landing page a Nigerian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Fct or Abuja
- Market research and search-result sampling from a Nigerian mobile profile instead of a server range

## 5G mobile proxies in Nigeria

The Nigerian pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Airtel Networks share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-ng and append the scope you want: region-\<region code> for one of 6 regions, city-\<city code> for one of 6 Nigerian cities (Abuja and Benin City included), and isp-\<carrier code> to pin Airtel Networks, MTN or Globacom. Real codes from the tree look like region-fct, city-abuja and isp-airtel_networks_limited. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Globacom IP in Benin City, you get a Globacom IP in Benin City or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Nigeria mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Nigeria mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Nigeria and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-ng-city-abuja-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-ng:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Nigerian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Nigerian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Airtel Networks | 4G LTE / 5G | region, city, carrier code |
| MTN | 4G LTE / 5G | region, city, carrier code |
| Globacom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Nigeria mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Nigerian carriers do the proxies use?

Airtel Networks, MTN and Globacom. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 6 cities, or leave the carrier open and let the gateway pick any Nigerian mobile IP inside your location.

### How long can I keep the same Nigerian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Nigerian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Nigeria mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Nigeria residential proxies](https://quantumproxies.io/residential-proxies/nigeria)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Pakistan 4G/5G Mobile Proxies – Real Carrier IPs from $5

Pakistan mobile proxies with real 4G/5G carrier IPs. From $5 for 1 GB, valid 90 days. 3 regions, 8 cities, sticky sessions up to 24 h.

## Pakistan 4G/5G Mobile Proxies with Real Pakistani Carrier IPs

**From $5 for 1 GB · Pakistan Mobile Communication, PTCL & Telenor · 3 regions, 8 cities**

Pakistan mobile proxies route your traffic through real 4G/5G IP addresses on Pakistan Mobile Communication, PTCL and Telenor, the same address blocks Pakistani phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **5** carriers incl. Pakistan Mobile Communication, PTCL, Telenor
- **8** Pakistani cities targetable across 3 regions

## Why Pakistani mobile IPs are treated as consumer traffic

Pakistani carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Pakistan Mobile Communication, PTCL or Telenor: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Pakistani carrier ASN, a mobile-typical history and a Pakistani geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Pakistani mobile user and leave the rest to how you use it.

## What people run through Pakistan mobile proxies

The common thread is work that must come from a phone on a Pakistani network. Typical jobs our customers run on the Pakistani mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Pakistani audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Pakistan Mobile Communication, PTCL or Telenor user sees them
- Ad verification on mobile: check which creative and landing page a Pakistani phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Islamabad or Islamabad
- Market research and search-result sampling from a Pakistani mobile profile instead of a server range

## 5G mobile proxies in Pakistan

The Pakistani pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Pakistan Mobile Communication share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-pk and append the scope you want: region-\<region code> for one of 3 regions, city-\<city code> for one of 8 Pakistani cities (Islamabad and Karachi included), and isp-\<carrier code> to pin Pakistan Mobile Communication, PTCL or Telenor. Real codes from the tree look like region-islamabad, city-islamabad and isp-pakistan_mobile_communication_limited. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Telenor IP in Karachi, you get a Telenor IP in Karachi or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Pakistan mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Pakistan mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Pakistan and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-pk-city-islamabad-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-pk:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Pakistani carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Pakistani mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Pakistan Mobile Communication | 4G LTE / 5G | region, city, carrier code |
| PTCL | 4G LTE / 5G | region, city, carrier code |
| Telenor | 4G LTE / 5G | region, city, carrier code |
| Multacom | 4G LTE / 5G | region, city, carrier code |
| Jazz | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Pakistan mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Pakistani carriers do the proxies use?

Pakistan Mobile Communication, PTCL and Telenor. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 8 cities, or leave the carrier open and let the gateway pick any Pakistani mobile IP inside your location.

### How long can I keep the same Pakistani mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Pakistani mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Pakistan mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Pakistan residential proxies](https://quantumproxies.io/residential-proxies/pakistan)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Peru 4G/5G Mobile Proxies – Real Claro, Movistar & Bitel IPs from $5

Peru mobile proxies with real 4G/5G IPs from Claro, Movistar and Bitel. From $5 for 1 GB, valid 90 days. 7 regions, 7 cities, sticky up to 24 h.

## Peru 4G/5G Mobile Proxies with Real Peruvian Carrier IPs

**From $5 for 1 GB · Claro, Movistar & Bitel · 7 regions, 7 cities**

Peru mobile proxies route your traffic through real 4G/5G IP addresses on Claro, Movistar and Bitel, the same address blocks Peruvian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers incl. Claro, Movistar, Bitel
- **7** Peruvian cities targetable across 7 regions

## Why Peruvian mobile IPs are treated as consumer traffic

Peruvian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Claro, Movistar or Bitel: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Peruvian carrier ASN, a mobile-typical history and a Peruvian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Peruvian mobile user and leave the rest to how you use it.

## What people run through Peru mobile proxies

The common thread is work that must come from a phone on a Peruvian network. Typical jobs our customers run on the Peruvian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Peruvian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Claro, Movistar or Bitel user sees them
- Ad verification on mobile: check which creative and landing page a Peruvian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Lima or Lima
- Market research and search-result sampling from a Peruvian mobile profile instead of a server range

## 5G mobile proxies in Peru

The Peruvian pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Claro share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-pe and append the scope you want: region-\<region code> for one of 7 regions, city-\<city code> for one of 7 Peruvian cities (Lima and Trujillo included), and isp-\<carrier code> to pin Claro, Movistar or Bitel. Real codes from the tree look like region-lima, city-lima and isp-claro_movil. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Peruvian gateway, mobile-us.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Bitel IP in Trujillo, you get a Bitel IP in Trujillo or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Peru mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Peru mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Peru and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-pe-city-lima-session-ab12.
- 3. Point your client at mobile-us.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-pe:PASS@mobile-us.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Peruvian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Peruvian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Claro | 4G LTE / 5G | region, city, carrier code |
| Movistar | 4G LTE / 5G | region, city, carrier code |
| Bitel | 4G LTE / 5G | region, city, carrier code |
| Entel | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Peru mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Peruvian carriers do the proxies use?

Claro, Movistar and Bitel. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 7 cities, or leave the carrier open and let the gateway pick any Peruvian mobile IP inside your location.

### How long can I keep the same Peruvian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Peruvian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Peru mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Peru residential proxies](https://quantumproxies.io/residential-proxies/peru)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Philippines 4G/5G Mobile Proxies – Real Carrier IPs from $5

Philippines mobile proxies with real 4G/5G carrier IPs. From $5 for 1 GB, valid 90 days. 11 regions, 36 cities, sticky sessions up to 24 h.

## Philippines 4G/5G Mobile Proxies with Real Filipino Carrier IPs

**From $5 for 1 GB · Smart Communications, Globe Telecom & Globe Business · 11 regions, 36 cities**

Philippines mobile proxies route your traffic through real 4G/5G IP addresses on Smart Communications, Globe Telecom and Globe Business, the same address blocks Filipino phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers incl. Smart Communications, Globe Telecom, Globe Business
- **36** Filipino cities targetable across 11 regions

## Why Filipino mobile IPs are treated as consumer traffic

Filipino carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Smart Communications, Globe Telecom or Globe Business: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Filipino carrier ASN, a mobile-typical history and a Filipino geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Filipino mobile user and leave the rest to how you use it.

## What people run through Philippines mobile proxies

The common thread is work that must come from a phone on a Filipino network. Typical jobs our customers run on the Filipino mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Filipino audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Smart Communications, Globe Telecom or Globe Business user sees them
- Ad verification on mobile: check which creative and landing page a Filipino phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Northern Mindanao or Cagayan De Oro
- Market research and search-result sampling from a Filipino mobile profile instead of a server range

## 5G mobile proxies in the Philippines

The Filipino pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Smart Communications share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-ph and append the scope you want: region-\<region code> for one of 11 regions, city-\<city code> for one of 36 Filipino cities (Cagayan De Oro and Davao City included), and isp-\<carrier code> to pin Smart Communications, Globe Telecom or Globe Business. Real codes from the tree look like region-northern_mindanao, city-cagayan_de_oro and isp-smart_communications. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Globe Business IP in Davao City, you get a Globe Business IP in Davao City or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Philippines mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Philippines mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Philippines and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-ph-city-cagayan_de_oro-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-ph:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Filipino carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Filipino mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Smart Communications | 4G LTE / 5G | region, city, carrier code |
| Globe Telecom | 4G LTE / 5G | region, city, carrier code |
| Globe Business | 4G LTE / 5G | region, city, carrier code |
| Dito Telecommunity | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Philippines mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Filipino carriers do the proxies use?

Smart Communications, Globe Telecom and Globe Business. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 36 cities, or leave the carrier open and let the gateway pick any Filipino mobile IP inside your location.

### How long can I keep the same Filipino mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Filipino mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Philippines mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Philippines residential proxies](https://quantumproxies.io/residential-proxies/philippines)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Poland 4G/5G Mobile Proxies – Real T-Mobile, Orange & Play IPs from $5

Poland mobile proxies with real 4G/5G IPs from T-Mobile, Orange and Play. From $5 for 1 GB, valid 90 days. 16 regions, 40 cities, sticky up to 24 h.

## Poland 4G/5G Mobile Proxies with Real Polish Carrier IPs

**From $5 for 1 GB · T-Mobile, Orange & Play · 16 regions, 40 cities**

Poland mobile proxies route your traffic through real 4G/5G IP addresses on T-Mobile, Orange and Play, the same address blocks Polish phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers incl. T-Mobile, Orange, Play
- **40** Polish cities targetable across 16 regions

## Why Polish mobile IPs are treated as consumer traffic

Polish carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on T-Mobile, Orange or Play: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Polish carrier ASN, a mobile-typical history and a Polish geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Polish mobile user and leave the rest to how you use it.

## What people run through Poland mobile proxies

The common thread is work that must come from a phone on a Polish network. Typical jobs our customers run on the Polish mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Polish audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a T-Mobile, Orange or Play user sees them
- Ad verification on mobile: check which creative and landing page a Polish phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Greater Poland or Poznan
- Market research and search-result sampling from a Polish mobile profile instead of a server range

## 5G mobile proxies in Poland

The Polish pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on T-Mobile share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-pl and append the scope you want: region-\<region code> for one of 16 regions, city-\<city code> for one of 40 Polish cities (Poznan and Warsaw included), and isp-\<carrier code> to pin T-Mobile, Orange or Play. Real codes from the tree look like region-greater_poland, city-poznan and isp-t_mobile_polska. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Play IP in Warsaw, you get a Play IP in Warsaw or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Poland mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Poland mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Poland and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-pl-city-poznan-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-pl:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Polish carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Polish mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| T-Mobile | 4G LTE / 5G | region, city, carrier code |
| Orange | 4G LTE / 5G | region, city, carrier code |
| Play | 4G LTE / 5G | region, city, carrier code |
| Plus | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Poland mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Polish carriers do the proxies use?

T-Mobile, Orange and Play. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 40 cities, or leave the carrier open and let the gateway pick any Polish mobile IP inside your location.

### How long can I keep the same Polish mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Polish mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Poland mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Poland residential proxies](https://quantumproxies.io/residential-proxies/poland)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Romania 4G/5G Mobile Proxies – Real Orange & Digi IPs from $5

Romania mobile proxies with real 4G/5G IPs from Orange, Digi and Vodafone. From $5 for 1 GB, valid 90 days. 13 regions, 14 cities, sticky up to 24 h.

## Romania 4G/5G Mobile Proxies with Real Romanian Carrier IPs

**From $5 for 1 GB · Orange, Digi & Vodafone · 13 regions, 14 cities**

Romania mobile proxies route your traffic through real 4G/5G IP addresses on Orange, Digi and Vodafone, the same address blocks Romanian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers incl. Orange, Digi, Vodafone
- **14** Romanian cities targetable across 13 regions

## Why Romanian mobile IPs are treated as consumer traffic

Romanian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Orange, Digi or Vodafone: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Romanian carrier ASN, a mobile-typical history and a Romanian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Romanian mobile user and leave the rest to how you use it.

## What people run through Romania mobile proxies

The common thread is work that must come from a phone on a Romanian network. Typical jobs our customers run on the Romanian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Romanian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an Orange, Digi or Vodafone user sees them
- Ad verification on mobile: check which creative and landing page a Romanian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Bucharest or Bucharest
- Market research and search-result sampling from a Romanian mobile profile instead of a server range

## 5G mobile proxies in Romania

The Romanian pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Orange share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-ro and append the scope you want: region-\<region code> for one of 13 regions, city-\<city code> for one of 14 Romanian cities (Bucharest and Cluj-napoca included), and isp-\<carrier code> to pin Orange, Digi or Vodafone. Real codes from the tree look like region-bucharest, city-bucharest and isp-orange_romania. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Vodafone IP in Cluj-napoca, you get a Vodafone IP in Cluj-napoca or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Romania mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Romania mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Romania and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-ro-city-bucharest-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-ro:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Romanian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Romanian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Orange | 4G LTE / 5G | region, city, carrier code |
| Digi | 4G LTE / 5G | region, city, carrier code |
| Vodafone | 4G LTE / 5G | region, city, carrier code |
| Digi Business | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Romania mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Romanian carriers do the proxies use?

Orange, Digi and Vodafone. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 14 cities, or leave the carrier open and let the gateway pick any Romanian mobile IP inside your location.

### How long can I keep the same Romanian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Romanian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Romania mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Romania residential proxies](https://quantumproxies.io/residential-proxies/romania)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Russia 4G/5G Mobile Proxies – Real MTS, MegaFon & Beeline IPs from $5

Russia mobile proxies with real 4G/5G IPs from MTS, MegaFon and Beeline. From $5 for 1 GB, valid 90 days. 54 regions, 100 cities, sticky up to 24 h.

## Russia 4G/5G Mobile Proxies with Real Russian Carrier IPs

**From $5 for 1 GB · MTS, MegaFon & Beeline · 54 regions, 100 cities**

Russia mobile proxies route your traffic through real 4G/5G IP addresses on MTS, MegaFon and Beeline, the same address blocks Russian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **5** carriers incl. MTS, MegaFon, Beeline
- **100** Russian cities targetable across 54 regions

## Why Russian mobile IPs are treated as consumer traffic

Russian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on MTS, MegaFon or Beeline: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Russian carrier ASN, a mobile-typical history and a Russian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Russian mobile user and leave the rest to how you use it.

## What people run through Russia mobile proxies

The common thread is work that must come from a phone on a Russian network. Typical jobs our customers run on the Russian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Russian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an MTS, MegaFon or Beeline user sees them
- Ad verification on mobile: check which creative and landing page a Russian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Moscow or Moscow
- Market research and search-result sampling from a Russian mobile profile instead of a server range

## 5G mobile proxies in Russia

The Russian pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on MTS share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-ru and append the scope you want: region-\<region code> for one of 54 regions, city-\<city code> for one of 100 Russian cities (Moscow and Novosibirsk included), and isp-\<carrier code> to pin MTS, MegaFon or Beeline. Real codes from the tree look like region-moscow, city-moscow and isp-mts. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Beeline IP in Novosibirsk, you get a Beeline IP in Novosibirsk or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Russia mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Russia mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Russia and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-ru-city-moscow-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-ru:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Russian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Russian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| MTS | 4G LTE / 5G | region, city, carrier code |
| MegaFon | 4G LTE / 5G | region, city, carrier code |
| Beeline | 4G LTE / 5G | region, city, carrier code |
| Tele2 | 4G LTE / 5G | region, city, carrier code |
| Central Telegraph | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Russia mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Russian carriers do the proxies use?

MTS, MegaFon and Beeline. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 100 cities, or leave the carrier open and let the gateway pick any Russian mobile IP inside your location.

### How long can I keep the same Russian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Russian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Russia mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Russia residential proxies](https://quantumproxies.io/residential-proxies/russia)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Saudi Arabia 4G/5G Mobile Proxies – Real STC & Mobily IPs from $5

Saudi Arabia mobile proxies with real 4G/5G IPs from STC, Mobily and Zain. From $5 for 1 GB, valid 90 days. 7 regions, 13 cities, sticky up to 24 h.

## Saudi Arabia 4G/5G Mobile Proxies with Real Saudi Carrier IPs

**From $5 for 1 GB · STC, Mobily & Zain · 7 regions, 13 cities**

Saudi Arabia mobile proxies route your traffic through real 4G/5G IP addresses on STC, Mobily and Zain, the same address blocks Saudi phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (STC, Mobily, Zain)
- **13** Saudi cities targetable across 7 regions

## Why Saudi mobile IPs are treated as consumer traffic

Saudi carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on STC, Mobily or Zain: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Saudi carrier ASN, a mobile-typical history and a Saudi geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Saudi mobile user and leave the rest to how you use it.

## What people run through Saudi Arabia mobile proxies

The common thread is work that must come from a phone on a Saudi network. Typical jobs our customers run on the Saudi mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Saudi audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an STC, Mobily or Zain user sees them
- Ad verification on mobile: check which creative and landing page a Saudi phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Eastern Province or Dammam
- Market research and search-result sampling from a Saudi mobile profile instead of a server range

## 5G mobile proxies in Saudi Arabia

The Saudi pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on STC share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-sa and append the scope you want: region-\<region code> for one of 7 regions, city-\<city code> for one of 13 Saudi cities (Dammam and Jeddah included), and isp-\<carrier code> to pin STC, Mobily or Zain. Real codes from the tree look like region-eastern, city-dammam and isp-stc_saudi. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Zain IP in Jeddah, you get a Zain IP in Jeddah or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Saudi Arabia mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Saudi Arabia mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Saudi Arabia and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-sa-city-dammam-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-sa:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Saudi carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Saudi mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| STC | 4G LTE / 5G | region, city, carrier code |
| Mobily | 4G LTE / 5G | region, city, carrier code |
| Zain | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Saudi Arabia mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Saudi carriers do the proxies use?

STC, Mobily and Zain. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 13 cities, or leave the carrier open and let the gateway pick any Saudi mobile IP inside your location.

### How long can I keep the same Saudi mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Saudi mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Saudi Arabia mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Saudi Arabia residential proxies](https://quantumproxies.io/residential-proxies/saudi-arabia)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# South Africa 4G/5G Mobile Proxies – Real Telkom & MTN IPs from $5

South Africa mobile proxies with real 4G/5G IPs from Telkom, MTN and Vodacom. From $5 for 1 GB, valid 90 days. 6 regions, 7 cities, sticky up to 24 h.

## South Africa 4G/5G Mobile Proxies with Real South African Carrier IPs

**From $5 for 1 GB · Telkom, MTN & Vodacom · 6 regions, 7 cities**

South Africa mobile proxies route your traffic through real 4G/5G IP addresses on Telkom, MTN and Vodacom, the same address blocks South African phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Telkom, MTN, Vodacom)
- **7** South African cities targetable across 6 regions

## Why South African mobile IPs are treated as consumer traffic

South African carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Telkom, MTN or Vodacom: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a South African carrier ASN, a mobile-typical history and a South African geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a South African mobile user and leave the rest to how you use it.

## What people run through South Africa mobile proxies

The common thread is work that must come from a phone on a South African network. Typical jobs our customers run on the South African mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for South African audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Telkom, MTN or Vodacom user sees them
- Ad verification on mobile: check which creative and landing page a South African phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Gauteng or Johannesburg
- Market research and search-result sampling from a South African mobile profile instead of a server range

## 5G mobile proxies in South Africa

The South African pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Telkom share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-za and append the scope you want: region-\<region code> for one of 6 regions, city-\<city code> for one of 7 South African cities (Johannesburg and Pretoria included), and isp-\<carrier code> to pin Telkom, MTN or Vodacom. Real codes from the tree look like region-gauteng, city-johannesburg and isp-telkom_internet. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Vodacom IP in Pretoria, you get a Vodacom IP in Pretoria or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## South Africa mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up South Africa mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick South Africa and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-za-city-johannesburg-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-za:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a South African carrier. The REST API, MCP server and Chrome extension use the same credentials.

## South African mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Telkom | 4G LTE / 5G | region, city, carrier code |
| MTN | 4G LTE / 5G | region, city, carrier code |
| Vodacom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do South Africa mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which South African carriers do the proxies use?

Telkom, MTN and Vodacom. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 7 cities, or leave the carrier open and let the gateway pick any South African mobile IP inside your location.

### How long can I keep the same South African mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are South African mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for South Africa mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [South Africa residential proxies](https://quantumproxies.io/residential-proxies/south-africa)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# South Korea 4G/5G Mobile Proxies – Real KT & LG Uplus IPs from $5

South Korea mobile proxies with real 4G/5G IPs from KT, LG Uplus and SK Telecom. From $5 for 1 GB, valid 90 days. 1 region, 7 cities, sticky up to 24 h.

## South Korea 4G/5G Mobile Proxies with Real South Korean Carrier IPs

**From $5 for 1 GB · KT, LG Uplus & SK Telecom · 1 region, 7 cities**

South Korea mobile proxies route your traffic through real 4G/5G IP addresses on KT, LG Uplus and SK Telecom, the same address blocks South Korean phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (KT, LG Uplus, SK Telecom)
- **7** South Korean cities targetable across 1 region

## Why South Korean mobile IPs are treated as consumer traffic

South Korean carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on KT, LG Uplus or SK Telecom: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a South Korean carrier ASN, a mobile-typical history and a South Korean geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a South Korean mobile user and leave the rest to how you use it.

## What people run through South Korea mobile proxies

The common thread is work that must come from a phone on a South Korean network. Typical jobs our customers run on the South Korean mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for South Korean audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a KT, LG Uplus or SK Telecom user sees them
- Ad verification on mobile: check which creative and landing page a South Korean phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Seoul or Gangnam Gu
- Market research and search-result sampling from a South Korean mobile profile instead of a server range

## 5G mobile proxies in South Korea

The South Korean pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on KT share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-kr and append the scope you want: region-\<region code> for the single region, city-\<city code> for one of 7 South Korean cities (Gangnam Gu and Seoul included), and isp-\<carrier code> to pin KT, LG Uplus or SK Telecom. Real codes from the tree look like region-seoul, city-gangnam_gu and isp-kt. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for an SK Telecom IP in Seoul, you get an SK Telecom IP in Seoul or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## South Korea mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up South Korea mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick South Korea and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-kr-city-gangnam_gu-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-kr:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a South Korean carrier. The REST API, MCP server and Chrome extension use the same credentials.

## South Korean mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| KT | 4G LTE / 5G | region, city, carrier code |
| LG Uplus | 4G LTE / 5G | region, city, carrier code |
| SK Telecom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do South Korea mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which South Korean carriers do the proxies use?

KT, LG Uplus and SK Telecom. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 7 cities, or leave the carrier open and let the gateway pick any South Korean mobile IP inside your location.

### How long can I keep the same South Korean mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are South Korean mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for South Korea mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [South Korea residential proxies](https://quantumproxies.io/residential-proxies/south-korea)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Spain 4G/5G Mobile Proxies – Real Orange & Yoigo IPs from $5

Spain mobile proxies with real 4G/5G IPs from Orange, Yoigo and Telefónica. From $5 for 1 GB, valid 90 days. 8 regions, 12 cities, sticky up to 24 h.

## Spain 4G/5G Mobile Proxies with Real Spanish Carrier IPs

**From $5 for 1 GB · Orange, Yoigo & Telefónica · 8 regions, 12 cities**

Spain mobile proxies route your traffic through real 4G/5G IP addresses on Orange, Yoigo and Telefónica, the same address blocks Spanish phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Orange, Yoigo, Telefónica)
- **12** Spanish cities targetable across 8 regions

## Why Spanish mobile IPs are treated as consumer traffic

Spanish carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Orange, Yoigo or Telefónica: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Spanish carrier ASN, a mobile-typical history and a Spanish geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Spanish mobile user and leave the rest to how you use it.

## What people run through Spain mobile proxies

The common thread is work that must come from a phone on a Spanish network. Typical jobs our customers run on the Spanish mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Spanish audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an Orange, Yoigo or Telefónica user sees them
- Ad verification on mobile: check which creative and landing page a Spanish phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Madrid or Madrid
- Market research and search-result sampling from a Spanish mobile profile instead of a server range

## 5G mobile proxies in Spain

The Spanish pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Orange share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-es and append the scope you want: region-\<region code> for one of 8 regions, city-\<city code> for one of 12 Spanish cities (Madrid and Barcelona included), and isp-\<carrier code> to pin Orange, Yoigo or Telefónica. Real codes from the tree look like region-madrid, city-madrid and isp-orange_espana. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Telefónica IP in Barcelona, you get a Telefónica IP in Barcelona or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Spain mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Spain mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Spain and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-es-city-madrid-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-es:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Spanish carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Spanish mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Orange | 4G LTE / 5G | region, city, carrier code |
| Yoigo | 4G LTE / 5G | region, city, carrier code |
| Telefónica | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Spain mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Spanish carriers do the proxies use?

Orange, Yoigo and Telefónica. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 12 cities, or leave the carrier open and let the gateway pick any Spanish mobile IP inside your location.

### How long can I keep the same Spanish mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Spanish mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Spain mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Spain residential proxies](https://quantumproxies.io/residential-proxies/spain)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Switzerland 4G/5G Mobile Proxies – Real Sunrise & Salt IPs from $5

Switzerland mobile proxies with real 4G/5G IPs from Sunrise, Salt and Swisscom. From $5 for 1 GB, valid 90 days. 7 regions, 9 cities, sticky up to 24 h.

## Switzerland 4G/5G Mobile Proxies with Real Swiss Carrier IPs

**From $5 for 1 GB · Sunrise, Salt & Swisscom · 7 regions, 9 cities**

Switzerland mobile proxies route your traffic through real 4G/5G IP addresses on Sunrise, Salt and Swisscom, the same address blocks Swiss phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Sunrise, Salt, Swisscom)
- **9** Swiss cities targetable across 7 regions

## Why Swiss mobile IPs are treated as consumer traffic

Swiss carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Sunrise, Salt or Swisscom: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Swiss carrier ASN, a mobile-typical history and a Swiss geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Swiss mobile user and leave the rest to how you use it.

## What people run through Switzerland mobile proxies

The common thread is work that must come from a phone on a Swiss network. Typical jobs our customers run on the Swiss mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Swiss audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Sunrise, Salt or Swisscom user sees them
- Ad verification on mobile: check which creative and landing page a Swiss phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Zurich or Zurich
- Market research and search-result sampling from a Swiss mobile profile instead of a server range

## 5G mobile proxies in Switzerland

The Swiss pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Sunrise share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-ch and append the scope you want: region-\<region code> for one of 7 regions, city-\<city code> for one of 9 Swiss cities (Zurich and Basel included), and isp-\<carrier code> to pin Sunrise, Salt or Swisscom. Real codes from the tree look like region-zurich, city-zurich and isp-sunrise. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Swisscom IP in Basel, you get a Swisscom IP in Basel or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Switzerland mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Switzerland mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Switzerland and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-ch-city-zurich-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-ch:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Swiss carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Swiss mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Sunrise | 4G LTE / 5G | region, city, carrier code |
| Salt | 4G LTE / 5G | region, city, carrier code |
| Swisscom | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Switzerland mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Swiss carriers do the proxies use?

Sunrise, Salt and Swisscom. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 9 cities, or leave the carrier open and let the gateway pick any Swiss mobile IP inside your location.

### How long can I keep the same Swiss mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Swiss mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Switzerland mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Switzerland residential proxies](https://quantumproxies.io/residential-proxies/switzerland)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Taiwan 4G/5G Mobile Proxies – Real Chunghwa Telecom IPs from $5

Taiwan mobile proxies with real 4G/5G IPs from Chunghwa Telecom and FarEasTone. From $5 for 1 GB, valid 90 days. 8 regions, 12 cities, sticky up to 24 h.

## Taiwan 4G/5G Mobile Proxies with Real Taiwanese Carrier IPs

**From $5 for 1 GB · Chunghwa Telecom, FarEasTone & Taiwan Mobile · 8 regions, 12 cities**

Taiwan mobile proxies route your traffic through real 4G/5G IP addresses on Chunghwa Telecom, FarEasTone and Taiwan Mobile, the same address blocks Taiwanese phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **4** carriers incl. Chunghwa Telecom, FarEasTone, Taiwan Mobile
- **12** Taiwanese cities targetable across 8 regions

## Why Taiwanese mobile IPs are treated as consumer traffic

Taiwanese carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Chunghwa Telecom, FarEasTone or Taiwan Mobile: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Taiwanese carrier ASN, a mobile-typical history and a Taiwanese geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Taiwanese mobile user and leave the rest to how you use it.

## What people run through Taiwan mobile proxies

The common thread is work that must come from a phone on a Taiwanese network. Typical jobs our customers run on the Taiwanese mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Taiwanese audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Chunghwa Telecom, FarEasTone or Taiwan Mobile user sees them
- Ad verification on mobile: check which creative and landing page a Taiwanese phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in New Taipei or New Taipei City
- Market research and search-result sampling from a Taiwanese mobile profile instead of a server range

## 5G mobile proxies in Taiwan

The Taiwanese pool contains devices attached to both 4G LTE and 5G on every carrier in the pool. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Chunghwa Telecom share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-tw and append the scope you want: region-\<region code> for one of 8 regions, city-\<city code> for one of 12 Taiwanese cities (New Taipei City and Taipei included), and isp-\<carrier code> to pin Chunghwa Telecom, FarEasTone or Taiwan Mobile. Real codes from the tree look like region-new_taipei, city-new_taipei_city and isp-chunghwa_telecom. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Taiwan Mobile IP in Taipei, you get a Taiwan Mobile IP in Taipei or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Taiwan mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Taiwan mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Taiwan and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-tw-city-new_taipei_city-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-tw:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Taiwanese carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Taiwanese mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Chunghwa Telecom | 4G LTE / 5G | region, city, carrier code |
| FarEasTone | 4G LTE / 5G | region, city, carrier code |
| Taiwan Mobile | 4G LTE / 5G | region, city, carrier code |
| TWN Broadband | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Taiwan mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Taiwanese carriers do the proxies use?

Chunghwa Telecom, FarEasTone and Taiwan Mobile. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 12 cities, or leave the carrier open and let the gateway pick any Taiwanese mobile IP inside your location.

### How long can I keep the same Taiwanese mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across every carrier in the pool, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Taiwanese mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Taiwan mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Taiwan residential proxies](https://quantumproxies.io/residential-proxies/taiwan)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Thailand 4G/5G Mobile Proxies – Real AIS & 3BB Broadband IPs from $5

Thailand mobile proxies with real 4G/5G IPs from AIS, 3BB Broadband and dtac. From $5 for 1 GB, valid 90 days. 13 regions, 14 cities, sticky up to 24 h.

## Thailand 4G/5G Mobile Proxies with Real Thai Carrier IPs

**From $5 for 1 GB · AIS, 3BB Broadband & dtac · 13 regions, 14 cities**

Thailand mobile proxies route your traffic through real 4G/5G IP addresses on AIS, 3BB Broadband and dtac, the same address blocks Thai phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (AIS, 3BB Broadband, dtac)
- **14** Thai cities targetable across 13 regions

## Why Thai mobile IPs are treated as consumer traffic

Thai carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on AIS, 3BB Broadband or dtac: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Thai carrier ASN, a mobile-typical history and a Thai geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Thai mobile user and leave the rest to how you use it.

## What people run through Thailand mobile proxies

The common thread is work that must come from a phone on a Thai network. Typical jobs our customers run on the Thai mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Thai audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an AIS, 3BB Broadband or dtac user sees them
- Ad verification on mobile: check which creative and landing page a Thai phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Bangkok or Bangkok
- Market research and search-result sampling from a Thai mobile profile instead of a server range

## 5G mobile proxies in Thailand

The Thai pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on AIS share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-th and append the scope you want: region-\<region code> for one of 13 regions, city-\<city code> for one of 14 Thai cities (Bangkok and Chiang Mai included), and isp-\<carrier code> to pin AIS, 3BB Broadband or dtac. Real codes from the tree look like region-bangkok, city-bangkok and isp-ais_mobile. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a dtac IP in Chiang Mai, you get a dtac IP in Chiang Mai or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Thailand mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Thailand mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Thailand and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-th-city-bangkok-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-th:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Thai carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Thai mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| AIS | 4G LTE / 5G | region, city, carrier code |
| 3BB Broadband | 4G LTE / 5G | region, city, carrier code |
| dtac | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Thailand mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Thai carriers do the proxies use?

AIS, 3BB Broadband and dtac. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 14 cities, or leave the carrier open and let the gateway pick any Thai mobile IP inside your location.

### How long can I keep the same Thai mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Thai mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Thailand mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Thailand residential proxies](https://quantumproxies.io/residential-proxies/thailand)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Tunisia 4G/5G Mobile Proxies – Real Ooredoo IPs from $5

Tunisia mobile proxies with real 4G/5G IPs from Ooredoo, Tunisie Telecom and Orange. From $5 for 1 GB, valid 90 days. 7 regions, 7 cities, sticky up to 24 h.

## Tunisia 4G/5G Mobile Proxies with Real Tunisian Carrier IPs

**From $5 for 1 GB · Ooredoo, Tunisie Telecom & Orange · 7 regions, 7 cities**

Tunisia mobile proxies route your traffic through real 4G/5G IP addresses on Ooredoo, Tunisie Telecom and Orange, the same address blocks Tunisian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Ooredoo, Tunisie Telecom, Orange)
- **7** Tunisian cities targetable across 7 regions

## Why Tunisian mobile IPs are treated as consumer traffic

Tunisian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Ooredoo, Tunisie Telecom or Orange: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Tunisian carrier ASN, a mobile-typical history and a Tunisian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Tunisian mobile user and leave the rest to how you use it.

## What people run through Tunisia mobile proxies

The common thread is work that must come from a phone on a Tunisian network. Typical jobs our customers run on the Tunisian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Tunisian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as an Ooredoo, Tunisie Telecom or Orange user sees them
- Ad verification on mobile: check which creative and landing page a Tunisian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Tunis Governorate or Tunis
- Market research and search-result sampling from a Tunisian mobile profile instead of a server range

## 5G mobile proxies in Tunisia

The Tunisian pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Ooredoo share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-tn and append the scope you want: region-\<region code> for one of 7 regions, city-\<city code> for one of 7 Tunisian cities (Tunis and Aryanah included), and isp-\<carrier code> to pin Ooredoo, Tunisie Telecom or Orange. Real codes from the tree look like region-tunis_governorate, city-tunis and isp-ooredoo_tunisia. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for an Orange IP in Aryanah, you get an Orange IP in Aryanah or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Tunisia mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Tunisia mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Tunisia and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-tn-city-tunis-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-tn:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Tunisian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Tunisian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Ooredoo | 4G LTE / 5G | region, city, carrier code |
| Tunisie Telecom | 4G LTE / 5G | region, city, carrier code |
| Orange | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Tunisia mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Tunisian carriers do the proxies use?

Ooredoo, Tunisie Telecom and Orange. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 7 cities, or leave the carrier open and let the gateway pick any Tunisian mobile IP inside your location.

### How long can I keep the same Tunisian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Tunisian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Tunisia mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Tunisia residential proxies](https://quantumproxies.io/residential-proxies/tunisia)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Turkey 4G/5G Mobile Proxies – Real Turk Telekom & Vodafone IPs from $5

Turkey mobile proxies with real 4G/5G IPs from Turk Telekom, Vodafone and Turkcell. From $5 for 1 GB, valid 90 days. 12 regions, 14 cities, sticky up to 24 h.

## Turkey 4G/5G Mobile Proxies with Real Turkish Carrier IPs

**From $5 for 1 GB · Turk Telekom, Vodafone & Turkcell · 12 regions, 14 cities**

Turkey mobile proxies route your traffic through real 4G/5G IP addresses on Turk Telekom, Vodafone and Turkcell, the same address blocks Turkish phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Turk Telekom, Vodafone, Turkcell)
- **14** Turkish cities targetable across 12 regions

## Why Turkish mobile IPs are treated as consumer traffic

Turkish carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Turk Telekom, Vodafone or Turkcell: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Turkish carrier ASN, a mobile-typical history and a Turkish geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Turkish mobile user and leave the rest to how you use it.

## What people run through Turkey mobile proxies

The common thread is work that must come from a phone on a Turkish network. Typical jobs our customers run on the Turkish mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Turkish audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Turk Telekom, Vodafone or Turkcell user sees them
- Ad verification on mobile: check which creative and landing page a Turkish phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Ankara or Ankara
- Market research and search-result sampling from a Turkish mobile profile instead of a server range

## 5G mobile proxies in Turkey

The Turkish pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Turk Telekom share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-tr and append the scope you want: region-\<region code> for one of 12 regions, city-\<city code> for one of 14 Turkish cities (Ankara and Bursa included), and isp-\<carrier code> to pin Turk Telekom, Vodafone or Turkcell. Real codes from the tree look like region-ankara, city-ankara and isp-turk_telekom. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Turkcell IP in Bursa, you get a Turkcell IP in Bursa or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Turkey mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Turkey mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Turkey and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-tr-city-ankara-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-tr:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Turkish carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Turkish mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Turk Telekom | 4G LTE / 5G | region, city, carrier code |
| Vodafone | 4G LTE / 5G | region, city, carrier code |
| Turkcell | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Turkey mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Turkish carriers do the proxies use?

Turk Telekom, Vodafone and Turkcell. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 14 cities, or leave the carrier open and let the gateway pick any Turkish mobile IP inside your location.

### How long can I keep the same Turkish mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Turkish mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Turkey mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Turkey residential proxies](https://quantumproxies.io/residential-proxies/turkey)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# UK 4G/5G Mobile Proxies – Real Three, BT & O2 IPs from $5

UK mobile proxies with real 4G/5G IPs from Three, BT and O2. From $5 for 1 GB, valid 90 days. City and carrier targeting in 35 UK cities, sticky up to 24 h.

## UK 4G/5G Mobile Proxies with Real British Carrier IPs

**From $5 for 1 GB · Three, BT & O2 · 35 UK cities**

UK mobile proxies send your traffic through real 4G/5G IP addresses on Three, BT and O2, the address ranges British phones use every day. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by city and carrier across 35 UK cities, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Three, BT, O2)
- **35** UK cities targetable

## Why UK mobile IPs are treated as consumer traffic

British carriers run carrier-grade NAT (CGNAT): a large number of handsets in one area share a single public IPv4 address, and that address changes as phones move between cells or reconnect. A website that blocked or throttled one of those addresses would lock out real subscribers on Three, BT or O2 at the same time, so platforms score it as normal consumer traffic from inside a UK carrier's own network range rather than as a server.

That is what you buy with a mobile proxy: an IP that sits in a UK carrier ASN with a mobile-typical history and a UK geolocation, not in a hosting range. It is also why mobile is the priciest proxy tier; the addresses are scarce and shared with real customers. We make no undetectable claims. You get the correct network profile of a British mobile user and decide how to use it.

## What people run through UK mobile proxies

Everything here has one thing in common: it has to come from a phone on a British network to be meaningful. Typical jobs on the UK mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for a UK audience from the city where the brand, agency or creator is based
- App testing and localisation QA on real carrier networks: App Store and Google Play listings, GBP pricing, SMS verification and push flows as a Three, BT or O2 user sees them
- Ad verification on mobile: confirm which creative and landing page a UK phone in Manchester, Birmingham or another city is served, and whether affiliates keep to your rules
- Local price checks and app-store ranking checks by city, where results differ between a data-center address and a handset on a UK carrier
- Market research and search-result sampling from a British mobile profile instead of a server range

## 5G mobile proxies in the UK

The UK pool holds devices on 4G LTE and on 5G across Three, BT and O2. You do not pick the radio generation, because the exit IP a website sees comes from the carrier's public address range, and a 5G handset and an LTE handset on the same carrier share those ranges. To the target site 4G and 5G look identical; what it evaluates is the carrier ASN and the address block.

5G matters for the connection behind the IP rather than the IP itself. Devices on 5G give you more headroom for image-heavy feeds, video and app traffic that would crawl on a busy LTE cell. If latency is critical for your job, run a short test from a sticky session against your real target and keep the sessions that perform best. There is no 5G surcharge and no separate 5G plan; a UK mobile plan covers both generations.

## Target by carrier and city, Manchester and Birmingham included

Targeting lives in the proxy username, so you can change it per request without opening the dashboard. Start from USER-country-gb and append city-\<city code> for one of 35 UK cities, Manchester and Birmingham among them, and isp-\<carrier code> to pin Three, BT or O2. The dashboard's location picker lists the exact codes and assembles the string for you, so there is no guessing at city slugs and no risk of a typo that quietly widens your scope to the whole country.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if one client mixes countries. Authenticate with user:pass or whitelist your server's IP in the dashboard. The gateway honours the scope you set: a request for an O2 IP in Manchester is served by an O2 IP in Manchester or returns an error, never a silent fallback to a different city or carrier.

## Sticky vs rotating sessions

The default mode is rotating: each request may leave through a different carrier IP within your targeting scope. Use it for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything that spans several steps, add session-\<id> to the username; the gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends early only if the device behind it leaves the network, in which case the next request with that id is served by another IP in the same scope. Use one session id per account or browser profile, and let finished sessions expire instead of reusing ids across unrelated work. Sticky and rotating are billed identically, per GB transferred, so holding an IP costs nothing extra.

## UK mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan will not expire before you have used it. Prices are the same for every country, city and carrier; pinning O2 in Birmingham costs no more than the UK as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up UK mobile proxies in 3 steps

No sales call, no approval queue: the plan is live as soon as payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from the balance.
- 2. In the mobile section, pick United Kingdom and, if needed, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-gb-city-london-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-gb:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a UK carrier. The REST API, MCP server and Chrome extension use the same credentials.

## UK mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Three | 4G LTE / 5G | city, carrier code |
| BT | 4G LTE / 5G | city, carrier code |
| O2 | 4G LTE / 5G | city, carrier code |

## Frequently Asked Questions

### How much do UK mobile proxies cost?

Plans start at $5 for 1 GB and fall to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole UK or one carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which UK mobile carriers do the proxies use?

Three, BT and O2. All three are in the location tree, so you can pin one carrier with isp-\<code> in the username, narrow to one of 35 UK cities, or leave the carrier open and let the gateway choose any British mobile IP inside your chosen location.

### How long can I keep the same UK mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request carrying that id leaves through the same carrier IP. Without a session id the gateway rotates and each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are UK 5G proxies actually 5G?

The pool includes devices on 4G LTE and on 5G across Three, BT and O2, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. You get the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are UK mobile IPs shared or dedicated?

Shared, like every carrier IP. Because of carrier-grade NAT, each mobile address is in use at the same moment by real subscribers on that carrier, which is precisely what makes it read as consumer traffic. We do not sell dedicated modems. For a long job on one address, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for UK mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It uses the residential pool, not the mobile carriers. To test UK mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. Pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan runs out.

## Sources

- [Three UK (Wikipedia)](https://en.wikipedia.org/wiki/Three_UK)
- [O2 (UK) (Wikipedia)](https://en.wikipedia.org/wiki/O2_(UK))
- [BT Mobile (Wikipedia)](https://en.wikipedia.org/wiki/BT_Mobile)
- [Mobile and Broadband checker (Ofcom)](https://checker.ofcom.org.uk/)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [UK residential proxies](https://quantumproxies.io/residential-proxies/uk)
- [UK ISP proxies](https://quantumproxies.io/isp-proxies/uk)
- [USA mobile proxies](https://quantumproxies.io/mobile-proxies/usa)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Ukraine 4G/5G Mobile Proxies – Real Kyivstar & Vodafone IPs from $5

Ukraine mobile proxies with real 4G/5G IPs from Kyivstar, Vodafone and Lifecell. From $5 for 1 GB, valid 90 days. 5 regions, 5 cities, sticky up to 24 h.

## Ukraine 4G/5G Mobile Proxies with Real Ukrainian Carrier IPs

**From $5 for 1 GB · Kyivstar, Vodafone & Lifecell · 5 regions, 5 cities**

Ukraine mobile proxies route your traffic through real 4G/5G IP addresses on Kyivstar, Vodafone and Lifecell, the same address blocks Ukrainian phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Kyivstar, Vodafone, Lifecell)
- **5** Ukrainian cities targetable across 5 regions

## Why Ukrainian mobile IPs are treated as consumer traffic

Ukrainian carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Kyivstar, Vodafone or Lifecell: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Ukrainian carrier ASN, a mobile-typical history and a Ukrainian geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Ukrainian mobile user and leave the rest to how you use it.

## What people run through Ukraine mobile proxies

The common thread is work that must come from a phone on a Ukrainian network. Typical jobs our customers run on the Ukrainian mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Ukrainian audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Kyivstar, Vodafone or Lifecell user sees them
- Ad verification on mobile: check which creative and landing page a Ukrainian phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Kyiv City or Kyiv
- Market research and search-result sampling from a Ukrainian mobile profile instead of a server range

## 5G mobile proxies in Ukraine

The Ukrainian pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Kyivstar share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-ua and append the scope you want: region-\<region code> for one of 5 regions, city-\<city code> for one of 5 Ukrainian cities (Kyiv and Dnipro included), and isp-\<carrier code> to pin Kyivstar, Vodafone or Lifecell. Real codes from the tree look like region-kyiv_city, city-kyiv and isp-kyivstar. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the European gateway, mobile-eu.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Lifecell IP in Dnipro, you get a Lifecell IP in Dnipro or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Ukraine mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Ukraine mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Ukraine and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-ua-city-kyiv-session-ab12.
- 3. Point your client at mobile-eu.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-ua:PASS@mobile-eu.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Ukrainian carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Ukrainian mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Kyivstar | 4G LTE / 5G | region, city, carrier code |
| Vodafone | 4G LTE / 5G | region, city, carrier code |
| Lifecell | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Ukraine mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Ukrainian carriers do the proxies use?

Kyivstar, Vodafone and Lifecell. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 5 cities, or leave the carrier open and let the gateway pick any Ukrainian mobile IP inside your location.

### How long can I keep the same Ukrainian mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Ukrainian mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Ukraine mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Ukraine residential proxies](https://quantumproxies.io/residential-proxies/ukraine)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# USA 4G/5G Mobile Proxies – Real T-Mobile, AT&T & Verizon IPs from $5

USA mobile proxies with real 4G/5G IPs from T-Mobile, AT&T and Verizon. From $5 for 1 GB, valid 90 days. State, city and carrier targeting, sticky up to 24 h.

## USA 4G/5G Mobile Proxies with Real American Carrier IPs

**From $5 for 1 GB · T-Mobile, AT&T & Verizon · 37 states, 100 cities**

USA mobile proxies route your traffic through real 4G/5G IP addresses on T-Mobile, AT&T Wireless and Verizon Wireless, the same address blocks American phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by state, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (T-Mobile, AT&T, Verizon)
- **100** US cities targetable across 37 states

## Why US mobile IPs are treated as consumer traffic

American carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on T-Mobile, AT&T or Verizon: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a US carrier ASN, a mobile-typical history and a US geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a US mobile user and leave the rest to how you use it.

## What people run through USA mobile proxies

The common thread is work that must come from a phone on an American network. Typical jobs our customers run on the US mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for US audiences from the state where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a T-Mobile, AT&T or Verizon user sees them
- Ad verification on mobile: check which creative and landing page a US phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Texas or New York
- Market research and search-result sampling from a US mobile profile instead of a server range

## 5G mobile proxies in the USA

The US pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on T-Mobile share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, state and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-us and append the scope you want: region-\<state code> for one of 37 states, city-\<city code> for one of 100 US cities (New York and Los Angeles included), and isp-\<carrier code> to pin T-Mobile USA, AT&T Wireless or Verizon Wireless. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the US gateway, mobile-us.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a Verizon IP in Chicago, you get a Verizon IP in Chicago or an error, never a silent fallback to another state.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## USA mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, state, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up USA mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick United States and, if you need them, a state, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-us-city-newyork-session-ab12.
- 3. Point your client at mobile-us.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-us:PASS@mobile-us.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a US carrier. The REST API, MCP server and Chrome extension use the same credentials.

## US mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| T-Mobile USA | 4G LTE / 5G | state, city, carrier code |
| AT&T Wireless | 4G LTE / 5G | state, city, carrier code |
| Verizon Wireless | 4G LTE / 5G | state, city, carrier code |

## Frequently Asked Questions

### How much do USA mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which US carriers do the proxies use?

T-Mobile USA, AT&T Wireless and Verizon Wireless. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a state or one of 100 cities, or leave the carrier open and let the gateway pick any US mobile IP inside your location.

### How long can I keep the same US mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are USA mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for USA mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [T-Mobile US (Wikipedia)](https://en.wikipedia.org/wiki/T-Mobile_US)
- [Verizon (Wikipedia)](https://en.wikipedia.org/wiki/Verizon)
- [AT&T Mobility (Wikipedia)](https://en.wikipedia.org/wiki/AT%26T_Mobility)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [USA residential proxies](https://quantumproxies.io/residential-proxies/usa)
- [USA ISP proxies](https://quantumproxies.io/isp-proxies/usa)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Vietnam 4G/5G Mobile Proxies – Real Viettel & Mobifone IPs from $5

Vietnam mobile proxies with real 4G/5G IPs from Viettel, Mobifone and VNPT. From $5 for 1 GB, valid 90 days. 7 regions, 7 cities, sticky up to 24 h.

## Vietnam 4G/5G Mobile Proxies with Real Vietnamese Carrier IPs

**From $5 for 1 GB · Viettel, Mobifone & VNPT · 7 regions, 7 cities**

Vietnam mobile proxies route your traffic through real 4G/5G IP addresses on Viettel, Mobifone and VNPT, the same address blocks Vietnamese phones use. Plans start at $5 for 1 GB and stay valid for 90 days, with rotating or sticky sessions (up to 24 hours), targeting by region, city and carrier, HTTP and SOCKS5, and payment by card, PayPal or cryptocurrency.

- **$5** 1 GB starter plan, valid 90 days
- **$2.30/GB** at 500 GB
- **3** carriers (Viettel, Mobifone, VNPT)
- **7** Vietnamese cities targetable across 7 regions

## Why Vietnamese mobile IPs are treated as consumer traffic

Vietnamese carriers put their subscribers behind carrier-grade NAT (CGNAT). Thousands of phones in one metro area leave the network through a single public IPv4 address at the same time, and that address changes as handsets move between towers or re-attach to the network. Blocking or rate-limiting one of those addresses would cut off real customers, so websites and apps score it the way they score any phone on Viettel, Mobifone or VNPT: as ordinary consumer traffic from inside the carrier's own network range.

That is the advantage of a mobile proxy: an IP-reputation check sees a Vietnamese carrier ASN, a mobile-typical history and a Vietnamese geolocation instead of a hosting provider. It is also why mobile is the most expensive proxy tier: the addresses are scarce and shared with real subscribers. We do not promise that anything is undetectable; we give you the correct network profile for a Vietnamese mobile user and leave the rest to how you use it.

## What people run through Vietnam mobile proxies

The common thread is work that must come from a phone on a Vietnamese network. Typical jobs our customers run on the Vietnamese mobile pool:

- Managing your own Instagram, TikTok and Facebook Ads accounts for Vietnamese audiences from the region where the business or creator is based
- App testing and localisation QA on real carrier networks: store listings, in-app pricing, SMS and push flows as a Viettel, Mobifone or VNPT user sees them
- Ad verification on mobile: check which creative and landing page a Vietnamese phone in a given city is actually served, and whether affiliates comply with your rules
- Local price checks and app-store ranking checks by city, where the results differ between a data-center address and a handset in Hanoi or Hanoi
- Market research and search-result sampling from a Vietnamese mobile profile instead of a server range

## 5G mobile proxies in Vietnam

The Vietnamese pool contains devices attached to both 4G LTE and 5G on all three carriers. You do not select the radio generation, and there is a good reason for that: the exit IP a website sees belongs to the carrier's public address range, and a 5G handset and an LTE handset on Viettel share the same ranges. From the target site's point of view, 4G and 5G are indistinguishable; the carrier ASN and the address block are what get evaluated.

What 5G changes is the connection behind the IP. Devices on 5G give you more headroom for page loads with large assets, video and image-heavy feeds, and app traffic that would feel slow on a congested LTE cell. If you specifically need low latency, run a short test against your target from a sticky session and keep the sessions that perform best; there is no surcharge for 5G devices and no separate 5G plan.

## Target by carrier, region and city

Targeting is set in the proxy username, so you can change it per request without touching the dashboard. Start from USER-country-vn and append the scope you want: region-\<region code> for one of 7 regions, city-\<city code> for one of 7 Vietnamese cities (Hanoi and Ho Chi Minh City included), and isp-\<carrier code> to pin Viettel, Mobifone or VNPT. Real codes from the tree look like region-hanoi, city-hanoi and isp-viettel_group. The dashboard's location picker shows the exact codes and builds the string for you, so you never have to guess a city slug.

Send requests to the Asian gateway, mobile-as.quantumproxies.io:8080, which serves HTTP and SOCKS5, or to the worldwide gateway if you mix countries in one client. Authenticate with user:pass or whitelist your server's IP in the dashboard. Every request stays inside the targeting you set: if you ask for a VNPT IP in Ho Chi Minh City, you get a VNPT IP in Ho Chi Minh City or an error, never a silent fallback to another region.

## Sticky vs rotating sessions

By default the gateway is rotating: each request can leave through a different carrier IP inside your targeting scope. That is the right mode for checks, price sampling and any job where every request should look like a different phone. For logins, checkout flows, ad-account work and anything with a multi-step session, add session-\<id> to the username. The gateway then keeps the same carrier IP for that id for up to 24 hours.

A sticky session ends earlier only if the device behind it drops off the network; the next request with the same id is then served by another IP in the same scope. Use a different session id per account or per browser profile, and let short-lived sessions expire rather than reusing ids across unrelated jobs. Both modes are billed the same way, per GB transferred, so choosing sticky costs nothing extra.

## Vietnam mobile proxy pricing

Mobile plans are sold per gigabyte and every plan is valid for 90 days from purchase, so a small plan does not expire before you have used it. Prices are the same for every country, region, city and carrier; targeting a single carrier in one city costs no more than the country as a whole. Current tiers:

- 1 GB – $5
- 5 GB – $20 ($4/GB)
- 10 GB – $35 ($3.50/GB)
- 25 GB – $75 ($3/GB)
- 100 GB – $250 ($2.50/GB)
- 500 GB – $1,150 ($2.30/GB)
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge, no subscription
- Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC

## Set up Vietnam mobile proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io, then buy a mobile plan directly or top up the wallet (from $5) and draw plans from it.
- 2. In the mobile section, pick Vietnam and, if you need them, a region, a city and a carrier. Copy the generated username or write it yourself, for example USER-country-vn-city-hanoi-session-ab12.
- 3. Point your client at mobile-as.quantumproxies.io:8080 with that username and your password, or whitelist your IP. Test with curl -x "http://USER-country-vn:PASS@mobile-as.quantumproxies.io:8080" https://api.ipify.org and check the IP resolves to a Vietnamese carrier. The REST API, MCP server and Chrome extension use the same credentials.

## Vietnamese mobile carriers available

| Carrier | Network | Targeting |
| --- | --- | --- |
| Viettel | 4G LTE / 5G | region, city, carrier code |
| Mobifone | 4G LTE / 5G | region, city, carrier code |
| VNPT | 4G LTE / 5G | region, city, carrier code |

## Frequently Asked Questions

### How much do Vietnam mobile proxies cost?

Plans start at $5 for 1 GB and drop to $2.30/GB on the 500 GB plan ($1,150). Every plan is valid for 90 days, and the price is the same whether you target the whole country or a single carrier in one city. There is no subscription; you can also fund a wallet from $5 and buy plans from the balance.

### Which Vietnamese carriers do the proxies use?

Viettel, Mobifone and VNPT. All three appear in the location tree, so you can pin one carrier with isp-\<code> in the username, target a region or one of 7 cities, or leave the carrier open and let the gateway pick any Vietnamese mobile IP inside your location.

### How long can I keep the same Vietnamese mobile IP?

Up to 24 hours with a sticky session: add session-\<id> to the username and every request with that id leaves through the same carrier IP. Without a session id the gateway rotates, so each request may use a different IP. If the device behind a sticky session goes offline, the id is reassigned to another IP in the same scope.

### Are these real 5G mobile proxies?

The pool includes devices on 4G LTE and on 5G across all three carriers, but you cannot select the radio generation, and neither can a website: 5G and LTE handsets exit through the same carrier address ranges. What you get is the carrier's IP block and ASN plus the throughput of the device's current connection. There is no separate 5G plan or surcharge.

### Are Vietnamese mobile IPs shared or dedicated?

Shared, as all carrier IPs are. Because of carrier-grade NAT, every mobile IP is used at the same moment by real subscribers on that carrier, which is exactly what makes it look like consumer traffic. We do not sell dedicated modems. If you need one address for a long job, a sticky session holds the same IP for up to 24 hours.

### Is there a free trial for Vietnam mobile proxies?

Not for mobile. The free trial is 100 MB of Residential Basic, valid 5 days, unlocked once per person by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, not the mobile carriers. To test mobile, the 1 GB plan at $5 is the smallest paid option.

### Which payment methods are accepted?

Card, PayPal, USDT and more than 300 cryptocurrencies, with no KYC for crypto. You can pay for a plan directly or top up a wallet with any amount from $5; the balance never expires and can be set to auto-recharge so a running job does not stop when a plan is used up.

## Sources

- [List of mobile network operators (Wikipedia)](https://en.wikipedia.org/wiki/List_of_mobile_network_operators)
- [Mobile country code (Wikipedia)](https://en.wikipedia.org/wiki/Mobile_country_code)
- [Carrier-grade NAT (Wikipedia)](https://en.wikipedia.org/wiki/Carrier-grade_NAT)
- [RFC 6598: IANA-Reserved IPv4 Prefix for Shared Address Space (CGNAT)](https://www.rfc-editor.org/rfc/rfc6598.html)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Vietnam residential proxies](https://quantumproxies.io/residential-proxies/vietnam)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Germany mobile proxies](https://quantumproxies.io/mobile-proxies/germany)
- [India mobile proxies](https://quantumproxies.io/mobile-proxies/india)
- [Buy proxies with crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Pay As You Go Proxies – Residential from $0.80/GB, No Subscription

Pay as you go proxies, no subscription: residential from $0.80/GB, mobile from $5/GB, datacenter from $0.50/GB. Wallet top-ups from $5 never expire.

## Pay As You Go Proxies: Buy GB, Not Subscriptions

**Residential from $0.80/GB · wallet from $5 · nothing to cancel**

Pay as you go at Quantum Proxies means you buy a block of gigabytes, use it at your own pace and never sign a subscription. Residential Basic costs $0.80–$1.00 per GB, mobile 4G/5G starts at $5 per GB, datacenter runs from $0.50 per GB and IPv6 from $0.08 per GB. Residential plans stay valid 90–360 days, wallet top-ups from $5 never expire, and there is nothing to cancel.

- **$0.80** per GB Residential Basic at 1,000 GB
- **$5** minimum wallet top-up, balance never expires
- **90–360** days of validity on residential plans
- **0** subscriptions, renewals or cancellation steps

## How pay as you go proxies work here

There are two ways to pay, and neither is a subscription. The first is a prepaid plan: you pick a product and a size, for example 25 GB of Residential Basic for $25, pay once, and the traffic sits in your account until you use it or the validity window closes. The second is the wallet: top up any amount from $5 and draw on the balance as requests go through; the balance never expires.

Nothing renews on its own. If you want a long job to keep running, you can enable auto-recharge, which reloads the wallet when it drops below a threshold you set, and you can switch it off at any time. Otherwise, when the traffic is gone, the account simply stops until you buy more. No invoice is generated in the background and there is nothing to cancel.

## Residential pay as you go: $0.80–$1.00 per GB

Residential Basic is the core pay as you go product: 90M+ residential IPs in 200+ countries with city targeting, rotating or sticky sessions, HTTP and SOCKS5. Plans are 25 GB for $25, 50 GB for $50, 100 GB for $100, 500 GB for $450 and 1,000 GB for $800, so the per-GB price moves from $1.00 at the entry size to $0.80 at volume, and every plan stays valid for 90–360 days.

Residential Premium is the higher tier for targets that need a cleaner pool: 1 GB for $4 at the entry size, down to $2.50 per GB on the 100 GB plan at $250. New accounts can also test the residential pool with 100 MB free for 5 days, unlocked by SMS and with no card required.

## Pay as you go mobile proxies

Mobile 4G/5G traffic is sold the same way: prepaid GB, no subscription, 90 days of validity. The plans are 1 GB for $5, 5 GB for $20 ($4/GB), 10 GB for $35 ($3.50/GB), 25 GB for $75 ($3/GB), 100 GB for $250 ($2.50/GB) and 500 GB for $1,150 ($2.30/GB). Every plan uses real carrier IPs with country, region, city and carrier targeting, rotating or sticky sessions up to 24 hours, over HTTP or SOCKS5.

Because the entry size is 1 GB, a pay as you go mobile proxy is a realistic way to test a consumer app or a social platform before committing to a larger block. Buy 1 GB, run the job, and scale to 25 or 100 GB only once you know the traffic works.

## Datacenter and IPv6: pay per GB from $0.50 and $0.08

Datacenter proxies are priced per GB rather than per IP, which suits bulk fetching where identity does not matter. The entry block is 50 GB for $40, and the per-GB price falls to $0.50 on the larger 500 GB and 1,000 GB blocks. IPv6 traffic is cheaper still: it starts at $0.20 per GB on the 100 GB block and drops to roughly $0.08 per GB at 3,000 GB. Datacenter and IPv6 blocks are valid for 30 days.

ISP proxies are the one product that is not sold per GB. A dedicated static IP with unmetered bandwidth costs from $2.50 per IP per month at volume, with 5–12% off for 60–120-day terms; the configurator shows the exact price for your quantity and term. It is still pay as you go in the sense that there is no auto-renewal: you buy a term and it ends.

## When pay as you go beats a subscription

Pay as you go wins whenever usage is uneven. Bursty scraping jobs, a price-monitoring run that fires once a week, a research project that needs 40 GB this month and nothing next month: a subscription bills for the idle weeks, a prepaid block does not. Agencies running client work pay the same per-GB rate whether they have one client or ten, and can buy a separate block per project for clean accounting.

It is also the right model for testing. Buy 1 GB of mobile for $5 or 25 GB of residential for $25, learn whether the target accepts the IPs, and only then decide on volume. There is no annual lock-in to negotiate and no cancellation window to remember.

- Bursty or seasonal scraping with long idle periods
- Agencies buying per client or per project
- One-off audits, migrations and proof-of-concept runs
- Anyone who does not want a recurring charge on file

## When a bigger prepaid plan beats pay as you go

If your volume is steady, the larger block is cheaper per GB and still involves no subscription. Residential Basic drops from $1.00 per GB at 25 GB to $0.80 per GB at 1,000 GB, a 20% saving over the same traffic bought in small pieces. Mobile falls from $5 per GB at 1 GB to $2.30 per GB at 500 GB, and datacenter from $0.80 to $0.50 per GB.

The trade-off is validity. A 1,000 GB residential plan must be used within its 90–360-day window, so the bigger block only pays off if you will actually consume it. A useful rule: estimate three months of traffic, buy the plan closest to that figure, and keep a small wallet balance for overflow.

## Wallet, auto-recharge and payment methods

The wallet accepts any amount from $5 and the balance never expires, so it is the safest place to park money you have not yet allocated to a product. Auto-recharge is optional: set a threshold and a top-up amount, and the wallet refills itself when a long crawl runs low, which avoids a stalled job at three in the morning. Turn it off and the account goes back to strictly manual top-ups.

You can pay by card, PayPal or 300+ cryptocurrencies including USDT. Crypto payments require no KYC, which matters to teams that want to buy proxies without attaching a company card. Every purchase is one-off: no recurring billing agreement is created, whichever method you choose.

## Price per GB by product

| Product | Smallest plan | Price per GB at entry | Price per GB at volume | Validity |
| --- | --- | --- | --- | --- |
| Residential Basic | 25 GB – $25 | $1.00 | $0.80 (1,000 GB – $800) | 90–360 days |
| Residential Premium | 1 GB – $4 | $4.00 | $2.50 (100 GB – $250) | Shown at checkout |
| Mobile 4G/5G | 1 GB – $5 | $5.00 | $2.30 (500 GB – $1,150) | 90 days |
| Datacenter | 50 GB – $40 | $0.80 | $0.50 (500 GB and 1,000 GB blocks) | 30 days |
| IPv6 | 100 GB – $20 | $0.20 | ≈ $0.08 (3,000 GB – $250) | 30 days |
| ISP / static residential | 1 IP – from $2.50 per IP / month (volume price) | Unmetered (per IP) | $2.50 per IP at volume (exact price in the configurator) | Monthly, 5–12% off for 60–120 days |
| Wallet top-up | From $5 | Product rate applies | Product rate applies | Never expires |

## Frequently Asked Questions

### Is there any subscription or recurring charge?

No. Every product is sold as a prepaid GB block or funded from a wallet you top up yourself. Nothing renews automatically unless you deliberately enable auto-recharge on the wallet, and you can switch that off at any time. There is no monthly commitment, no billing agreement and nothing to cancel when you stop.

### Does prepaid proxy traffic expire?

Wallet balance never expires. Prepaid plans have a validity window: 90–360 days for Residential Basic, 90 days for mobile, 30 days for datacenter and IPv6 blocks. Buy the plan size you expect to use within that window and keep any extra money in the wallet, where it stays available indefinitely.

### Can I buy mobile proxies pay as you go?

Yes. Mobile 4G/5G traffic starts at 1 GB for $5 with no subscription, and larger blocks go down to $2.30 per GB at 500 GB for $1,150. All mobile plans are valid 90 days and include carrier, country, region and city targeting with rotating or sticky sessions up to 24 hours.

### Are datacenter proxies sold per GB too?

Yes. Datacenter traffic is metered per GB rather than per IP: the entry block is 50 GB for $40, and the per-GB price drops to $0.50 on the 500 GB and 1,000 GB blocks. IPv6 goes lower, from $0.20 per GB at 100 GB to roughly $0.08 per GB at 3,000 GB. Both are 30-day blocks with no renewal.

### What is the minimum purchase?

The smallest wallet top-up is $5, and the smallest product plans are 1 GB of mobile for $5, 1 GB of Residential Premium for $4, 25 GB of Residential Basic for $25 and ISP IPs from $2.50 per IP per month (exact price in the configurator). New accounts can also test the residential pool with 100 MB free for 5 days, unlocked by SMS, no card needed.

### Can I pay for proxies with crypto?

Yes. Alongside card and PayPal, Quantum Proxies accepts 300+ cryptocurrencies including USDT, with no KYC. Crypto top-ups land in the same wallet as any other payment and can fund every product. Because every purchase is one-off, paying with crypto does not create any recurring billing agreement.

### How does auto-recharge work, and is it required?

Auto-recharge is optional and off by default. If you enable it, you set a wallet threshold and a top-up amount; when the balance falls below the threshold during a job, the wallet refills itself from your saved payment method. Disable it and the account returns to manual top-ups only, with no charges unless you make them.

### What happens when my GB run out mid-job?

Requests stop being served until you add traffic. With a wallet balance or auto-recharge enabled, the job continues without interruption. Without either, buy another prepaid block or top up from $5 in the dashboard; credentials and whitelisted IPs stay unchanged, so the job resumes with the same configuration.

## Sources

- [Pay as you go (Wikipedia)](https://en.wikipedia.org/wiki/Pay-as-you-go)
- [Gigabyte (Wikipedia)](https://en.wikipedia.org/wiki/Gigabyte)
- [RFC 8200: Internet Protocol, Version 6 (IPv6) Specification](https://www.rfc-editor.org/rfc/rfc8200.html)
- [Tether (cryptocurrency) (Wikipedia)](https://en.wikipedia.org/wiki/Tether_(cryptocurrency))
- [PCI DSS (PCI Security Standards Council)](https://www.pcisecuritystandards.org/standards/pci-dss/)

## Related

- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [Free Trial Proxies](https://quantumproxies.io/free-trial-proxies)
- [Mobile Proxies](https://quantumproxies.io/mobile-proxies)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [IPv6 Proxies](https://quantumproxies.io/ipv6-proxies)
- [Cheap Proxies](https://quantumproxies.io/cheap-proxies)


---

# Ad Verification Proxies – Residential & Mobile IPs in 200+ Countries

Verify ads as local users see them: residential IPs with city targeting in 200+ countries from $0.80/GB, mobile carrier IPs for in-app ads, rotating or sticky.

## Ad Verification Proxies: See Your Ads Exactly as Local Users Do

**Residential from $0.80/GB · Mobile carrier IPs from $2.30/GB · City targeting in 200+ countries**

Ad verification proxies let advertisers, networks and compliance teams load an ad, its placement and its landing page from a real local IP, so what they see is what a user in that city on that carrier sees. Quantum Proxies provides residential IPs with city targeting in 200+ countries from $0.80/GB and 4G/5G carrier IPs in 194 countries, rotating or sticky per check.

- **200+** countries with residential IPs
- **194** countries with mobile carrier IPs
- **City** level targeting from the username
- **$0.80** per GB on Residential Basic

## Why ad verification needs a local IP

Ad servers decide what to show from the visitor's IP: country, city, connection type and often the carrier. A campaign checked from your office IP shows you the office's version of the campaign, not the version a shopper in Madrid on a phone sees. Ad verification proxies replace your IP with one in the target location so the check is faithful to the real audience.

The same principle protects against the other side of the problem. Fraudulent or non-compliant publishers and affiliates can serve one page to verification tools they recognise and another to ordinary users. Loading the ad from a residential or mobile IP in the audience's location, with a fresh address per check, shows the page as the audience receives it.

## Geo-accurate and device-accurate checks

Residential Premium lets you set the country, state or region, city and ISP in the proxy username, so a creative meant for Chicago can be verified from Chicago and a French campaign from Lyon, across 200+ countries. Residential Basic covers the same pool with ASN targeting from $0.80/GB for large volumes of routine checks.

For in-app and mobile web inventory the device network matters as much as the location. Mobile proxies exit through real 4G/5G carrier IPs in 194 countries with carrier targeting: T-Mobile, AT&T and Verizon in the US, Three, BT and O2 in the UK, Deutsche Telekom, O2 and Vodafone in Germany, Jio, Vi, Airtel and BSNL in India. Verifying a mobile campaign from a carrier IP shows the creative, frequency capping and landing page the way the ad network serves them to a handset.

## Affiliate compliance and landing-page checks

Affiliate programmes and performance networks verify that partners send traffic where they claim and land users where they promised. From a local residential IP you can follow the full redirect chain from the ad click to the final page, confirm the offer matches the approved creative, and check that geo-specific pages load in the right language, currency and legal disclosures.

The Extract API turns any landing page into Markdown or JSON through the same proxies, which makes diffing a page over time or across countries a scripted job rather than a manual one. Pair it with sticky sessions so the whole click-to-landing path is observed from one IP, exactly as a single user would experience it.

## Brand safety and placement verification

Brand safety checks answer where your ads actually appear: which publishers, next to what content, in which countries. Because placement depends on the visitor, these checks are run from many distinct local IPs rather than one. Rotating residential sessions give every page load a different household address in the target market, so a sample of a hundred loads approximates a hundred real visits.

Run the same sample across countries to catch placements that only occur in some markets, and across mobile and fixed-line IPs to cover both app and web inventory. Results feed straight into your existing brand-safety tooling; the proxies are ordinary HTTP, HTTPS and SOCKS5 endpoints with unlimited concurrent connections on the residential pool.

## Rotating or sticky sessions for verification runs

Use rotation when the question is coverage: what does the ad look like across many users in a market. Every request gets a new IP, so a run of checks is not biased by one address. Use sticky sessions when the question is a path: click the ad, follow the redirects, land, and inspect, all as one visitor. Residential Premium holds a sticky session for up to 120 minutes, Residential Basic from 3 minutes, and mobile up to 24 hours.

Both modes are selected in the proxy username, so a single verification script can mix them: rotate for the sampling pass, then open a sticky session for each placement that needs a deeper look.

## Automate with the API and MCP server

Verification is a recurring job, so it should be scripted. The REST API generates proxy credentials for any location on demand, the Extract API fetches and normalises landing pages, and the MCP server lets an AI agent in Claude, Cursor or any MCP client run checks through the proxies as part of a larger workflow. The Chrome extension covers the manual case: switch to a Lagos or Tokyo IP and load the campaign in your own browser.

- Residential Premium: 1 GB $4, 5 GB $17.50, 10 GB $30, 25 GB $70, 100 GB $250, 500 GB $1,100
- Residential Basic: 25 GB $25, 100 GB $100, 500 GB $450, 1,000 GB $800, valid 90–360 days
- Mobile: 1 GB $5, 10 GB $35, 25 GB $75, 100 GB $250, 500 GB $1,150, valid 90 days
- Wallet from $5 by card, PayPal, USDT or 300+ cryptocurrencies; balance never expires

## What ad verification proxies do not do

A proxy shows you what a local user is served; it does not decide whether an ad, publisher or affiliate is compliant. That judgement, and the tooling that compares creatives, tracks redirects and scores placements, is yours or your verification vendor's. We do not claim the IPs are undetectable and we do not publish detection rates for any ad platform.

What the service guarantees is the vantage point: real residential and carrier IPs in the location you targeted, with the session behaviour you chose, a 99.9% uptime SLA and 24/7 support when a run needs attention.

## Verification check → proxy type → targeting

| Verification check | Proxy type | Targeting and session |
| --- | --- | --- |
| Geo-targeted display and video creatives | Residential Premium, rotating | Country, state, city; new IP per load |
| In-app and mobile web ads | Mobile 4G/5G | Country and carrier; sticky up to 24 h to follow frequency capping |
| Affiliate landing page and redirect chain | Residential Premium, sticky | Country of the offer; one IP for the whole click-to-landing path (up to 120 min) |
| Search ad appearance by city | Residential Premium, rotating | City targeting; sample many loads |
| Brand safety on publisher pages | Residential Basic, rotating | Country or ASN; cheapest per GB for large samples |
| Scheduled checks from a fixed vantage point | ISP (dedicated static IP) | Country level in 25 countries; same IP every day, unmetered |

## Frequently Asked Questions

### What are ad verification proxies?

Proxies that route your verification requests through a real IP in the audience's location, so an ad, its placement and its landing page load exactly as a local user on that connection type would see them. Residential IPs cover fixed-line audiences with city targeting; mobile carrier IPs cover in-app and mobile web inventory.

### Which proxy type is best for ad verification?

Residential Premium for most checks, because it offers country, state, city and ISP targeting in 200+ countries with both rotating and sticky sessions. Mobile carrier IPs for in-app and mobile campaigns. Residential Basic for large routine samples from $0.80/GB. A dedicated ISP IP when a check must run from the same address every day.

### Can I verify ads from a specific city or carrier?

Yes. Residential Premium targets country, state, city and ISP from the proxy username. Mobile proxies target country, region, city and carrier in 194 countries, including T-Mobile, AT&T and Verizon in the US, Three, BT and O2 in the UK, and Deutsche Telekom, O2 and Vodafone in Germany.

### Should I use rotating or sticky sessions?

Rotating when you want coverage across many users, for example sampling which creatives or placements appear in a market. Sticky when you want to follow one path, such as an ad click through its redirects to the landing page. Sticky sessions last up to 120 minutes on Residential Premium and up to 24 hours on mobile.

### How much traffic does ad verification use?

Loading a landing page with its ads is typically a few megabytes, so a 25 GB Residential Premium plan at $70 covers thousands of full page checks, and Residential Basic at $0.80–$1.00/GB is cheaper for very large samples. Mobile checks cost from $2.30/GB. Plans are valid 90 days or more and the wallet balance never expires.

### Can I automate verification runs?

Yes. The REST API issues proxy credentials for any location, the Extract API fetches landing pages as Markdown or JSON through the proxies, and the MCP server lets AI agents run checks in Claude, Cursor or any MCP client. The residential pool allows unlimited concurrent connections, so runs can be parallel.

### Do the proxies detect ad fraud for me?

No. They give you an authentic local vantage point; deciding whether a placement is fraudulent, an affiliate is compliant or a page is brand-safe is the job of your verification logic or vendor. We also do not claim the IPs are undetectable or publish detection rates for any ad platform.

## Sources

- [Google Ads policies](https://support.google.com/adspolicy/answer/6008942)
- [Target ads to geographic locations (Google Ads Help)](https://support.google.com/google-ads/answer/1722043)
- [ads.txt (IAB Tech Lab)](https://iabtechlab.com/ads-txt/)
- [Eliminate Fraudulent Traffic (Trustworthy Accountability Group)](https://www.tagtoday.net/fraud)
- [Minimum Standards for Media Rating Research (MRC)](https://mediaratingcouncil.org/standards-and-guidelines)

## Related

- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [Mobile Proxies](https://quantumproxies.io/mobile-proxies)
- [ISP Proxies](https://quantumproxies.io/isp-proxies)
- [Pay-As-You-Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Free Trial Proxies](https://quantumproxies.io/free-trial-proxies)


---

# Proxies for AI Agents – Residential IPs for Agentic Browsing & MCP

Proxies for AI agents: rotating and sticky residential IPs in 200+ countries for browser agents, LLM scrapers and MCP tools. From $0.80/GB, MCP server built in.

## Proxies for AI Agents: Real IPs for Browser Agents, Scrapers and MCP Tools

**Residential from $0.80/GB · rotating or sticky · MCP server included**

AI agents get blocked for a simple reason: they browse from datacenter IP ranges, reuse one address for hundreds of tool calls and carry no geographic context. Quantum Proxies gives an agent real residential IPs in 200+ countries, rotating or sticky sessions over HTTP or SOCKS5, per-GB pricing from $0.80 per GB, and an MCP server that hands Claude or Cursor live web access with the proxies already built in.

- **90M+** residential IPs for agent traffic
- **200+** countries for localized results
- **$0.80** per GB Residential Basic at volume
- **100 MB** free trial, no card, unlocked by SMS

## Why AI agents get blocked

An agent that runs on a cloud host or a hosted browser leaves the same fingerprint every time: a datacenter egress IP that anti-bot systems already score as automation, a single address shared by every task the agent runs in parallel, and a location that matches the hosting region rather than the user it is working for. Each of those signals is enough on its own to trigger a challenge page; together they turn a research task into a stream of CAPTCHAs, empty shells and 403s.

The model does not see any of this. It receives a blocked page, tries to reason about it, and burns tokens on retries. Putting the agent's HTTP traffic behind a residential proxy replaces the datacenter fingerprint with an ordinary household connection, spreads concurrent tasks across many addresses and lets you choose the country the page should be served for.

## Which proxy type for which agent

There is no single best proxy for AI agents; it depends on what the agent does. Fetch-heavy agents that read many pages once, such as research or price-comparison agents, want rotating Residential Basic: every request can come from a different IP, so no single address accumulates a suspicious request count. Agents that log in, fill a cart or step through a multi-page form need a sticky residential session, so the site sees one visitor for the whole flow.

Two special cases: agents that drive consumer apps or social platforms usually fare better on mobile 4G/5G IPs with carrier targeting, and agents that must present the same identity every day, for example a monitoring agent for a single account, fit an ISP proxy, a dedicated static residential IP with unmetered bandwidth from $2.50 per IP per month.

- Rotating residential: high-volume reading, search, crawling, comparison
- Sticky residential: logins, checkouts, dashboards, paginated sessions
- Mobile 4G/5G: consumer apps, social platforms, mobile-only content
- ISP / static residential: one fixed identity, unmetered, per-IP pricing

## How to connect proxies to your AI agent

Every Quantum Proxies product is a standard HTTP/HTTPS or SOCKS5 proxy with user:pass authentication or IP whitelisting, so it plugs into whatever your agent already uses for browsing. In Playwright and Puppeteer you pass the proxy server and credentials when launching the browser; in Python the same endpoint goes into the proxies argument of requests or httpx; in Browser Use, Operator-style agents and other browser automation frameworks it is the same launch option under a different name. No SDK of ours is required.

Country, city, session type and session duration are encoded in the proxy username, so an agent can request a US sticky session for a checkout and a rotating German session for a search without touching its code. Generate credentials once in the dashboard, keep them in your agent's environment, and the framework does the rest.

## MCP server, Extract API and SERP API: web access built for LLMs

If you build with Claude, Cursor or another MCP-capable client, you can skip proxy configuration altogether. The Quantum Proxies MCP server at /mcp-server exposes search, scrape, crawl and map tools to the model, and every call already routes through the residential network; the agent asks for a page and gets it back, geo-targeted, without handling IPs.

For pipelines that feed pages into a model, the Extract API at /extract-api fetches a URL through the proxy layer and returns clean Markdown, which costs far fewer tokens than raw HTML and drops navigation, scripts and boilerplate. The SERP API at /serp-api returns structured search results for a query and location, so a research agent can go from question to sources in one call. All three bill from the same wallet as the raw proxies.

## Per-GB pricing: the agent pays only for what it fetches

Agents are unpredictable consumers: one task fetches three pages, the next fetches three thousand. Per-GB pricing fits that pattern better than a monthly seat. Residential Basic costs $1.00 per GB on the 25 GB plan and $0.80 per GB on the 1,000 GB plan, with 90–360 days of validity, and there is no subscription: unused traffic simply waits for the next job.

The arithmetic is worth doing once. A typical HTML page is roughly 60 KB without images, so 1 GB is about 1,000,000 KB ÷ 60 ≈ 16,000 pages, call it roughly 15,000 to leave room for heavier pages. At $0.80–$1.00 per GB, 1,000 pages cost roughly $0.05–$0.07. Requesting HTML only, or using the Extract API to return Markdown, keeps the per-page figure at that end of the range.

## Controlling agent spend: wallet, auto-recharge, limits

An agent running unattended needs a budget it cannot exceed. The wallet gives you one: top up any amount from $5, the balance never expires, and when it is gone the proxy stops serving requests rather than running up a bill. That is a hard ceiling on what a runaway loop can spend. For agents that must not stall, enable auto-recharge with a threshold and a top-up amount of your choosing, and switch it off again when the job ends.

Usage is visible per credential in the dashboard, so you can give each agent its own proxy user and see exactly which one consumed the traffic. Payment is by card, PayPal or 300+ cryptocurrencies with no KYC, so a side project can fund its agent without a company card on file.

## Geo targeting for localized results

Much of what an agent is asked to do depends on where the request comes from: prices shown in the local currency, search results for a city, availability in a region, content that only serves a given country. A residential proxy with country and city targeting makes the agent appear to be there, so the page it reads is the page a local user would see. Residential Basic covers 200+ countries with city targeting; mobile adds region and carrier selection across 194 countries; ISP proxies offer static IPs in 25 countries.

Combined with the SERP API's location parameter, an agent can compare the same query from several markets in one run, which is the kind of task that is impossible from a single datacenter IP.

## Which proxy for which agent task

| Task | Proxy type | Session | Why |
| --- | --- | --- | --- |
| Research agent reading hundreds of pages | Residential Basic | Rotating | Each request from a different household IP; no single address builds up a suspicious request count |
| Login, cart or multi-step form | Residential Basic or Premium | Sticky | The site sees one consistent visitor across the whole flow |
| Search results by city or country | Residential Basic or SERP API | Rotating, geo-targeted | Pages and rankings match what a local user would see |
| Consumer app or social platform automation | Mobile 4G/5G | Sticky, up to 24 h | Real carrier IPs with carrier and region targeting |
| Daily monitoring of one account | ISP / static residential | Fixed IP | Same identity every day, unmetered bandwidth, from $2.50 per IP per month |
| Feeding pages to an LLM | Extract API | Handled for you | Returns Markdown through the proxy layer; fewer tokens than raw HTML |
| Claude or Cursor needing live web access | MCP server | Handled for you | Search, scrape, crawl and map tools with proxies built in |

## Frequently Asked Questions

### Do these proxies work with LangChain, CrewAI or the OpenAI Agents SDK?

Yes. Quantum Proxies are standard HTTP/HTTPS and SOCKS5 proxies, so they work with any framework whose tools make web requests: pass the proxy endpoint and credentials to the HTTP client, browser launcher or fetch tool the framework uses. Nothing is specific to one agent library, and no proprietary SDK is needed.

### What does the MCP server add compared with a plain proxy?

The MCP server at /mcp-server gives an MCP-capable client such as Claude or Cursor ready-made tools for search, scrape, crawl and map, each already routed through the residential network. The model calls a tool and receives the page or results; you never configure IPs, sessions or geo targeting in the agent itself. It bills from the same wallet.

### How much do proxies for AI agents cost per 1,000 pages?

Roughly $0.05–$0.07 on Residential Basic. The arithmetic: a typical HTML page is about 60 KB, so 1 GB ≈ 1,000,000 KB ÷ 60 ≈ 16,000 pages, call it roughly 15,000. At $0.80–$1.00 per GB, 1,000 pages come to a few cents. Heavier pages or media raise the figure; HTML-only requests or Markdown from the Extract API lower it.

### Should my agent use rotating or sticky sessions?

Use rotating sessions when the agent reads many independent pages, so each request comes from a different IP and no address accumulates a suspicious pattern. Use sticky sessions when the agent must look like one visitor across several steps, for example a login followed by a dashboard or a checkout. Both are selected per request through the proxy username.

### Do AI agents need residential proxies, or is datacenter enough?

For public pages that do not fight automation, datacenter traffic from $0.50 per GB is the cheaper choice. Most sites an agent is actually sent to, from retailers to search engines to social platforms, score datacenter ranges as automation, so residential IPs are the practical default. Start with residential, and move bulk, low-friction fetching to datacenter to save money.

### Can I pay for agent proxies with crypto?

Yes. Alongside card and PayPal, the wallet accepts 300+ cryptocurrencies including USDT, with no KYC. Top up any amount from $5; the balance never expires and funds raw proxies, the MCP server, the Extract API and the SERP API alike. Every purchase is one-off, with no subscription or recurring billing agreement.

### Is there a free trial I can point my agent at?

Yes. New accounts get 100 MB of Residential Basic traffic free for 5 days, one per person, unlocked by a one-time SMS verification in Settings → Free Trial, no card required. At roughly 60 KB per page that is enough for a few hundred to a couple of thousand agent fetches, plenty to confirm the target site and session type before buying.

## Sources

- [Model Context Protocol specification](https://modelcontextprotocol.io/specification/2026-07-28)
- [What is the Model Context Protocol (MCP)?](https://modelcontextprotocol.io/docs/2026-07-28/getting-started/intro)
- [RFC 9309: Robots Exclusion Protocol](https://www.rfc-editor.org/rfc/rfc9309.html)
- [Network (Playwright docs)](https://playwright.dev/docs/network)
- [AI agent (Wikipedia)](https://en.wikipedia.org/wiki/Agentic_AI)

## Related

- [MCP Server](https://quantumproxies.io/mcp-server)
- [Web Data for LLMs](https://quantumproxies.io/web-data-for-llms)
- [Extract API](https://quantumproxies.io/extract-api)
- [SERP API](https://quantumproxies.io/serp-api)
- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Amazon Proxies – Residential IPs for Price & Product Data, $0.80/GB

Amazon proxies: rotating residential IPs from $0.80/GB with country targeting for price, Buy Box, product and review data, plus ISP IPs for seller tools.

## Amazon Proxies: Residential IPs for Price Tracking, Product Data and Seller Tools

**Residential from $0.80/GB · ISP from $2.50/IP · country targeting for every marketplace**

Amazon proxies are residential or ISP IPs that let you read Amazon the way shoppers in a given country see it: prices, Buy Box winners, reviews, search rankings and sponsored placements on amazon.com, .co.uk, .de and every other marketplace. Quantum Proxies offers rotating residential IPs from $0.80/GB with country targeting, ISP IPs from $2.50 per IP per month for seller operations, and a ready-made Amazon Scraper API.

- **90M+** residential IPs for Amazon traffic
- **200+** countries with city targeting
- **$0.80** per GB Residential Basic at 1,000 GB
- **From $2.50** per ISP IP per month at volume, unmetered

## What Amazon proxies are used for

Amazon serves a different page to every visitor: the price and the Buy Box depend on the marketplace and delivery address, search rankings change by location, sponsored slots rotate, and heavy traffic from a single datacenter address is met with a robot check within a few pages. Anyone collecting Amazon data at scale, whether a brand watching its own listings, a repricing tool, a research team or an agency running client seller accounts, needs many real IPs in the right countries.

That is the whole job of an Amazon proxy. Rotating residential IPs from household connections spread a crawl across the pool and make each request look like an ordinary shopper in the marketplace's country. ISP proxies give a seller or an agency one fixed address for daily account work. Everything is bought pay as you go, with country and city selected in the proxy username.

## Price and Buy Box monitoring

The Buy Box is decided per marketplace and per visitor, so monitoring it means requesting the product page from an IP in the marketplace's country, often several times a day, across hundreds or thousands of ASINs. On Residential Basic each of those requests can leave from a different residential IP; with 1 GB covering roughly 15,000 HTML-only pages, a sweep of 1,000 ASINs costs roughly $0.05–$0.07 in bandwidth at $0.80–$1.00 per GB.

Because the price is in the HTML, request the page without images and scripts, keep a fixed number of workers per marketplace and add a short delay between requests. If you would rather receive structured fields than parse HTML, the Amazon Scraper API at /scraper-api/collectors/amazon-scraper-api returns ASIN, title, brand, current and list price, rating, review count and availability as JSON through the same residential network.

## Product, review and search data collection

Product research needs more than prices: titles, bullet points, images, variations, review counts, star distributions and the order in which results appear for a keyword. All of that is public on the page, and all of it varies by marketplace. Rotating residential proxies with country targeting let one crawler collect amazon.de results from a German IP and amazon.com results from a US IP in the same run, which is what keeps category rankings and review data comparable.

Search result pages and review pages are heavier than a single product page, so budget bandwidth accordingly and paginate only as deep as the analysis needs. Residential Basic's sticky sessions from 3 minutes help when you walk several review pages of one product and want them served consistently to one visitor identity. Note that Amazon publishes the star rating and review count openly; treat review text with the same care you would any user content.

## Localized marketplace checks: .com, .co.uk, .de and beyond

Amazon redirects and localises based on where the request comes from. A US datacenter IP asking for amazon.co.uk gets a delivery-location banner, different availability and sometimes a different price than a UK shopper sees. To check what a customer in Munich, Manchester or Milan actually gets, the request must leave from an IP in that place. Residential Basic targets 200+ countries with city selection; Residential Premium adds state and ISP targeting.

Typical checks: confirm a listing is live and correctly translated in each marketplace, verify local delivery promises and Prime eligibility, compare the price ladder across EU stores, and audit which sellers appear on a product in each country. Each is a normal page request with a different country code in the proxy username, so one script covers every marketplace you sell in.

## Ad and listing verification

Sponsored Products, Sponsored Brands and display placements are only visible from the audience they target, so verifying that a campaign shows where it should, next to which competitors and with the right creative, means looking at the results page as that audience. Rotating residential IPs in the campaign's country and city do that; a datacenter IP either sees no ads or sees a different set.

The same applies to listing hygiene. Brands check for unauthorised sellers, MAP breaches, hijacked listings and outdated images by loading their own product pages from many locations on a schedule. Because each check is a single page fetch, the bandwidth cost is small even at hourly frequency; the value is in the geographic spread, which is exactly what residential proxies provide.

## Seller Central and account operations from a fixed IP

Seller accounts should not appear to move around. Amazon's security systems notice logins from changing countries and unusual networks, and a rotating pool is the wrong tool for a session you want to keep for months. An ISP proxy gives your Seller Central login, your repricer and your reporting scripts one static residential IP hosted on a datacenter line, with unmetered bandwidth, HTTP/HTTPS/SOCKS5 and instant provisioning, from $2.50 per IP per month at volume; the configurator shows the exact price for your quantity and term.

Agencies that manage clients' accounts with their permission typically assign one ISP IP per client so each account keeps a consistent, region-appropriate identity; ISP proxies are available in 25 countries including the US, UK, Germany, France, Italy, Spain, Japan and Canada. This is about stability for accounts you are entitled to operate, not about creating accounts you are not.

## Amazon Scraper API: product data without a proxy setup

If what you want is a table of prices and ratings rather than a proxy integration, the Amazon Scraper API at /scraper-api/collectors/amazon-scraper-api is the shortcut. Give it a keyword or an ASIN and a marketplace, and it returns typed rows with ASIN, title, brand, prices, rating, review count and availability, with the proxy exit pinned to the marketplace's country so prices and delivery promises match what local shoppers see. It is billed from the same wallet as the proxies.

The two approaches combine well: use the collector for the fields it already extracts, and raw residential proxies for anything custom, such as a page element the collector does not return or a marketplace-specific check. Both come with 24/7 support, and the 100 MB Residential Basic free trial is enough to test a few hundred product pages before buying bandwidth.

## Amazon task → proxy type

| Amazon task | Proxy type | Session | Why |
| --- | --- | --- | --- |
| Price and Buy Box monitoring across many ASINs | Residential Basic | Rotating, country-targeted | Each request from a shopper IP in the marketplace's country; from $0.80/GB |
| Product detail and review crawls | Residential Basic | Rotating, or sticky from 3 min for paginated reviews | Comparable data per marketplace; one visitor identity across review pages |
| Localized checks: delivery, Prime, translation, seller list | Residential Basic or Premium | Rotating, city-targeted | The page a customer in that city actually gets; Premium adds state and ISP targeting |
| Sponsored placement and listing verification | Residential Basic or Premium | Rotating, geo-targeted | Ads only render for the targeted audience; datacenter IPs see a different set |
| Seller Central, repricer, reporting scripts | ISP / static residential | Fixed IP, unmetered | One consistent identity for your account; from $2.50 per IP per month |
| Structured product data without parsing HTML | Amazon Scraper API | Handled for you | ASIN, price, rating, review count and availability as JSON per marketplace |

## Frequently Asked Questions

### What type of proxy is best for Amazon?

Rotating residential proxies are the default for reading Amazon at scale: price and Buy Box monitoring, product and review data, search rankings, ad verification. They come from household connections in the marketplace's country and cost from $0.80 per GB. For Seller Central and other logged-in account work, use an ISP proxy, a fixed static residential IP from $2.50 per IP per month.

### Can I target a specific Amazon marketplace or city?

Yes. Put the country and, if needed, the city in the proxy username and the request leaves from an IP there, so amazon.de is read from Germany and amazon.co.uk from the UK. Residential Basic covers 200+ countries with city targeting; Residential Premium adds state and ISP selection. The Amazon Scraper API pins the exit to the marketplace you choose automatically.

### How much bandwidth does Amazon price monitoring use?

Roughly 60 KB per product page fetched as HTML only, so 1 GB covers roughly 15,000–16,000 pages. Checking 1,000 ASINs once costs roughly $0.05–$0.07 on Residential Basic at $0.80–$1.00 per GB; checking them hourly for a month is roughly 45 GB, which fits the 50 GB plan at $50. Search and review pages are heavier, so measure a sample.

### Should I use a proxy for my Amazon seller account?

If you or your team log in from changing locations or networks, a fixed ISP proxy gives the account one stable, region-appropriate IP with unmetered bandwidth from $2.50 per IP per month, which is what security systems expect from a legitimate seller. Use it for accounts you are entitled to operate; it is not a tool for creating accounts against Amazon's rules.

### Do you offer an Amazon scraper instead of raw proxies?

Yes. The Amazon Scraper API at /scraper-api/collectors/amazon-scraper-api takes a keyword or an ASIN plus a marketplace and returns ASIN, title, brand, current and list price, rating, review count and availability as JSON, with the proxy exit already pinned to that marketplace's country. It bills from the same wallet as the proxies, so you can use both.

### Rotating or sticky sessions for Amazon?

Rotating for anything that reads many independent pages: product pages, search results, ad checks. Sticky when several requests must come from one visitor, for example paginating through a product's reviews or walking a cart flow to see a delivery cost. Residential Basic holds a sticky IP from 3 minutes and Residential Premium up to 120 minutes, both chosen in the username.

### Is there a free trial, and how do I pay?

New accounts get 100 MB of Residential Basic free for 5 days, one per person, unlocked by a one-time SMS verification in the dashboard, no card required. After that, top up a wallet from $5 by card, PayPal or 300+ cryptocurrencies with no KYC; the balance never expires and there is no subscription. ISP proxies are billed per IP per month.

## Sources

- [Welcome to SP-API Documentation (Amazon)](https://developer-docs.amazon/sp-api/docs/welcome)
- [Product Pricing API v2022-05-01 (Amazon SP-API)](https://developer-docs.amazon/sp-api/reference/product-pricing-v2022-05-01)
- [Catalog Items API v2022-04-01 (Amazon SP-API)](https://developer-docs.amazon/sp-api/docs/catalog-items-api-v2022-04-01-reference)
- [Conditions of Use (Amazon)](https://www.amazon.com/gp/help/customer/display.html?nodeId=GLSBYFE9MGKKQXXM)
- [Amazon Marketplace (Wikipedia)](https://en.wikipedia.org/wiki/Amazon_Marketplace)

## Related

- [Amazon Scraper API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api)
- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [Residential Basic Proxies](https://quantumproxies.io/residential-basic-proxies)
- [ISP Proxies](https://quantumproxies.io/isp-proxies)
- [Rotating Proxies](https://quantumproxies.io/rotating-proxies)
- [Extract API](https://quantumproxies.io/extract-api)


---

# Antidetect Browser Proxies – AdsPower/Multilogin/GoLogin/Dolphin Anty

One residential, mobile or ISP proxy per profile in AdsPower, Multilogin, GoLogin, Dolphin Anty. Bulk host:port:user:pass lines, sticky sessions, HTTP/SOCKS5.

## Proxies for Antidetect Browsers: One Residential, Mobile or ISP IP per Profile

**Residential from $0.80/GB · ISP from $2.50/IP · HTTP/HTTPS/SOCKS5 · Bulk lines from the dashboard**

Antidetect browsers such as AdsPower, Multilogin, GoLogin and Dolphin Anty keep each browser profile separate, and each profile needs its own proxy to be separate on the network too. Quantum Proxies supplies one line per profile, host:port:user:pass over HTTP, HTTPS or SOCKS5, as residential sticky sessions from $0.80/GB, mobile carrier IPs or dedicated ISP IPs from $2.50 per IP per month.

- **1** proxy line per browser profile
- **120 min** sticky sessions on Residential Premium
- **24 h** sticky sessions on mobile IPs
- **From $2.50** per dedicated ISP IP / month at volume

## How profile-based browsers use a proxy

An antidetect or multi-profile browser stores each profile as a separate bundle: its own cookies, local storage, browser fingerprint and, crucially, its own proxy. Every request the profile makes leaves through that proxy, so the profile has a consistent network identity that matches its consistent fingerprint. Without the proxy, all profiles would share the machine's public IP, which defeats the separation the browser was bought for.

All four major tools accept the same ingredients: a host, a port, a username and a password, plus the protocol (HTTP, HTTPS or SOCKS5). You can enter them field by field in the profile settings or paste lines in bulk, usually as host:port:user:pass or protocol://user:pass@host:port. Each browser has a check button that tests the proxy and shows the exit country before you save the profile.

## Which proxy type for which profile

Match the proxy to what the profile does, not to a general ranking. A profile that logs into a marketplace storefront every day needs a permanent address; a profile that mirrors a phone-based account needs a carrier IP; a profile used for research or client work in sessions is fine on a residential IP held for the session.

- ISP proxies: one dedicated static IP per profile, unmetered, from $2.50 per IP per month at volume, in 25 countries; the configurator shows the exact price for your quantity. For storefronts, ad accounts and long-lived identities.
- Residential Premium: sticky sessions up to 120 minutes, country/state/city/ISP targeting, 90M+ IPs, from $2.20/GB. For profiles you open in working sessions.
- Residential Basic: the same pool from $0.80/GB, sticky sessions from 3 minutes, ASN targeting. For test profiles and research.
- Mobile 4G/5G: real carrier IPs, sticky up to 24 hours, carrier targeting, from $2.30/GB. For profiles that stand in for a phone app.

## Match the session length to the profile's lifetime

A proxy that rotates under a logged-in profile looks like a user teleporting between cities mid-session, so profile work almost always uses sticky sessions. The question is how long the session should last. If a profile is opened for an hour of work and closed, a Residential Premium sticky session of up to 120 minutes covers it. If a profile stays open all day, mobile sessions of up to 24 hours or an ISP IP that never changes are the better fit.

On the residential and mobile pools the session identifier lives in the proxy username. Use the profile's name as the identifier: the gateway then returns the same IP to that profile until the session expires, and a new session starts cleanly on the next launch. Never reuse one identifier across two profiles.

## Keep the profile's geo consistent with the IP

Antidetect browsers can derive the profile's timezone, language and geolocation from the proxy's exit IP; turn that option on, or set the values by hand to the country and city of the IP. A profile that reports Europe/Berlin while exiting from a US address is inconsistent in a way that is visible to any site.

Choose the IP location first, then build the profile around it. ISP proxies are targeted at country level in 25 countries, including the US, UK, Germany, France, Canada, Australia and Japan. Residential proxies add state and city targeting across 200+ countries, and mobile proxies let you pin the carrier: T-Mobile, AT&T or Verizon in the US, Three, BT or O2 in the UK, Deutsche Telekom, O2 or Vodafone in Germany.

## Generate proxy lines in bulk from the dashboard or API

Profile browsers are built for tens or hundreds of profiles, so you rarely type proxies one at a time. In the Quantum Proxies dashboard the proxy generator takes a country, an optional city or carrier, a session type and a count, and outputs that many lines, each with its own session identifier, ready to paste into the browser's bulk import. ISP orders arrive as a plain list of dedicated IPs with credentials the moment payment is confirmed.

The REST API does the same from a script, which is useful when profiles are created programmatically or when you rotate credentials on a schedule. Authentication is username:password by default; if your browser runs on a server with a fixed IP you can whitelist it in the dashboard and skip credentials in the proxy line.

## Setting up a profile in four steps

The steps are the same in every profile browser; only the menu names differ.

- 1. Create an account at app.quantumproxies.io and top up from $5 by card, PayPal, USDT or 300+ cryptocurrencies. Buy ISP IPs, or a residential or mobile plan.
- 2. Generate one proxy line per profile with a unique session identifier (or take one ISP IP per profile).
- 3. In the browser, create or edit the profile, choose HTTP or SOCKS5, paste host, port, username and password, and press the built-in check to confirm the exit country.
- 4. Enable timezone and language from IP, save the profile, and keep that proxy on that profile for its whole life.

## What this setup is for

Profile browsers with per-profile proxies are used by agencies that manage client accounts, e-commerce operators with several approved storefronts, QA teams testing a product from many locations and researchers who need clean, repeatable browser environments. The proxies keep those environments separate on the network the way the browser keeps them separate on disk.

They do not make anything undetectable, and we do not claim success or ban rates. Platform rules on account ownership still apply to every profile you create. What you get is a real IP with a consistent location per profile, 99.9% uptime and 24/7 support for the setup itself.

## Browser → proxy string format → recommended type

| Browser | Proxy string format | Recommended type |
| --- | --- | --- |
| AdsPower | Bulk import as host:port:user:pass, one line per profile, protocol chosen in the import dialog; or separate fields per profile | ISP for storefronts and ad accounts; Residential Premium sticky for session work |
| Multilogin | Host, port, username and password fields per profile, HTTP or SOCKS5; team proxies saved once and reused | Residential Premium sticky (up to 120 min) or ISP for permanent profiles |
| GoLogin | host:port:user:pass or protocol://user:pass@host:port, pasted in bulk | Residential Premium sticky; mobile for phone-style profiles |
| Dolphin Anty | protocol://user:pass@host:port or host:port:user:pass in the bulk proxy list, then attached to profiles | Residential Premium sticky or ISP; mobile for app-style profiles |
| Any other profile browser or Chrome profile | HTTP/HTTPS/SOCKS5 with username:password, or IP whitelist without credentials | Same rules: ISP for permanent identity, residential sticky for sessions, mobile for phone accounts |

## Frequently Asked Questions

### What is the best proxy for AdsPower, Multilogin, GoLogin or Dolphin Anty?

The same type you would choose for the account inside the profile. Dedicated ISP IPs for profiles that must keep one permanent address, Residential Premium sticky sessions for profiles used in working sessions, mobile carrier IPs for profiles that stand in for a phone app. All four browsers accept HTTP and SOCKS5 with username and password.

### How many proxies do I need for my profiles?

One per profile. Every profile should have its own proxy line with its own session identifier or its own ISP IP, so a hundred profiles means a hundred lines. The dashboard generator and the REST API produce them in bulk, and residential lines cost nothing until they carry traffic, because billing is per gigabyte.

### Should I use sticky or rotating sessions for browser profiles?

Sticky. A logged-in profile should keep one IP for the whole session, so use sticky sessions of up to 120 minutes on Residential Premium, up to 24 hours on mobile, or a dedicated ISP IP that never changes. Rotating per request is for data collection, not for profiles.

### Can I set the timezone and language of the profile from the proxy?

Yes. All four browsers can derive timezone, language and geolocation from the proxy's exit IP, and we recommend enabling that so the profile matches the country and city of the IP. If you set them manually, use the location you targeted when generating the proxy.

### How much does it cost per profile?

ISP IPs are from $2.50 per IP per month at volume, unmetered; the configurator shows the exact price for your quantity and term. Residential and mobile profiles are billed per gigabyte instead: a profile used for logins and dashboards typically consumes well under a gigabyte per month, and Residential Basic starts at $0.80/GB.

### Is there a free trial I can test in my browser?

Yes: 100 MB of Residential Basic, valid 5 days, no credit card, unlocked by a one-time SMS verification in the dashboard. Generate a line, paste it into one profile and run the browser's proxy check. ISP and mobile proxies are not part of the trial.

### Does a proxy make my browser profiles undetectable?

No, and we do not make that claim or publish ban rates. The proxy gives a profile a real IP with a consistent location; the browser handles the fingerprint. Neither changes a platform's rules on account ownership. Use profile browsers for accounts and environments you are entitled to operate, and keep each profile on its own proxy for its whole life.

## Sources

- [Device fingerprint (Wikipedia)](https://en.wikipedia.org/wiki/Device_fingerprint)
- [Canvas fingerprinting (Wikipedia)](https://en.wikipedia.org/wiki/Canvas_fingerprinting)
- [Cover Your Tracks (EFF)](https://coveryourtracks.eff.org/)
- [Proxy servers and tunneling (MDN)](https://developer.mozilla.org/en-US/docs/Web/HTTP/Guides/Proxy_servers_and_tunneling)
- [Network Settings (Chromium design documents)](https://www.chromium.org/developers/design-documents/network-settings/)

## Related

- [Proxies for Multi-Account Management](https://quantumproxies.io/proxies-for/multi-accounting)
- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [ISP Proxies](https://quantumproxies.io/isp-proxies)
- [Mobile Proxies](https://quantumproxies.io/mobile-proxies)
- [Free Trial Proxies](https://quantumproxies.io/free-trial-proxies)


---

# Facebook Ads Proxies – Mobile & Residential IPs per Ad Account from $5

Facebook Ads proxies for agencies running client Business Managers from the client's country. Real 4G/5G carrier IPs, sticky up to 24 h, from $5 for 1 GB.

## Facebook Ads Proxies: Consistent IPs for Business Manager, Ad Accounts and Ad Verification

**From $5 for 1 GB · one carrier IP per ad account, sticky up to 24 h**

Facebook Ads proxies let an agency operate each client's Business Manager from the client's own country on a stable IP, and let a brand see the exact ad a local user is served. Our 4G/5G mobile proxies use real carrier addresses with sticky sessions up to 24 hours, from $5 for 1 GB; Residential Premium starts at $4 for 1 GB for verification and Marketplace research.

- **$5** 1 GB mobile starter plan, valid 90 days
- **24 h** sticky session per ad account on a carrier IP
- **194** countries with 4G/5G carrier IPs
- **$0.80/GB** Residential Basic for Marketplace and Pages research

## Why ad accounts want one stable IP in the right country

Meta looks at where an ad account is operated from as one of many signals, and a Business Manager for a shop in Lisbon that is suddenly opened from a hosting provider in another continent is a change in context. Agencies see this most: five clients in five countries, one office, one office IP. The plain solution is to give each Business Manager its own consistent address in the client's own geography and to keep it there.

Mobile proxies fit because the IP belongs to a carrier's consumer range, shared through carrier-grade NAT with real subscribers, and because a sticky session holds that IP for up to 24 hours across every login of the day. We do not promise how Meta will treat an account, and we do not sell a way around its review process; we provide the correct network context for someone using Ads Manager from the country the business is in.

## Agency setup: one Business Manager, one session id

Set targeting and the session in the proxy username: country-\<code>, optionally region-\<code>, city-\<code> and isp-\<carrier>, then session-\<id> with a different id per Business Manager. A client in Texas gets USER-country-us-region-tx-session-clientA on a US carrier; a client in Manchester gets a Three, BT or O2 address with its own id. Everyone on your team who works that account uses the same id and the same browser profile, so the account always sees the same exit IP.

Keep the mapping simple and durable: one profile in your multi-profile browser per Business Manager, one session id, one country, and no sharing of ids between clients. If a session id is reassigned because the device behind it went offline, the next request gets another IP in the same country and city, never a silent fallback to a different region. Bill it cleanly too: the REST API creates sub-users per client with separate bandwidth reporting.

## Ad verification: see what a local user is actually served

Once campaigns are live you need to confirm what a real user in the target city receives: which creative, in which language, at what price, and whether the landing page and pixel behave. From an office IP you frequently see nothing, or a version meant for another market. A mobile proxy targeted to that city puts the check on the same kind of network as the audience you are paying for.

Use rotating mode so each check is a fresh phone, and change the city in the username between checks without touching the rest of the setup. This also covers partner and affiliate compliance (are they running the approved creative, to the approved page), Reels placements, and geo-fenced offers. US mobile targeting reaches T-Mobile, AT&T and Verizon across 37 states and 100 cities; Germany covers O2, Deutsche Telekom and Vodafone across 12 regions.

## Marketplace, Pages and Ad Library research

Public research does not need a persistent identity, so it is the place to spend less. Checking how your own Marketplace listings rank in a city, sampling competitor Pages and their public posts, reading the Ad Library for a category, or watching public price movements are reads of public pages. Rotating residential spreads those requests across 90M+ addresses in 200+ countries with city targeting: Residential Premium from $4 for 1 GB, or Residential Basic from $0.80/GB at volume.

Facebook Marketplace results in particular are location-dependent, so a residential IP in the right city returns what a local buyer would see rather than a generic feed. Keep to public data, respect the rate at which a normal user browses, and do not use what you collect to message people who have not opted in.

## Compatible tools and how to connect them

Any tool with HTTP or SOCKS5 proxy support works, because authentication is plain user:pass or IP whitelist and every targeting option lives in the username. Setups we see most often:

- Multi-profile and anti-detect browsers: one profile per Business Manager with its own sticky session id
- Ads reporting and creative-testing platforms that keep a persistent login per client account
- In-house scripts for Ad Library monitoring and Marketplace research, on rotating residential
- The Chrome extension for quick manual checks of how an ad or Page looks from another city
- The MCP server, so an AI assistant can fetch a live landing page or Marketplace result through the proxies
- The REST API for sub-users, IP whitelisting and per-client usage

## Facebook Ads proxy pricing: mobile vs residential

Mobile is the default for anything that logs in to Ads Manager or Business Manager, because it gives a carrier ASN and 24-hour sticky sessions. Residential Premium is the budget option for verification, research and lighter account work where a home broadband IP is acceptable and sticky sessions of up to 120 minutes are enough.

- Mobile: 1 GB $5, 5 GB $20, 10 GB $35, 25 GB $75, 100 GB $250, 500 GB $1,150; valid 90 days; sticky up to 24 h
- Residential Premium: 1 GB $4, 5 GB $17.50, 10 GB $30, 25 GB $70, 100 GB $250; sticky up to 120 minutes
- Residential Basic: $0.80–$1.00/GB from 25 GB, for public-data research
- ISP proxies: a dedicated static IP from $2.50 per IP per month in 25 countries, unmetered, for one long-lived account
- Wallet from $5, balance never expires, optional auto-recharge; card, PayPal, USDT or 300+ cryptocurrencies

## Set up Facebook Ads proxies in 3 steps

The plan is live the moment payment clears; there is no sales call and no approval queue.

- 1. Create an account at app.quantumproxies.io and buy a mobile or residential plan, or top up the wallet from $5.
- 2. In the location picker choose the client's country and, if useful, region, city and carrier. Copy the generated username or write it yourself, for example USER-country-us-region-tx-session-clientA.
- 3. Put host, port, username and password into the browser profile you use for that Business Manager, or whitelist your IP. Test with curl through the proxy against https://api.ipify.org and confirm the IP resolves to a carrier in the client's country before you log in.

## Meta task → proxy type → session mode

| Meta task | Recommended proxy | Session mode |
| --- | --- | --- |
| Operating a client's Business Manager and Ads Manager | Mobile (4G/5G) in the client's country | Sticky, one session id per Business Manager, up to 24 h |
| Agency staff logging in to several client ad accounts | Mobile, or Residential Premium on a budget | Sticky, one session id per account profile |
| Ad verification: what a local user sees in feed, Stories or Reels | Mobile with city targeting | Rotating per check |
| Landing-page and price checks behind your own ads | Residential Premium, country or city targeted | Rotating |
| Marketplace listing and Pages research (public data) | Residential Basic from $0.80/GB | Rotating per request |
| Ad Library and competitor creative research | Residential Premium | Rotating |

## Frequently Asked Questions

### Which proxy type is best for Facebook Ads accounts?

Mobile (4G/5G) for anything that logs in to Business Manager or Ads Manager: the IP is in a carrier's consumer range and a sticky session holds it for up to 24 hours. Residential Premium is the budget choice for ad verification, research and lighter account work. ISP proxies give a fixed static address if one account needs the same IP for months.

### Should I use a proxy or a VPN for Facebook Ads?

A VPN sends all your device traffic through one shared datacenter address, which is the opposite of what an agency needs. A proxy is set per browser profile or tool, so each client account gets its own carrier or residential IP in its own country while your other work stays on your normal connection. Targeting and session ids live in the username.

### How many ad accounts per proxy?

Use one sticky session id per Business Manager, so each has its own IP. Mobile addresses are shared with real subscribers by design, so a session is not a private modem, but two Business Managers you manage should never share a session id. Plans have no account limit; billing is per GB, not per IP or per account.

### Can I target the client's country and city?

Yes. Mobile proxies cover 194 countries with country, region, city and carrier targeting in the username, for example country-de-city-berlin. Residential Premium covers 200+ countries with country, state, city and ISP targeting. Targeting a single city costs no more than the whole country, so each client account can appear from where the client operates.

### Is this allowed, and what do you not support?

Proxies are for ad accounts and Business Managers you own or are authorized to manage, for verifying your own ads, and for research on public data. We do not support evading bans or account reviews, creating accounts under false identities, running ads that violate Meta's policies, or fake engagement. We make no promises about how Meta will treat an account.

### Can I use these proxies for Facebook Marketplace research?

Yes, for public listings and Pages. Marketplace results depend on location, so a residential IP targeted to the right city returns what a local buyer would see. Rotating Residential Premium from $4 for 1 GB or Residential Basic from $0.80/GB is the right tier. Keep to public data and a normal browsing rate.

### Is there a free trial for Facebook Ads proxies?

The free trial is 100 MB of Residential Basic, valid 5 days, one per person, unlocked by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, so it suits a verification or research test. The smallest mobile plan is 1 GB for $5, valid 90 days.

## Sources

- [How Meta Business Suite Works (Meta Business Help Center)](https://www.facebook.com/business/help/205614130852988)
- [Create a Business Portfolio (Meta Business Help Center)](https://www.facebook.com/business/help/1710077379203657)
- [Advertising Standards (Meta Transparency Center)](https://transparency.meta.com/policies/ad-standards/)
- [Marketing API (Meta for Developers)](https://developers.facebook.com/documentation/ads-commerce/marketing-api)
- [Meta Platforms (Wikipedia)](https://en.wikipedia.org/wiki/Meta_Platforms)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [USA mobile proxies](https://quantumproxies.io/mobile-proxies/usa)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Residential proxies](https://quantumproxies.io/residential-proxies)
- [ISP proxies](https://quantumproxies.io/isp-proxies)
- [Free trial proxies](https://quantumproxies.io/free-trial-proxies)


---

# Instagram Proxies – 4G/5G Mobile & Residential IPs from $5

Instagram proxies for agencies and brands managing their own accounts: real 4G/5G carrier IPs, sticky up to 24 h, from $5 for 1 GB. Residential Premium from $4.

## Instagram Proxies: Mobile and Residential IPs for Managing Your Accounts

**From $5 for 1 GB · real 4G/5G carrier IPs · sticky sessions up to 24 h**

Instagram proxies give each account you manage its own consistent IP in the right country. Our 4G/5G mobile proxies use real carrier addresses with sticky sessions up to 24 hours, from $5 for 1 GB; Residential Premium starts at $4 for 1 GB when budget matters. Built for agencies, brands and researchers running their own accounts, scheduling tools and hashtag research.

- **$5** 1 GB mobile starter plan, valid 90 days
- **24 h** maximum sticky session on a mobile IP
- **194** countries with 4G/5G carrier IPs
- **$4** 1 GB Residential Premium, the budget option

## Why Instagram account work runs best on mobile IPs

Instagram is a phone-first app, and most of its real users arrive from a carrier network. Carriers place thousands of subscribers behind one public IPv4 address through carrier-grade NAT, so the address a website sees belongs to a mobile ASN with a mobile-typical history. When you log in to an account you own from a 4G/5G proxy, the network profile matches what Instagram expects from an ordinary user in that country.

That is the whole case for mobile proxies here, and it is an honest one: we give you the correct network context for a phone user on T-Mobile, Three, Vodafone or Jio, not a promise about how Instagram will treat your account. Our mobile pool covers 194 countries with country, region, city and carrier targeting, HTTP and SOCKS5, and sticky sessions that hold one carrier IP for up to 24 hours.

## One account, one IP: agency and multi-client setups

Agencies and in-house teams usually run several Instagram accounts that they legitimately own or manage for clients: a hotel group with one profile per property, a retailer with country accounts, a studio handling five clients. The rule that keeps this tidy is one account, one consistent IP, in the country where the account actually operates.

With our mobile proxies you do that from the proxy username. Add session-\<id> with a different id per account and the gateway keeps the same carrier IP for that id for up to 24 hours; combine it with country-\<code> and city-\<code> so a Milan client's account always appears from Italy. Pair each session id with a separate browser profile or device in your management tool, never reuse ids across unrelated accounts, and let a session expire rather than swapping it mid-day. Nothing here bypasses Instagram's rules; it simply stops accounts from a Madrid client and a Toronto client from sharing one exit address.

## Scheduling, analytics and management tools

Any tool that accepts an HTTP or SOCKS5 proxy works with our gateways, because authentication is plain user:pass or IP whitelist and targeting lives inside the username. Typical setups our customers run:

- Anti-detect and multi-profile browsers: one profile per account, each with its own sticky mobile session id
- Scheduling and publishing suites that keep a persistent login per account
- Analytics and reporting dashboards that pull public profile data on a schedule
- In-house scripts in Python, Node or Go that read public data, using rotating residential to spread requests
- The Chrome extension for quick manual checks of how a profile or ad looks from another city
- The REST API to create sub-users, whitelist IPs and read usage per client, so each client's bandwidth is billed separately

## Hashtag, competitor and market research

Research does not need a persistent identity, so it is the place to save money. Monitoring hashtags, tracking follower counts of public competitor profiles, sampling what creators in a niche post, or checking which sounds and formats trend in a country are all reads of public pages. Rotating Residential Premium at $4 for 1 GB, or Residential Basic from $0.80/GB for larger volumes, spreads those requests across 90M+ addresses in 200+ countries with city targeting.

If you would rather not maintain the parsing yourself, the Instagram Scraper API collector returns public profile, post and comment data as JSON with the proxies handled for you. Either way, keep to public data, respect rate limits, and do not use collected data to contact people who have not agreed to hear from you.

## Ad verification and localized feed checks

If you run Instagram campaigns, you eventually need to see what a real user in Chicago, Manchester or Mumbai is actually served: the creative, the landing page, the language and the price shown. From an office IP you often get a different version, or no ad at all. A mobile proxy targeted to that city puts your check on the same kind of network as the audience you paid to reach.

The same method verifies that affiliates and partners show your approved creative, that a promoted Reel plays in the intended market, and that geo-restricted content behaves as configured. Use the rotating mode so each check looks like a different phone, and switch cities in the username without changing anything else. US carrier targeting covers T-Mobile, AT&T and Verizon across 37 states and 100 cities; the UK pool includes Three, BT and O2.

## Mobile vs residential for Instagram: pricing and how to choose

Mobile is the default for anything that logs in, because it gives a carrier ASN and long sticky sessions. Residential Premium is the budget option for research and for lighter account work where a home broadband IP is acceptable and sticky sessions of up to 120 minutes are enough. Both are billed per GB with no subscription, and an Instagram session is light: feeds, stories and posting use far less data than video-heavy scraping.

- Mobile: 1 GB $5, 5 GB $20, 10 GB $35, 25 GB $75, 100 GB $250, 500 GB $1,150; plans valid 90 days; sticky up to 24 h
- Residential Premium: 1 GB $4, 5 GB $17.50, 10 GB $30, 25 GB $70, 100 GB $250; sticky up to 120 minutes
- Residential Basic: $0.80–$1.00/GB from 25 GB, for public-data collection
- Wallet: top up any amount from $5, balance never expires, optional auto-recharge
- Pay by card, PayPal, USDT or 300+ cryptocurrencies, no KYC for crypto

## Set up Instagram proxies in 3 steps

There is no sales call and no approval queue; the plan is live as soon as payment clears.

- 1. Create an account at app.quantumproxies.io and buy a mobile or residential plan, or top up the wallet from $5 and draw plans from it.
- 2. In the location picker choose the account's country, and optionally region, city and carrier. Copy the generated username or write it yourself, for example USER-country-us-city-newyork-session-acct01.
- 3. Paste the host, port, username and password into your browser profile, scheduling tool or script, or whitelist your server IP. Test with curl through the proxy against https://api.ipify.org and confirm the IP resolves to a carrier in the right country before you log in.

## Instagram task → proxy type → session mode

| Instagram task | Recommended proxy | Session mode |
| --- | --- | --- |
| Logging in and posting from a managed client account | Mobile (4G/5G), client's country and city | Sticky, one session id per account, up to 24 h |
| Scheduling tool or analytics suite connected to several accounts | Mobile, or Residential Premium on a budget | Sticky, one session id per account profile |
| Hashtag, competitor and audience research on public profiles | Residential Premium or Residential Basic | Rotating per request |
| Checking how a feed, ad or Reel appears in a given city | Mobile with city targeting | Rotating or short sticky |
| Collecting public post and comment data at volume | Residential Basic from $0.80/GB, or the Instagram Scraper API | Rotating per request |
| Ad verification for your own Instagram campaigns | Mobile in the campaign's target country | Rotating |

## Frequently Asked Questions

### What type of proxy works best for Instagram?

Mobile (4G/5G) for anything that logs in: the IP belongs to a carrier's consumer range and a sticky session holds it for up to 24 hours. Residential Premium is the budget choice for lighter account work and for research, with sticky sessions up to 120 minutes and rotation per request for reading public pages. Datacenter IPs are not recommended for Instagram.

### How many Instagram accounts can I run per proxy?

Use one sticky session id per account, so every account keeps its own IP. Mobile addresses are shared with real subscribers by design, so a session is not a private modem, but two accounts you manage should never share one session id. The plan itself has no account limit; you are billed per GB, not per account or per IP.

### Can I pick the country or city for my Instagram proxies?

Yes. Mobile proxies cover 194 countries with country, region, city and carrier targeting set in the username, for example country-gb-city-london. Residential Premium covers 200+ countries with country, state, city and ISP targeting. Targeting a single city costs the same as the whole country, so every client account can appear from where the client is.

### Are Instagram proxies compatible with scheduling tools and multi-profile browsers?

Any tool with HTTP or SOCKS5 proxy support works: anti-detect browsers, scheduling suites, analytics dashboards and your own scripts. Authenticate with user:pass or whitelist your IP, and put targeting and the session id in the username. The REST API lets agencies create sub-users per client and track bandwidth separately.

### Is this allowed, and what do you not support?

Proxies are for accounts you own or are authorized to manage, for research on public data, and for verifying your own ads. We do not support evading bans, creating fake accounts, buying followers or likes, automated engagement that Instagram prohibits, or any use against its terms. We make no promises about how Instagram will treat an account.

### Can I use these proxies to collect public Instagram data?

Yes, for public profiles, posts, hashtags and comments. Rotating residential is the right tier: Residential Premium from $4 per GB or Residential Basic from $0.80/GB at volume. If you prefer structured output without maintaining parsers, the Instagram Scraper API collector returns the same public data as JSON through our proxies.

### Is there a free trial for Instagram proxies?

The free trial is 100 MB of Residential Basic, valid 5 days, one per person, unlocked by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, so it suits a research test rather than a mobile test. The smallest mobile plan is 1 GB for $5, valid 90 days.

## Sources

- [Terms of Use (Instagram Help Center)](https://help.instagram.com/581066165581870)
- [Instagram Platform (Meta for Developers)](https://developers.facebook.com/documentation/instagram-platform)
- [Community Standards (Meta Transparency Center)](https://transparency.meta.com/policies/community-standards/)
- [Advertising Standards (Meta Transparency Center)](https://transparency.meta.com/policies/ad-standards/)
- [Instagram (Wikipedia)](https://en.wikipedia.org/wiki/Instagram)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [USA mobile proxies](https://quantumproxies.io/mobile-proxies/usa)
- [UK mobile proxies](https://quantumproxies.io/mobile-proxies/uk)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)
- [Residential proxies](https://quantumproxies.io/residential-proxies)
- [Instagram Scraper API](https://quantumproxies.io/scraper-api/collectors/instagram-scraper-api)


---

# LinkedIn Proxies – Residential IPs for Public Data from $0.80/GB

LinkedIn proxies for public profile, company and job data, recruiting research and your own account tools: residential from $0.80/GB, ISP IPs from $2.50/month.

## LinkedIn Proxies: Residential IPs for Public Profile Data, Research and Owned Accounts

**Residential from $0.80/GB · Sticky sessions up to 120 min · ISP IPs from $2.50/month**

LinkedIn proxies are residential IPs used to collect public profile, company and job data, run recruiting and market research across countries, and operate your own LinkedIn account tools from one stable address. Quantum Proxies offers rotating residential IPs from $0.80/GB with city targeting in 200+ countries, sticky sessions up to 120 minutes and dedicated ISP IPs from $2.50 per IP per month.

- **$0.80** per GB on Residential Basic
- **90M+** residential IPs in 200+ countries
- **120 min** sticky sessions on Residential Premium
- **3** ready-made LinkedIn collectors in the Scraper API

## What LinkedIn proxies are used for

Three jobs account for nearly all LinkedIn proxy use. The first is collecting public data: company pages, public profiles, job postings, at a scale that needs many IPs so no single address makes thousands of requests. The second is research that depends on location, such as seeing which jobs or companies appear for a recruiter in Munich versus Austin. The third is running your own account and its tools, a CRM sync, a scheduling tool or a Sales Navigator session, from a consistent IP in your own country.

Each job wants a different proxy behaviour, which is why this page recommends rotating residential IPs for collection, city-targeted residential IPs for research and a dedicated ISP IP or long sticky session for accounts you own.

## Public profile, company and job data

Public LinkedIn pages are the source for sales intelligence, talent mapping and labour-market studies. Fetching them through rotating residential proxies spreads requests across household IPs in the target country, so each address behaves like an ordinary reader. Residential Premium rotates per request across 90M+ IPs with country, state, city and ISP targeting; Residential Basic does the same job from $0.80/GB for high-volume runs.

If you would rather not maintain a scraper at all, the Scraper API includes ready-made collectors for LinkedIn profiles, LinkedIn companies and LinkedIn jobs that return structured JSON through the same proxy pool. Either way, restrict collection to pages LinkedIn serves publicly and to the fields you actually need.

## Recruiting and market research by country and city

Job listings, salary signals and company growth look different depending on where you browse from. A residential IP in the city you are studying returns the local view: which roles are advertised, which companies are hiring, how postings are worded for that market. Residential Premium sets the city in the proxy username, so one script can sweep twenty cities by changing a parameter, and the residential pool covers 200+ countries.

Research runs are usually light on bandwidth because they read listings rather than download media. A 10 GB Residential Premium plan at $30 covers tens of thousands of listing pages; a 25 GB Residential Basic plan at $25 is the budget option for broader sweeps.

## Running your own account tools from a stable IP

A LinkedIn account that you or your company owns should be operated from one consistent location, the same way a real person logs in from home and office. Tools that act on that account, CRM enrichment, connection management, post scheduling, a Sales Navigator workflow, should go through the same address. A dedicated ISP IP in your country does this permanently from $2.50 per IP per month with unmetered traffic; a Residential Premium sticky session holds one IP for up to 120 minutes per working session.

Use one IP per account and never move an account between countries. Recruiting teams with a seat per recruiter take one ISP IP per seat: pricing is per IP per month, from $2.50 at volume (the configurator shows the exact price for your seat count), and the IP stays with the recruiter for as long as you renew.

## Respect rate limits and the platform's terms

Proxies distribute requests; they do not license you to make unlimited ones. Keep collection to a human-plausible pace per IP, cache pages you have already fetched, honour the platform's terms of service and only store personal data you have a lawful basis to process under GDPR or the equivalent law where you operate. Public data collection for research and business intelligence is a well-established use, and doing it respectfully keeps it that way.

- Rotate per request for public pages so no single IP carries the load
- Throttle each session to a reading pace and back off on errors
- Collect only public fields you need; do not log in to scrape
- Do not use proxies to create accounts you do not own or to send bulk unsolicited messages

## Pricing for LinkedIn workloads

Residential proxies are billed per gigabyte with no subscription; the wallet balance never expires and you can top up any amount from $5 by card, PayPal, USDT or 300+ cryptocurrencies. ISP IPs are billed per address per month with unmetered bandwidth.

- Residential Basic: 25 GB $25, 50 GB $50, 100 GB $100, 500 GB $450, 1,000 GB $800 ($0.80/GB); valid 90–360 days
- Residential Premium: 1 GB $4, 5 GB $17.50, 10 GB $30, 25 GB $70, 100 GB $250, 500 GB $1,100; sticky up to 120 min
- ISP: from $2.50 per IP / month at volume, exact price per quantity in the configurator; 5–12% off on 60–120-day terms
- Free trial: 100 MB of Residential Basic, 5 days, no card, after a one-time SMS verification

## What LinkedIn proxies do not do

A proxy changes the IP your requests come from. It does not unlock data that LinkedIn only shows to logged-in members, it does not lift the platform's limits on connection requests or messages, and it does not protect an account that breaks the terms of service. We do not claim our IPs are undetectable and we publish no success or ban rates for LinkedIn or any other site.

What you get is a real residential, mobile or ISP address in the location you choose, rotating or held as long as you need, with a 99.9% uptime SLA, unlimited concurrent connections on the residential pool and 24/7 support.

## LinkedIn job → proxy type

| LinkedIn job | Proxy type | Why |
| --- | --- | --- |
| Public profile data at scale | Residential Premium, rotating (or the LinkedIn profile collector) | New household IP per request, 90M+ pool, country targeting |
| Company pages and job postings monitoring | Residential Basic, rotating | Cheapest per GB for listing pages, ASN targeting |
| Recruiting research by city | Residential Premium, city-targeted | Local view of listings from the city in the username |
| Your own account tools (CRM sync, scheduling, Sales Navigator) | ISP, dedicated static IP in your country | Permanent address, unmetered, one IP per account |
| Recruiting team, one seat per recruiter | ISP, one IP per seat | From $2.50 per IP / month at volume, stays with the seat |
| Testing your LinkedIn integration from several regions | Residential Premium, sticky | One IP per test session for up to 120 min, any country |

## Frequently Asked Questions

### What is the best proxy type for LinkedIn?

For collecting public data, rotating residential proxies, so each request comes from a different household IP in the target country. For research that depends on location, Residential Premium with city targeting. For operating an account you own and its tools, a dedicated ISP IP in your country, or a Residential Premium sticky session of up to 120 minutes.

### Can I scrape LinkedIn public data with these proxies?

You can fetch pages LinkedIn serves to anyone without logging in, such as public profiles, company pages and job postings, at a respectful rate and within the platform's terms and applicable data-protection law. The Scraper API also offers ready-made collectors for LinkedIn profiles, companies and jobs that return JSON through the same proxy pool.

### Which proxy should I use for LinkedIn automation or Sales Navigator on my own account?

A single fixed IP in your own country, kept on that account permanently. A dedicated ISP proxy does this from $2.50 per IP per month with unmetered bandwidth; a Residential Premium sticky session holds one IP for up to 120 minutes per working session. Use one IP per account and keep the tool's activity at a human pace.

### How much bandwidth does LinkedIn data collection use?

Listing and profile pages are mostly text, so a typical page is a few hundred kilobytes to a couple of megabytes. A 25 GB Residential Basic plan at $25 covers tens of thousands of pages; heavier runs move to 100 GB at $100 or 500 GB at $450. Plans are valid 90–360 days and the wallet balance never expires.

### Can I target LinkedIn from a specific country or city?

Yes. Residential Premium sets country, state, city and ISP in the proxy username across 200+ countries, and Residential Basic supports country and ASN targeting. ISP proxies are available at country level in 25 countries including the US, UK, Germany, France, Canada, Australia and Japan. Mobile carrier IPs cover 194 countries.

### Is there a free trial?

Yes: 100 MB of Residential Basic, valid 5 days, no credit card, unlocked by a one-time SMS verification in the dashboard. That is enough to fetch a few hundred public pages and confirm the targeting and session behaviour before buying. ISP and mobile proxies are not part of the trial.

### Will these proxies let me access members-only data or send more messages than LinkedIn allows?

No. A proxy only changes the IP your requests come from. It does not reveal data LinkedIn shows only to logged-in members, does not raise the platform's connection or messaging limits, and does not protect an account that breaks the terms of service. We do not claim undetectability or publish ban rates. Use it for public data and for accounts you own.

## Sources

- [User Agreement (LinkedIn)](https://www.linkedin.com/legal/user-agreement)
- [Prohibited software and extensions (LinkedIn Help)](https://www.linkedin.com/help/linkedin/answer/a1341387)
- [Automated activity on LinkedIn (LinkedIn Help)](https://www.linkedin.com/help/linkedin/answer/a1340567)
- [LinkedIn Marketing API Program (Microsoft Learn)](https://learn.microsoft.com/en-us/linkedin/marketing/)
- [hiQ Labs v. LinkedIn (Wikipedia)](https://en.wikipedia.org/wiki/HiQ_Labs_v._LinkedIn)

## Related

- [LinkedIn Profile Scraper API](https://quantumproxies.io/scraper-api/collectors/linkedin-profile-scraper-api)
- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [ISP Proxies](https://quantumproxies.io/isp-proxies)
- [Proxies for Multi-Account Management](https://quantumproxies.io/proxies-for/multi-accounting)
- [Pay-As-You-Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Free Trial Proxies](https://quantumproxies.io/free-trial-proxies)


---

# Proxies for Multi-Account Management – One Clean IP per Account

One dedicated IP per account you manage: ISP IPs from $2.50/month, residential sticky sessions from $0.80/GB, mobile carrier IPs. 200+ countries, HTTP/SOCKS5.

## Proxies for Multi-Account Management: One Consistent IP per Account You Run

**ISP IPs from $2.50/month · Residential from $0.80/GB · Mobile sticky up to 24 h**

Proxies for multi-account management give each account you run its own IP address in the right country, so two storefronts, two client ad accounts or two regional profiles never share a connection. Quantum Proxies offers dedicated ISP IPs from $2.50 per IP per month, residential sticky sessions from $0.80/GB and mobile carrier IPs from $2.30/GB, all assigned per account from the dashboard or API.

- **From $2.50** per dedicated ISP IP / month at volume
- **25** countries with static ISP IPs
- **24 h** sticky sessions on mobile IPs
- **200+** countries in the residential pool

## Why every account you run needs its own IP

Marketplaces, ad platforms and social networks record the IP address behind every login and tie it to the account. When an agency signs into ten client accounts from one office connection, the platform sees ten accounts on one address, and a review of any one of them can spread to the rest. Giving each account a stable, separate IP keeps the accounts as independent as the businesses behind them.

The same separation helps operationally. Your team can hand an account to a colleague together with its proxy line, audit which IP touched which account, and move a client to a new country without touching anyone else's setup. This page covers accounts you own or manage with permission: your own storefronts, your clients' ad accounts, your brand's regional profiles.

## Which proxy type fits which account

There is no single best proxy for multi-account work; the right type depends on how the platform expects the account to behave. A storefront that is logged in from the same warehouse every day wants a permanent address. A profile that lives in a phone app wants a carrier IP. Everything else is well served by a residential IP held for the length of a working session.

- ISP proxies: one dedicated static IP per account, unmetered, from $2.50 per IP per month, in 25 countries. Use for storefronts, ad accounts and any identity that must not change.
- Mobile proxies: real 4G/5G carrier IPs with sticky sessions up to 24 hours, from $2.30/GB. Use for accounts that are normally operated from a phone.
- Residential Premium: 90M+ IPs in 200+ countries, sticky up to 120 minutes, from $2.20/GB. Use for accounts you touch in sessions rather than around the clock.
- Residential Basic: the same pool from $0.80/GB, sticky from 3 minutes, for test accounts.

## Mapping accounts to sessions in the proxy username

On the residential and mobile pools, the country, city and session are set in the proxy username rather than by buying separate endpoints. Give every account its own session identifier and the gateway returns the same IP for that identifier until the session expires: up to 120 minutes on Residential Premium, up to 24 hours on mobile. Reusing the identifier on the next login starts a fresh session, so name it after the account rather than the day.

A practical convention is one credential line per account, stored next to the login itself in your password manager or browser profile. The dashboard's proxy generator produces these lines in bulk, and the REST API does the same from a script, so a hundred accounts get a hundred distinct strings in one call. ISP proxies skip this step entirely: each IP is its own line.

## Keep the country and city consistent with the account

An account registered to a Berlin business should always appear from Germany, ideally from Berlin. ISP proxies cover 25 countries, including the United States, United Kingdom, Germany, France, Canada, Australia and Japan, at country level. The residential pool adds state and city targeting across 200+ countries, and the mobile pool lets you fix the carrier, so a German account can sit on Deutsche Telekom, O2 or Vodafone and a US one on T-Mobile, AT&T or Verizon.

Consistency matters beyond the IP. Set the browser's timezone and language to match the country of the proxy, and keep the same proxy on the account for its whole life rather than switching type halfway. If an account genuinely relocates, change it once and keep the new address.

## What a multi-account setup costs

ISP IPs are billed per address per month with unmetered traffic, so the price is fixed per account: from $2.50 per IP per month at volume, minus 5%, 7% or 12% for 60, 90 or 120-day terms; the configurator shows the exact price for your quantity and term. Example at volume pricing: 120 storefronts on a 90-day term cost $2.50 × 120 × 3 × 0.93 = $837.

Residential and mobile are billed per gigabyte, and account management uses little data: logging in, posting and checking dashboards rarely exceeds a few hundred megabytes per account per month. A 25 GB Residential Premium plan at $70 or a 10 GB mobile plan at $35 typically covers dozens of light accounts. The wallet balance never expires and there is no subscription.

## Works with the tools you already use

Every proxy is a standard HTTP, HTTPS or SOCKS5 endpoint with username:password or IP-whitelist authentication, so it drops into profile-based browsers, automation frameworks, seller tools and plain Chrome. The Chrome extension switches proxies from the toolbar; the REST API creates and lists proxies from your own scripts; the MCP server gives Claude, Cursor and other MCP clients the same access.

- Antidetect and profile browsers: one proxy line per profile, covered in our antidetect browser guide
- Seller, CRM and ad tools that accept a proxy per account or per workspace
- Custom scripts and headless browsers configured through the REST API
- Team use: share the credential line for an account, never a shared login from one office IP

## What this page is for, and what it is not

Multi-account proxies are for operators of legitimate accounts: agencies with client access, brands with regional storefronts, sellers running several approved stores, teams testing their own product across accounts. Each platform has its own rules on how many accounts one entity may hold; those rules still apply, and a proxy does not change them.

We do not describe our IPs as undetectable and we do not publish success or ban rates, because no honest provider can. What we can promise is a real, consistent address per account, a 99.9% uptime SLA and support that answers 24/7 when a setup question comes up.

## Account type → proxy type → session

| Account type | Proxy type | Session |
| --- | --- | --- |
| Marketplace storefront (Amazon, eBay, Etsy, Shopify) | ISP (static residential) | Dedicated IP, permanent for the whole term |
| Client ad account (Google Ads, Meta Business Manager) | ISP, or Residential Premium sticky | Same IP every login; sticky session named after the account |
| Social profile normally used in a phone app | Mobile 4G/5G | Sticky up to 24 h, same carrier every day |
| Regional brand profile or support seat | Residential Premium | Sticky up to 120 min per working session, city-targeted |
| Research or QA test account | Residential Basic | Rotating, or sticky from 3 min |
| Classifieds listing account per region | ISP (US or local country), or residential city-targeted | Static IP, one per listing region |

## Frequently Asked Questions

### What is the best proxy type for multi-account management?

It depends on the account. Use a dedicated ISP IP when the account must keep one permanent address, such as a storefront or ad account. Use a mobile carrier IP for accounts normally operated from a phone. Use residential sticky sessions for everything you work on in sessions rather than continuously. Many teams combine all three.

### How many accounts can I run on one proxy?

One. The whole point of a multi-account setup is that each account has its own address, so buy one ISP IP per account or assign one session identifier per account on the residential and mobile pools. Sharing one IP between accounts recreates the problem you are trying to solve.

### Do the proxy country and the account country need to match?

Yes. An account registered to a business in France should be operated from a French IP, and the browser's timezone and language should match. ISP proxies are available in 25 countries; residential proxies add state and city targeting in 200+ countries; mobile proxies let you pick the carrier as well.

### How do I assign a fixed IP to each account?

With ISP proxies every IP is its own credential line, so you simply paste one per account. With residential or mobile proxies you put a session identifier in the proxy username; the gateway keeps the same IP for that identifier for up to 120 minutes (Residential Premium) or 24 hours (mobile). The dashboard generator and REST API create these lines in bulk.

### What does it cost to run 50 accounts?

On ISP proxies you pay a flat per-IP monthly price with unmetered bandwidth, from $2.50 per IP per month at volume, minus 7% on a 90-day term; the configurator shows the exact price for 50 IPs. On residential proxies you pay per gigabyte instead: light account management for 50 accounts usually fits inside a 25 GB Residential Premium plan at $70.

### Is there a free trial?

Yes for the residential pool: 100 MB of Residential Basic, valid 5 days, no credit card, unlocked by a one-time SMS verification in the dashboard. ISP and mobile proxies are not included in the trial; the smallest ISP order is one IP for one month; the configurator shows the exact price.

### Will a proxy get around a platform's account limit or restore a suspended account?

No. A proxy gives each account a real, consistent IP address; it does not change a platform's rules on how many accounts one person or company may hold, and it cannot reinstate an account that was suspended. We do not claim our IPs are undetectable or publish ban rates. Use this setup for accounts you are entitled to operate.

## Sources

- [Misrepresentation of identity policy (eBay)](https://www.ebay.com/help/policies/member-behaviour-policies/multiple-accounts-policy?id=4236)
- [About Google Ads manager accounts (MCC)](https://support.google.com/google-ads/answer/6139186)
- [Create a Business Portfolio (Meta Business Help Center)](https://www.facebook.com/business/help/1710077379203657)
- [Internet geolocation (Wikipedia)](https://en.wikipedia.org/wiki/Internet_geolocation)

## Related

- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [ISP Proxies](https://quantumproxies.io/isp-proxies)
- [Mobile Proxies](https://quantumproxies.io/mobile-proxies)
- [Proxies for Antidetect Browsers](https://quantumproxies.io/proxies-for/antidetect-browsers)
- [Static Residential Proxies](https://quantumproxies.io/static-residential-proxies)
- [Pay-As-You-Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)


---

# Proxies for Price Monitoring – Rotating Residential from $0.80/GB

Proxies for price monitoring: rotating residential from $0.80/GB, city targeting in 200+ countries, datacenter from $0.50/GB, sticky sessions for cart prices.

## Proxies for Real-Time Price Monitoring

**Residential Basic from $0.80/GB · datacenter from $0.50/GB · city targeting in 200+ countries**

Proxies for price monitoring let a tracker request the same product page from many locations and many IPs on a schedule, so it records the price a real shopper sees rather than a blocked page or a default region. Quantum Proxies' rotating Residential Basic from $0.80/GB covers 200+ countries with city targeting; datacenter from $0.50/GB handles shops that do not block automation.

- **$0.80** per GB Residential Basic at 1,000 GB
- **$0.50** per GB datacenter at 500 GB
- **200+** countries with city targeting
- **100 MB** free trial, no card, unlocked by SMS

## Why the price you see depends on where you are

Retailers and marketplaces price by market. The same SKU can carry a different number on the German and the French storefront, a different shipping promise by postcode, a member price behind a login, a mobile-app price that the desktop site never shows, and a promotional price that only appears after the product is in the cart. Airlines, hotels and rental sites go further and adjust by currency and by the visitor's apparent country.

A monitor that always asks from one office IP therefore records one version of the truth, and after a few thousand requests from that address it may stop getting the page at all. Proxies fix both problems: residential IPs with country and city targeting show the local price, and rotation across the pool spreads the requests so each one looks like a separate shopper.

## Sampling frequency versus bandwidth: the math

Bandwidth is the only variable cost, so size it before choosing a plan. Fix three numbers: how many product URLs you watch, how often you check each one, and the page size. A product page fetched as HTML only, without images and scripts, is roughly 60 KB, which makes 1 GB ≈ 1,000,000 KB ÷ 60 ≈ 16,000 pages, call it 15,000 to be safe. So 10,000 URLs checked once is roughly 0.6 GB, and monthly usage is that figure times the number of checks per month.

Daily checks of 10,000 URLs come to roughly 18 GB a month; every six hours roughly 72 GB; hourly roughly 430 GB. The table below turns those into plan prices. Two levers cut the number: fetch HTML only, and check fast-moving items hourly but the long tail daily. Heavier pages raise it, so measure a sample first.

## Rotating Residential Basic: the cheap default

For most shops the right choice is rotating Residential Basic: 90M+ household IPs in 200+ countries, city and ASN targeting, HTTP or SOCKS5, and a price from $1.00 per GB on the 25 GB plan down to $0.80 per GB at 1,000 GB, with 90–360 days of validity and no subscription. Every fetch can leave from a different IP, which is what a monitor wants when it reads thousands of independent pages.

Residential Premium sits above it at $2.20–$2.50 per GB for jobs that need state and ISP-level targeting, sticky sessions up to 120 minutes or unlimited concurrent connections. For a price tracker the Basic tier is usually enough; step up only for the specific targets that need the finer targeting or the longer session.

## Datacenter proxies for shops that do not block automation

Not every store fights bots. Many independent shops, B2B catalogues, manufacturer price lists, comparison feeds and public APIs serve pages to anyone, and for those a datacenter proxy is the cheaper line: 1 Gbps+, rotating or dedicated IPs, country, state and city targeting in 100+ countries, and $0.80 per GB on the 50 GB plan falling to $0.50 per GB at 500 GB.

A sensible monitor splits its target list: datacenter for the shops that accept it, residential for the marketplaces and large retailers that do not. Because both are bought from the same wallet and configured the same way, moving a domain from one list to the other is a configuration change, and the test is simple: if the datacenter fetch returns the price reliably, keep it there.

## Sticky sessions for cart and checkout price checks

Some prices only exist inside a session: a cart-level discount, a shipping cost calculated at checkout, a bundle price, a coupon applied to a basket, a member price after login. Checking those means several requests that the shop must attribute to one visitor. A rotating IP would break the session on the second request, so the monitor needs a sticky session for that step.

Residential Basic holds an IP from 3 minutes, Residential Premium up to 120 minutes and mobile up to 24 hours, all selected per request through the proxy username; a tracker can run rotating for listing pages and switch to sticky for the checkout step of the same product. Keep the flow to what a shopper would do, and never place an order you do not intend to complete.

## Amazon, eBay, Shopify stores and other marketplaces

Marketplaces are where geo matters most, because the same listing is sold by many sellers whose ranking, Buy Box and price differ by country. Rotating residential IPs targeted to the marketplace's country are the standard setup; for Amazon there is also a dedicated Amazon Scraper API at /scraper-api/collectors/amazon-scraper-api that returns price, rating, review count and availability as JSON if you would rather not parse HTML.

Shopify-hosted stores are usually lighter targets: the storefront is public and often a datacenter IP suffices, though large brands add protection, so test each domain. eBay listings and auction prices change by hour and by site (.com, .co.uk, .de), which is a case for country targeting plus a higher sampling frequency on the items that move.

## Build it with proxies or buy the fetch: Extract API

If parsing and retries are not where you want to spend time, the Extract API at /extract-api fetches any product URL through the residential network and returns clean Markdown or JSON, with navigation and scripts stripped, so a price can be picked out with a simple rule. It is billed from the same wallet, and it pairs well with raw proxies for the targets where you need full control.

Whichever route you take, start with the 100 MB Residential Basic free trial, valid 5 days and unlocked by a one-time SMS verification, to measure real page sizes on your target list. Then buy the plan the table suggests, top up from $5 by card, PayPal or crypto when needed, and enable auto-recharge if the monitor must never pause.

## Monitoring frequency → monthly GB → cost (10,000 URLs, roughly 60 KB per HTML page)

| Check frequency | Checks per month | Monthly traffic (roughly) | Residential Basic | Datacenter |
| --- | --- | --- | --- | --- |
| Daily | 30 | 30 × 0.6 GB ≈ 18 GB | 25 GB plan, $25 (≈ $18 at $1.00/GB) | 50 GB plan, $40 (≈ $14 at $0.80/GB) |
| Every 6 hours | 120 | 120 × 0.6 GB ≈ 72 GB | 100 GB plan, $100 (≈ $72 at $1.00/GB) | 100 GB plan, $70 (≈ $50 at $0.70/GB) |
| Hourly | 720 | 720 × 0.6 GB ≈ 430 GB | 500 GB plan, $450 (≈ $390 at $0.90/GB) | 500 GB plan, $250 (≈ $215 at $0.50/GB) |
| Every 15 minutes | 2,880 | 2,880 × 0.6 GB ≈ 1,730 GB | 2 × 1,000 GB plans, $1,600 (≈ $1,380 at $0.80/GB) | 2 × 1,000 GB plans, $1,000 (≈ $865 at $0.50/GB) |

## Frequently Asked Questions

### Why do I need proxies for price monitoring?

Two reasons. Prices differ by the visitor's location, device and session, so a single office IP records only one version of them. And a tracker sending thousands of requests from one address is soon served a robot check or nothing at all. Residential proxies with country and city targeting show the local price, and rotation spreads the requests across 90M+ IPs.

### Which proxy type is best for price monitoring?

Rotating Residential Basic is the default: real household IPs in 200+ countries with city targeting from $0.80 per GB, so each fetch looks like a separate local shopper. Use datacenter proxies from $0.50 per GB for shops that do not block automation, and a sticky residential session for cart or checkout prices. Most trackers run a split list.

### How much bandwidth does price monitoring use?

A product page fetched as HTML only is roughly 60 KB, so 1 GB covers roughly 15,000–16,000 pages. Watching 10,000 URLs once is roughly 0.6 GB; daily checks are roughly 18 GB a month, hourly checks roughly 430 GB. On Residential Basic that is the 25 GB plan at $25 or the 500 GB plan at $450. Measure a sample of your own pages first.

### Can I monitor prices on Amazon, eBay or Shopify stores?

Yes. Amazon and eBay are country-specific marketplaces, so target the marketplace's country in the proxy username and rotate through residential IPs; for Amazon the Amazon Scraper API can return price, rating and availability as JSON instead. Shopify storefronts are usually public and often work from datacenter IPs, though larger brands add protection, so test each domain.

### How do I check cart or checkout prices?

Use a sticky session so the shop attributes every step to one visitor: Residential Basic holds an IP from 3 minutes, Residential Premium up to 120 minutes. Add the product, open the cart or the checkout page, read the price and shipping, then let the session expire. Keep to what a shopper would do and do not place orders you will not complete.

### How do I reduce CAPTCHAs while tracking prices?

Spread requests across rotating residential IPs so no address carries an unusual request count, keep a fixed number of workers per domain with a short delay, fetch HTML only, and cache pages you already have. Protected targets belong on residential, open shops on datacenter. No proxy removes challenges entirely; sensible rates and the right IP type keep them rare.

### Is there a free trial for price monitoring proxies?

Yes. New accounts get 100 MB of Residential Basic free for 5 days, one per person, unlocked by a one-time SMS verification in Settings → Free Trial, no card needed. At roughly 60 KB per page that is over a thousand product fetches, enough to measure real page sizes on your target list and choose a plan from the table above.

## Sources

- [Dynamic pricing (Wikipedia)](https://en.wikipedia.org/wiki/Dynamic_pricing)
- [Price discrimination (Wikipedia)](https://en.wikipedia.org/wiki/Price_discrimination)
- [Geo-blocking (Wikipedia)](https://en.wikipedia.org/wiki/Geo-blocking)
- [Regulation (EU) 2018/302 on geo-blocking (EUR-Lex)](https://eur-lex.europa.eu/eli/reg/2018/302/oj/eng)
- [Product Pricing API v2022-05-01 (Amazon SP-API)](https://developer-docs.amazon/sp-api/reference/product-pricing-v2022-05-01)

## Related

- [Residential Basic Proxies](https://quantumproxies.io/residential-basic-proxies)
- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Rotating Proxies](https://quantumproxies.io/rotating-proxies)
- [Extract API](https://quantumproxies.io/extract-api)
- [Amazon Scraper API](https://quantumproxies.io/scraper-api/collectors/amazon-scraper-api)


---

# SEO Proxies – Residential IPs for Rank Tracking & SERPs from $0.80/GB

SEO proxies: rotating residential IPs with city targeting in 200+ countries for rank tracking and SERP scraping from $0.80/GB, plus a SERP API returning JSON.

## SEO Proxies for Rank Tracking, Local SERPs and Keyword Research

**Residential from $0.80/GB · city targeting in 200+ countries · SERP API as the no-proxy option**

SEO proxies are IPs in the exact country and city you rank for, so a rank tracker, a SERP scraper or a crawler sees the results a local searcher sees instead of results shaped by your office location. Quantum Proxies provides rotating residential IPs from $0.80/GB with city targeting in 200+ countries, datacenter lines from $0.50/GB for crawlers, and a SERP API that returns Google results as JSON.

- **200+** countries with city-level targeting
- **90M+** residential IPs for SERP requests
- **$0.80** per GB Residential Basic at 1,000 GB
- **$0.50** per GB datacenter at 500 GB for crawlers

## What SEO proxies are used for

Search engines personalise and localise. The same query returns a different top ten in Austin and in Boston, a different local pack for each neighbourhood, and different ads, shopping units and AI overviews by country and language. A team that tracks rankings, audits SERP features, researches keywords or checks competitors therefore needs to ask the engine from where its audience is, and to ask many times a day without a single address being throttled.

SEO proxies are the IPs that make this possible: rotating residential addresses with country and city targeting for search result pages, and fast datacenter lines for crawling sites, checking backlinks and rendering pages for technical audits. Quantum Proxies sells both pay as you go, and adds a SERP API for teams that want the results as JSON and no proxy handling at all.

## Why rank tracking needs geo-exact IPs, down to the city

Search engines weigh the location of the requesting IP heavily. Location parameters in the query URL help, but a request from a datacenter in one state carrying a city parameter for another is a contradiction the engine may resolve either way, and the results you store are then neither city's. For local rankings, map packs and 'near me' queries, the IP has to be in the city, or at least the region, you report on, and the language and country codes have to agree with it.

Residential Basic offers city targeting across 200+ countries and ASN targeting; Residential Premium adds state and ISP selection; mobile IPs add region and carrier for mobile-first SERPs. The location goes in the proxy username, so a tracker can loop over fifty cities with one credential and one line of configuration per city.

## Rotating residential for SERP volume

Rank tracking is a volume job: keywords times locations times devices times daily checks. Each result page should come from a different IP so no address accumulates a search pattern the engine treats as automated, which is exactly what per-request rotation on Residential Basic and Premium does. Residential Premium also allows unlimited concurrent connections, so the tracker's parallelism is set by your own politeness settings rather than by the proxy.

On bandwidth, a Google results page is heavier than a plain article page, so the 60 KB rule of thumb understates it; fetch the HTML only, skip images and scripts, and measure a sample before sizing the plan. Residential Basic runs $1.00 per GB on 25 GB down to $0.80 at 1,000 GB, valid 90–360 days, with no subscription.

## Datacenter proxies for crawlers and tool backends

Not all SEO traffic goes to Google. Site crawls for technical audits, competitor site structure checks, backlink verification, broken link scans, log-file enrichment and page speed tests hit ordinary websites that rarely block automation. For that traffic a datacenter proxy is faster and cheaper: 1 Gbps+ lines, rotating or dedicated IPs, country, state and city targeting in 100+ countries, from $0.80 per GB on 50 GB to $0.50 per GB at 500 GB.

Dedicated datacenter IPs are also convenient for crawling your own or clients' sites, since a fixed address can be whitelisted in the firewall or excluded from analytics. Keep the split simple: residential for anything that returns a search result page, datacenter for everything else, and route both through the same proxy configuration in the tool.

## SERP API: Google results as JSON, no proxies to manage

If the deliverable is a rankings table rather than a proxy integration, the SERP API at /serp-api is the shorter path. You send a query and a location; it returns Google results as JSON, and you never render a results page, rotate IPs or handle a captcha. It runs on the same residential network described above and bills from the same wallet, so it can sit next to raw proxies in one account and one budget.

Typical uses: daily keyword rank checks across a list of cities, SERP feature monitoring, competitor visibility reports, keyword research from live results, and feeding results to an LLM. For teams on Claude or Cursor, the MCP server at /mcp-server exposes the same search as a tool the model can call directly.

## Compatible tools: rank trackers, crawlers, custom scripts

Because every product is a standard HTTP/HTTPS or SOCKS5 proxy with user:pass authentication or IP whitelisting, no integration is specific to us. Self-hosted rank trackers take a proxy list or a gateway URL in their settings; desktop crawlers of the Screaming Frog kind accept a proxy host, port and credentials in their configuration; browser-based audits in Playwright or Puppeteer take the proxy as a launch option; a Python or Node script passes it to the HTTP client.

Generate one credential per tool in the dashboard so usage is visible per tool, encode the country, city and session type in the username, and whitelist the tool server's IP if you prefer not to store a password. The same credentials work across rotating residential, datacenter, ISP and mobile products alike.

## What it costs and how to start

Everything is pay as you go from a wallet you top up from $5 by card, PayPal or 300+ cryptocurrencies with no KYC; the balance never expires and there is no subscription. Residential Basic starts at 25 GB for $25 and reaches $0.80 per GB at 1,000 GB; datacenter starts at 50 GB for $40 and reaches $0.50 per GB at 500 GB; ISP proxies, for a tool that must keep one fixed IP, are from $2.50 per IP per month (exact price in the configurator).

New accounts get 100 MB of Residential Basic free for 5 days, unlocked by a one-time SMS verification and with no card, which is enough to run a rank tracker against a few hundred result pages and confirm the geo targeting before buying. Support is 24/7, and the dashboard and REST API expose usage per credential.

## SEO job → proxy or API

| SEO job | Recommended | Session | Why |
| --- | --- | --- | --- |
| Daily keyword rank tracking by country | SERP API or Residential Basic | Rotating, country-targeted | Results as JSON with no proxy handling, or a fresh residential IP per query from $0.80/GB |
| Local rankings, map pack, 'near me' queries | Residential Basic (city targeting) | Rotating, city-targeted | The IP is in the city you report on, so the local pack matches what residents see |
| Mobile SERPs | Mobile 4G/5G | Rotating, region and carrier targeted | Real carrier IPs return the mobile result set; from $2.30/GB at 500 GB |
| Site crawl for a technical audit | Datacenter | Rotating or dedicated IP | 1 Gbps+ lines and $0.50/GB at 500 GB; ordinary sites rarely block it |
| Backlink and competitor site checks | Datacenter | Rotating | Many small fetches on non-search targets at the lowest per-GB price |
| Tool that must keep one fixed IP for whitelisting | ISP / static residential | Fixed IP, unmetered | Same address every day, from $2.50 per IP per month |
| Feeding SERPs or pages to an LLM | SERP API + Extract API, or the MCP server | Handled for you | JSON results and Markdown pages billed from the same wallet |

## Frequently Asked Questions

### What are SEO proxies?

SEO proxies are IP addresses in the country and city you want rankings for, used by rank trackers, SERP scrapers and crawlers so that each request looks like a local user rather than an office or a datacenter. Rotating residential IPs handle search result pages; datacenter IPs handle site crawls and backlink checks. Both are standard HTTP/SOCKS5 proxies.

### Which proxy type is best for rank tracking?

Rotating residential with city targeting. Search engines localise by the requesting IP, so a Residential Basic session pinned to the target city returns the result page a resident sees, and per-request rotation keeps any single IP from building an automated-looking pattern. It costs from $0.80 per GB. Use datacenter proxies only for non-search targets such as site crawls.

### Can I track local rankings for a specific city?

Yes. Residential Basic supports city targeting in 200+ countries: put the country and city in the proxy username and the request leaves from an IP there. Residential Premium adds state and ISP selection, and mobile IPs add region and carrier for mobile SERPs. A tracker can loop over a list of cities with a single credential.

### Should I use proxies or the SERP API?

Use the SERP API at /serp-api when you want Google results as JSON for a query and location without rendering pages, rotating IPs or handling captchas. Use raw residential proxies when your tool already scrapes SERPs itself, needs a non-Google engine, or must fetch the full HTML. Both bill from the same wallet, so mixing them is normal.

### Do SEO proxies work with my rank tracker or crawler?

Yes. Every Quantum Proxies product is a standard HTTP/HTTPS or SOCKS5 proxy with user:pass authentication or IP whitelisting, so it goes into any tool that accepts a proxy: self-hosted rank trackers, desktop crawlers, headless browsers, Python or Node scripts. Country, city and session type are set in the username, so no tool-specific integration is needed.

### How much bandwidth does SERP scraping use?

More than a plain page: a Google results page is heavier than the 60 KB rule of thumb for an HTML article, so fetch HTML only and measure a sample of your own queries before choosing a plan. Residential Basic costs $1.00 per GB on the 25 GB plan and $0.80 per GB at 1,000 GB, valid 90–360 days, and the 100 MB free trial lets you measure first.

### Is there a free trial for SEO proxies?

Yes. New accounts get 100 MB of Residential Basic traffic free for 5 days, one per person, unlocked by a one-time SMS verification in Settings → Free Trial, with no card. That covers a few hundred result pages, enough to point a rank tracker at a handful of cities and confirm the geo targeting before buying bandwidth.

## Sources

- [Understand & manage your location when you search on Google](https://support.google.com/websearch/answer/179386)
- [Tips to improve your local ranking on Google (Business Profile Help)](https://support.google.com/business/answer/7091)
- [Google Crawler (User Agent) Overview](https://developers.google.com/crawling/docs/crawlers-fetchers/overview-google-crawlers)
- [Mobile-first Indexing Best Practices (Google Search Central)](https://developers.google.com/search/docs/crawling-indexing/mobile/mobile-sites-mobile-first-indexing)
- [Search engine results page (Wikipedia)](https://en.wikipedia.org/wiki/Search_engine_results_page)

## Related

- [SERP API](https://quantumproxies.io/serp-api)
- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [Residential Basic Proxies](https://quantumproxies.io/residential-basic-proxies)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [Rotating Proxies](https://quantumproxies.io/rotating-proxies)
- [ISP Proxies](https://quantumproxies.io/isp-proxies)


---

# Sneaker Proxies – Dedicated ISP IPs from $2.50/IP, Unmetered

Sneaker proxies for retail releases and Shopify drops: dedicated ISP IPs from $2.50/IP per month, unmetered, 25 countries incl. US/UK/DE/JP, instant delivery.

## Sneaker Proxies: Dedicated ISP IPs for Retail Releases and Shopify Drops

**From $2.50/IP per month · Unmetered · 25 countries · Instant provisioning**

Sneaker proxies are dedicated ISP IPs used to check out at retail on release day from a fast, stable connection that looks like a home line. Quantum Proxies sells them from $2.50 per IP per month (volume price, exact price in the configurator) with unmetered bandwidth, HTTP/HTTPS/SOCKS5 and instant delivery in 25 countries including the United States, United Kingdom, Germany and Japan, with up to 12% off on 120-day terms.

- **From $2.50** per IP / month, volume price
- **Unmetered** bandwidth on every IP
- **25** countries incl. US, UK, DE, JP
- **12%** off on 120-day terms

## What sneaker proxies are and why ISP became the standard

A sneaker proxy is simply a proxy used to buy limited releases at retail: Shopify boutiques, the big footwear chains, brand web stores. On release day the connection matters twice, once for how quickly product and checkout pages load and once for whether the store sees a normal shopper. ISP proxies answer both. The IP is registered to a consumer internet provider, so it looks like a home line, but it is hosted on datacenter infrastructure, so it responds like a server.

The third ingredient is a fixed identity. An ISP IP is yours alone and never changes while you renew, so the store sees the same address on the account you registered, the address you added and the release you enter. That combination of speed, residential registration and permanence is why ISP proxies have become the default for sneakers.

## ISP vs residential vs datacenter for releases

Rotating residential proxies hand you a different household IP per request or a sticky one for up to 120 minutes, billed per gigabyte. They are excellent for checking a store's regional pages or monitoring stock from many cities, and less suited to a checkout that should come from one stable address. Plain datacenter IPs are the fastest and cheapest but carry a hosting provider's registration, which many release sites treat differently from a home connection.

ISP proxies sit in the middle: datacenter speed, residential registration, one fixed address per checkout profile, and no bandwidth meter. For a personal purchase on release day that is the profile that fits. Use the residential pool alongside them for monitoring and research where rotation is an advantage.

## Per-IP unmetered billing beats per-GB on release day

A release is short and intense: repeated page refreshes, full-size product images, checkout scripts and payment redirects, all in a few minutes. On a per-gigabyte plan that burst is hard to budget, and a plan that runs dry mid-checkout is worse than no proxy at all. Every ISP IP here is unmetered, so the monthly price per IP is the entire price whatever the traffic on the day.

Unmetered also means one IP can serve a browser profile, a stock monitor and your checkout tool at the same time without a data bill. You decide how many IPs to hold by how many checkout profiles you run, not by how many gigabytes you expect to move.

## Countries for regional releases

Stores release by region, and the IP should sit in the region you are buying from. ISP proxies are available in 25 countries: United States, United Kingdom, Germany, France, Italy, Spain, Netherlands, Poland, Austria, Norway, Latvia, Romania, Ukraine, Turkey, Israel, Canada, Brazil, Australia, Japan, South Korea, Taiwan, Hong Kong, Singapore, Thailand and India. Prices are identical in every country and one order can mix locations.

US IPs cover the domestic footwear chains and US Shopify stores; UK and German IPs cover the European boutiques and brand stores; Japanese IPs cover Japan-only releases. Targeting is at country level for ISP proxies. If a raffle or store needs a specific city, the residential pool offers city targeting and pairs well with ISP IPs for the checkout itself.

## Sneaker proxy pricing

Pricing is per IP per month, from $2.50 per IP per month at volume, and falls with quantity and again with term length; the configurator shows the exact price for your quantity and term. Every order includes unmetered bandwidth, HTTP/HTTPS/SOCKS5 and instant delivery. Example at volume pricing: 120 US IPs for 120 days cost $2.50 × 120 × 4 = $1,200 minus 12% = $1,056, or $2.20 per IP per month. There is no subscription; the wallet balance you top up never expires.

- From $2.50 per IP per month at volume; the configurator shows the exact price for your quantity and term
- Unmetered bandwidth, HTTP/HTTPS/SOCKS5 and instant delivery on every order
- Term discounts: 5% for 60 days, 7% for 90 days, 12% for 120 days

## Set up before the drop

Provisioning is instant, but set everything up the day before and test, not at release time.

- 1. Create an account at app.quantumproxies.io and top up from $5 by card, PayPal, USDT or 300+ cryptocurrencies.
- 2. Open ISP Proxies, pick the country of the store, the number of IPs and the term, and confirm. The IPs appear in your list immediately.
- 3. Assign one IP per checkout profile in your browser or checkout tool, authenticating with username:password or by whitelisting your machine's IP.
- 4. Test each IP with a curl -x request or the built-in IP checker to confirm the exit country, then log into the store account from that IP and keep it there.
- 5. Keep the same IP on the same account and address for every release; renew the term rather than re-ordering so the address never changes.

## What sneaker proxies do and do not do

A sneaker proxy gives you a fast, stable, residential-registered connection in the right country for your own purchases. It does not guarantee a checkout, does not bypass a store's purchase limits or queue, and we make no claims about beating any retailer's protections or publish success rates. Retailers set their own terms on quantity per customer and on automated purchasing, and those terms apply to you regardless of the IP.

What we can stand behind is the connection itself: dedicated, unmetered, instantly provisioned, covered by a 99.9% uptime SLA, and supported 24/7 if something needs attention before a release.

## Release type → proxy type

| Release type | Proxy type | Why |
| --- | --- | --- |
| Shopify boutique drop | ISP, country of the store | Fixed identity per checkout profile, fast page loads, no data cap |
| Large footwear chain release (US footsites, UK and EU chains) | ISP, US or local country | Same address on the account for every release, datacenter speed |
| Brand web store or app-based draw | ISP for the web store; mobile carrier IP for app-only entries | Web checkouts want a fixed line; app draws expect a phone network |
| Region-locked release (Japan, UK, Germany) | ISP in that country | Country-level targeting in 25 countries, identical pricing |
| Stock monitoring and restock alerts | Residential Premium rotating, or datacenter | Many distinct IPs for frequent polling, per-GB billing |
| Resale price research on public listings | Residential Basic | Cheapest per GB for public pages, city targeting |

## Frequently Asked Questions

### What are sneaker proxies?

Proxies used to buy limited-release footwear at retail from a connection that is both fast and registered to a consumer ISP. In practice that means dedicated ISP proxies: one static, residential-range IP per checkout profile, hosted on datacenter lines, with unmetered bandwidth, so the store sees a consistent home-style address and you get server-grade response times.

### Why ISP proxies rather than residential proxies for sneakers?

Residential proxies rotate through household devices and are billed per gigabyte, which suits monitoring and research but not a checkout that should come from one stable address with unpredictable traffic on release day. ISP proxies are fixed, dedicated and unmetered. Many customers use both: ISP for checkout, residential for watching stock across cities.

### How much do sneaker proxies cost?

From $2.50 per IP per month at volume (the configurator shows the exact price for your quantity and term), with 5%, 7% or 12% off for 60, 90 or 120-day terms. Bandwidth is unmetered, so there is nothing else to pay however busy the release is.

### Which countries are available?

25: the United States, United Kingdom, Germany, France, Italy, Spain, Netherlands, Poland, Austria, Norway, Latvia, Romania, Ukraine, Turkey, Israel, Canada, Brazil, Australia, Japan, South Korea, Taiwan, Hong Kong, Singapore, Thailand and India. All at the same price, and one order can combine several countries.

### Do they work with Shopify stores and the big footwear retailers?

They are standard HTTP, HTTPS and SOCKS5 proxies with username:password or IP-whitelist authentication, so any browser, checkout tool or monitor that accepts a proxy can use them, and Shopify stores and retailer web stores are ordinary HTTPS sites. Pick the IP country to match the store's region and keep one IP per profile.

### Is there a free trial for sneaker proxies?

Not for ISP IPs, because each one is reserved for a single customer and cannot be lent out. The free trial is 100 MB of Residential Basic, valid 5 days, no credit card, unlocked by a one-time SMS verification. The smallest ISP order is a single IP for one month, which is the practical way to test; the configurator shows the exact price.

### Will a sneaker proxy guarantee I get the shoe or get past a store's limits?

No. The proxy gives you a fast, stable, residential-registered connection in the right country; it does not bypass purchase limits, queues or a retailer's terms on automated buying, and we do not publish success rates or claim to defeat any store's protections. Use it for your own retail purchases within the store's rules.

## Sources

- [Shopify Terms of Service](https://www.shopify.com/legal/terms)
- [Shopify Acceptable Use Policy](https://www.shopify.com/legal/aup)
- [Sneaker collecting (Wikipedia)](https://en.wikipedia.org/wiki/Sneaker_collecting)
- [Internet bot (Wikipedia)](https://en.wikipedia.org/wiki/Internet_bot)
- [Bot prevention (Wikipedia)](https://en.wikipedia.org/wiki/Bot_prevention)

## Related

- [ISP Proxies (all countries)](https://quantumproxies.io/isp-proxies)
- [USA ISP Proxies](https://quantumproxies.io/isp-proxies/usa)
- [Static Residential Proxies](https://quantumproxies.io/static-residential-proxies)
- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [Mobile Proxies](https://quantumproxies.io/mobile-proxies)
- [Proxies for Antidetect Browsers](https://quantumproxies.io/proxies-for/antidetect-browsers)


---

# Twitter (X) Proxies – Mobile & Residential IPs from $5

Twitter (X) proxies for managing your own accounts, social listening and data collection. Carrier IPs sticky up to 24 h from $5, residential from $0.80/GB.

## Twitter (X) Proxies: IPs for Account Management, Monitoring and Data Collection

**From $5 for 1 GB · carrier IPs sticky up to 24 h · rotating residential from $0.80/GB**

Twitter (X) proxies cover two different jobs. For accounts you own or manage, 4G/5G mobile proxies give each one a consistent carrier IP in its own country with sticky sessions up to 24 hours, from $5 for 1 GB. For brand monitoring, social listening and collecting public posts, rotating residential proxies from $0.80/GB spread requests across 90M+ IPs in 200+ countries.

- **$5** 1 GB mobile starter plan, valid 90 days
- **24 h** sticky session per account on a carrier IP
- **90M+** residential IPs for monitoring and data collection
- **$0.80/GB** Residential Basic at 1,000 GB for large public-data jobs

## Two jobs, two proxy types

Most people searching for Twitter or X proxies want one of two things, and the right proxy is different for each. The first is running accounts you legitimately own or manage: a brand with regional handles, an agency with client accounts, a newsroom with several desks. Those logins want a stable, consumer-looking IP in the account's own country, which is what a sticky mobile session gives you.

The second is reading the platform: brand monitoring, social listening, sentiment on public posts, trend research and academic data collection. That work has no identity to protect, only a volume of requests to spread out, so rotating residential is cheaper and better suited. Both run on the same credentials; you choose the tier and the session mode in the proxy username. Neither is a way around X's rules, and we do not claim otherwise.

## Managing owned accounts on sticky mobile IPs

Give each account its own session id and country in the username: session-\<id> keeps one carrier IP for that id for up to 24 hours, and country-\<code> plus city-\<code> place it where the account actually operates. A Paris client's handle is always worked from a French mobile IP; a US brand's regional accounts each get their own state and carrier, from T-Mobile, AT&T and Verizon across 37 states and 100 cities.

Pair each session id with a separate browser profile or device in your management tool, keep the same id for the whole team that works that account, and never reuse an id across unrelated accounts. If the device behind a sticky session goes offline, the next request gets another IP inside the same scope, never a silent fallback to a different country. Mobile plans start at $5 for 1 GB and are valid 90 days; an account's daily traffic is small.

## Brand monitoring, social listening and public data collection

Public timelines, replies, profiles, hashtags and search results are what most monitoring and research reads, and they are best read from many different addresses at a normal rate. Rotating residential proxies do that: Residential Premium from $4 for 1 GB with country, state, city and ISP targeting, or Residential Basic from $0.80/GB at 1,000 GB for larger jobs. Rotation per request means each page load comes from a different home broadband IP in the location you asked for.

Typical projects include tracking mentions of a brand or product across languages, measuring sentiment around a launch, following public conversation about an event by country, building datasets for research, and monitoring public posts from official accounts such as transport operators or regulators. Respect rate limits, keep to public content, and where X offers an official API for your volume, use it; proxies are for the checks and collection it does not cover.

## Localized trend research and promoted-post checks

Trends, Explore and search results on X depend on where the request comes from, so a Tokyo view and a Toronto view differ. With city targeting in the username you can sample what is trending for a specific market, what a search for your product returns there, and whether your own promoted posts appear as configured for that audience. Use rotating mode so each sample is a fresh address, and switch the city without changing anything else.

Mobile IPs are the right tool when you want the view a phone user gets, including the mobile web version of a page; residential is enough for the desktop view and costs less. Both tiers cover the countries agencies ask for most: US, UK (Three, BT, O2), Germany (O2, Deutsche Telekom, Vodafone) and India (Jio, Vi, Airtel, BSNL) are in the mobile carrier tree with region and city codes.

## Compatible tools and integrations

Any client with HTTP or SOCKS5 proxy support works, because authentication is user:pass or IP whitelist and all targeting is in the username. The setups we see most on X:

- Multi-profile and anti-detect browsers, one profile per owned account with its own sticky mobile session id
- Community management and scheduling tools that hold a persistent login per account
- Social listening and monitoring scripts in Python, Node or Go on rotating residential
- The Extract API for turning a public X page into Markdown or JSON without writing a parser
- The MCP server, so Claude, Cursor or another MCP client can read a live public page through the proxies
- The REST API to create sub-users per client and whitelist server IPs

## Twitter (X) proxy pricing

Mobile for logins, residential for reading. Both are sold per GB with no subscription, and the price does not change with the country or city you target.

- Mobile: 1 GB $5, 5 GB $20, 10 GB $35, 25 GB $75, 100 GB $250, 500 GB $1,150; valid 90 days; sticky up to 24 h; 194 countries
- Residential Premium: 1 GB $4, 5 GB $17.50, 10 GB $30, 25 GB $70, 100 GB $250, 500 GB $1,100; sticky up to 120 minutes; 200+ countries
- Residential Basic: 25 GB $25, 100 GB $100, 500 GB $450, 1,000 GB $800; sticky from 3 minutes; 90–360 days validity
- ISP proxies: a dedicated static IP from $2.50 per IP per month, unmetered, if one account should keep the same address for months
- Wallet from $5, balance never expires, optional auto-recharge; card, PayPal, USDT or 300+ cryptocurrencies, no KYC for crypto

## Set up Twitter (X) proxies in 3 steps

There is no sales call and no approval queue; the plan is live the moment payment clears.

- 1. Create an account at app.quantumproxies.io and buy a mobile or residential plan, or top up the wallet from $5 and draw plans from it.
- 2. In the location picker choose the country and, if useful, region, city and carrier. Copy the generated username or write it yourself, for example USER-country-gb-city-london-session-brand01 for an account, or USER-country-gb without a session id for rotating research.
- 3. Put host, port, username and password into your browser profile, tool or script, or whitelist your IP. Test with curl through the proxy against https://api.ipify.org and confirm the IP resolves to the right country before you log in.

## Twitter (X) task → proxy type → session mode

| Twitter (X) task | Recommended proxy | Session mode |
| --- | --- | --- |
| Logging in and posting from a brand or client account you manage | Mobile (4G/5G) in the account's country | Sticky, one session id per account, up to 24 h |
| Community manager tool or scheduler connected to several owned accounts | Mobile, or Residential Premium on a budget | Sticky, one session id per account profile |
| Brand monitoring and social listening on public posts | Residential Premium | Rotating per request |
| Collecting public posts, replies and profiles at volume | Residential Basic from $0.80/GB | Rotating per request |
| Checking trends and Explore for a specific country or city | Mobile or residential with city targeting | Rotating or short sticky |
| Verifying your own promoted posts in a target market | Mobile in the campaign's country | Rotating per check |

## Frequently Asked Questions

### What are the best proxies for Twitter (X)?

It depends on the job. For accounts you own or manage, mobile (4G/5G) proxies with a sticky session per account are the default: a carrier IP in the account's country, held for up to 24 hours. For monitoring, social listening and collecting public data, rotating residential proxies are cheaper and spread requests across 90M+ IPs.

### Can I use one proxy for several X accounts?

Use one sticky session id per account, so each keeps its own IP. Mobile addresses are shared with real subscribers through carrier-grade NAT, so a session is not a private modem, but two accounts you manage should never share a session id. Plans have no account limit; you are billed per GB.

### Which proxy should I use for Twitter scraping?

Rotating residential. Residential Premium from $4 for 1 GB gives country, state, city and ISP targeting with rotation per request; Residential Basic from $0.80/GB at 1,000 GB suits larger public-data jobs. Keep to public content and a reasonable rate, and use X's official API where it covers your volume. The Extract API can return a public page as JSON.

### Can I target a specific country or city on X?

Yes. Mobile proxies cover 194 countries with country, region, city and carrier targeting in the username; Residential Premium covers 200+ countries with country, state, city and ISP targeting. Trends, Explore and search results differ by location, so sampling from the right city returns what a local user sees. Targeting a city costs the same as the whole country.

### Is this allowed, and what do you not support?

Proxies are for accounts you own or are authorized to manage, for research on public data, and for verifying your own promoted posts. We do not support evading suspensions, creating fake or automated engagement accounts, buying followers, spam, or anything against X's terms. We make no promises about how X will treat an account.

### Do these proxies work with Twitch or other platforms?

Yes. The same credentials work on any site or app that accepts an HTTP or SOCKS5 proxy, including other social and streaming platforms. Choose the tier by the task rather than the platform: sticky mobile for logins to accounts you own, rotating residential for reading public pages. Per-GB billing covers every destination.

### Is there a free trial for Twitter (X) proxies?

The free trial is 100 MB of Residential Basic, valid 5 days, one per person, unlocked by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the residential pool, so it suits a monitoring or data-collection test. The smallest mobile plan is 1 GB for $5, valid 90 days.

## Sources

- [X Terms of Service](https://x.com/en/tos)
- [X Developer Platform](https://docs.x.com/overview)
- [X Developer Policy](https://docs.x.com/developer-terms/policy)
- [X (social network) (Wikipedia)](https://en.wikipedia.org/wiki/Twitter)

## Related

- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [USA mobile proxies](https://quantumproxies.io/mobile-proxies/usa)
- [Residential proxies](https://quantumproxies.io/residential-proxies)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Free trial proxies](https://quantumproxies.io/free-trial-proxies)
- [Mobile proxies for TikTok](https://quantumproxies.io/mobile-proxies/tiktok)


---

# Proxies for Web Scraping – Rotating Residential from $0.80/GB

Proxies for web scraping: rotating residential from $0.80/GB, datacenter from $0.50/GB, ISP IPs for logged-in sessions. 200+ countries, pay as you go.

## Proxies for Web Scraping: Rotating Residential, Datacenter and ISP IPs

**Rotating residential from $0.80/GB · datacenter from $0.50/GB · 200+ countries**

The right proxies for web scraping depend on the target: datacenter IPs from $0.50/GB for open sites, rotating residential IPs from $0.80/GB for retailers, marketplaces and other protected pages, and ISP proxies from $2.50 per IP per month for logged-in sessions. Quantum Proxies sells all three pay as you go, over HTTP or SOCKS5, with country and city targeting in 200+ countries.

- **90M+** residential IPs in the rotating pool
- **$0.80** per GB Residential Basic at 1,000 GB
- **$0.50** per GB datacenter at 500 GB
- **100 MB** free trial, no card, unlocked by SMS

## Which proxy type for which scraping target

Start from the site, not the proxy. Public pages that do not fight automation, such as government portals, documentation, sitemaps, RSS feeds and many B2B catalogues, scrape well from datacenter IPs: 1 Gbps+ lines, rotating or dedicated addresses, and $0.80 per GB on the 50 GB plan falling to $0.50 per GB at 500 GB. Retailers, marketplaces, travel sites, classifieds and search engines score datacenter ranges as automation, so those targets want rotating residential IPs from real household connections.

The third case is a scraper that logs in and stays logged in: a dashboard, an account export, a paginated report behind authentication. There you want the same address every time, which is what an ISP proxy gives you, a static residential IP hosted on a datacenter line with unmetered bandwidth from $2.50 per IP per month. Mobile 4G/5G IPs cover the narrow set of targets that serve different content to carrier traffic.

- Datacenter: open sites, APIs, feeds, documentation, from $0.50/GB
- Rotating residential: retailers, marketplaces, travel, classifieds, search, from $0.80/GB
- ISP / static residential: logged-in sessions and dashboards, from $2.50 per IP per month
- Mobile 4G/5G: content served differently to carrier traffic

## Rotating vs sticky sessions inside a scraper

A rotating session gives every request a new IP from the pool. It is the right default for crawling many independent URLs: product listings, search results, article archives. No single address accumulates a request count that looks unusual, and a blocked IP costs you one retry rather than the whole run. On Residential Basic and Premium, rotation per request is the default behaviour of the gateway.

A sticky session keeps one IP for a defined time so the site sees a single visitor. Use it when the scraper walks a multi-step flow: log in and then read pages, add to cart to reveal a price, step through numbered pages that share a server-side session. Residential Basic holds a sticky IP from 3 minutes, Residential Premium up to 120 minutes and mobile up to 24 hours. Both modes are selected per request in the proxy username, so one scraper can mix them.

## Concurrency and geo targeting

Scrapers are usually limited by how many requests they can run in parallel, not by bandwidth. Residential Premium allows unlimited concurrent connections and datacenter lines run at 1 Gbps+, so the practical ceiling is the politeness you choose per target site. A common pattern is a fixed number of workers per domain, each on a rotating session, with a short delay between requests to the same host.

Geo targeting matters when the page changes with the visitor's location: prices in local currency, shipping availability, region-specific search results, content that only serves one country. Residential Basic covers 200+ countries with city and ASN targeting; Residential Premium adds state and ISP selection; datacenter proxies target country, state and city across 100+ countries. The location is a parameter in the username, so a single scraper can request the German version of a page and the US version back to back.

## What 1,000 pages cost

The arithmetic is simple once you fix a page size. A typical HTML page without images is roughly 60 KB, so 1 GB ≈ 1,000,000 KB ÷ 60 ≈ 16,000 pages; call it roughly 15,000 to allow for heavier templates. On Residential Basic at $0.80–$1.00 per GB, 1,000 pages therefore cost roughly $0.05–$0.07. On datacenter at $0.50–$0.80 per GB, roughly $0.03–$0.05. On Residential Premium at $2.20–$2.50 per GB, roughly $0.14–$0.16.

Two habits keep you at the low end. Request HTML only and skip images, fonts and tracking scripts, which a headless browser will otherwise download through the proxy. And decide which targets really need residential IPs; moving open sites to datacenter cuts the bill for that share of traffic. Bandwidth is bought once, stays valid for 90–360 days, and there is no subscription.

## Plugging the proxies into Python, Scrapy, Playwright and curl

Every product is a standard HTTP/HTTPS or SOCKS5 proxy with user:pass authentication or IP whitelisting, so integration is a one-line change in the tool you already use. In Python requests or httpx you pass the gateway URL with credentials in the proxies argument; Scrapy reads the same URL from the request meta or a downloader middleware, which is also where you set per-spider rotation. Playwright and Puppeteer take the server and credentials as launch options, and every page in that browser routes through them.

From the shell, curl accepts the proxy with the -x flag plus -U for the credentials, which is the fastest way to confirm a target renders before writing code. Session type, country and city are encoded in the username, so switching from rotating to sticky or from a US to a UK exit is a string change, not a code change.

## SERP API and Extract API: scraping without managing proxies

If your goal is the data rather than the proxy plumbing, two hosted endpoints skip most of this page. The SERP API at /serp-api takes a query and a location and returns Google results as JSON; you never render a results page or handle a captcha yourself. The Extract API at /extract-api fetches any URL through the residential network and returns clean Markdown or JSON, with navigation, scripts and boilerplate removed, which is the format most pipelines and LLMs want anyway.

Both bill from the same wallet as the raw proxies, so a project can start with the APIs for the hard targets and move volume crawling to plain rotating residential or datacenter traffic where that is cheaper. For teams building on Claude or Cursor, the MCP server at /mcp-server exposes the same search, scrape and crawl capabilities as tools.

## Scraping responsibly

Proxies solve the IP problem; they do not replace good scraping manners. Collect data that is public, read the target's terms and robots directives, rate-limit per host, cache what you have already fetched and identify your crawler where the site asks for it. Rotating IPs are there to distribute load and to give you localized views, not to hammer a server that has asked you to slow down.

The pay-as-you-go model fits this: top up the wallet from $5, give each project its own proxy credential, watch consumption per credential in the dashboard, and stop when the job is done. There is a 100 MB free trial on Residential Basic, valid 5 days and unlocked by a one-time SMS verification, so a new target can be tested before buying bandwidth.

## Proxy type vs scraping target

| Target | Proxy type | Session | Price from |
| --- | --- | --- | --- |
| Open sites, public APIs, feeds, documentation | Datacenter | Rotating or dedicated IP | $0.50/GB at 500 GB ($0.80/GB at 50 GB) |
| Retailers, marketplaces, classifieds, travel | Residential Basic | Rotating, country or city targeted | $0.80/GB at 1,000 GB ($1.00/GB at 25 GB) |
| Search engines | Residential Basic or SERP API | Rotating, geo-targeted | $0.80/GB; SERP API billed from the same wallet |
| Multi-step flows: login, cart, paginated sessions | Residential Basic or Premium | Sticky, from 3 min (Basic) or up to 120 min (Premium) | $0.80/GB Basic, $2.20/GB Premium at 500 GB |
| Logged-in dashboards, account exports, one fixed identity | ISP / static residential | Fixed IP, unmetered | From $2.50 per IP/month at volume, exact price in the configurator |
| Content served differently to carrier traffic | Mobile 4G/5G | Rotating or sticky up to 24 h | $2.30/GB at 500 GB ($5 for 1 GB) |
| Pages fed into an LLM or a pipeline | Extract API | Handled for you | Billed from the same wallet as the proxies |

## Frequently Asked Questions

### What are the best proxies for web scraping?

It depends on the target. Datacenter proxies from $0.50 per GB are the best value for open sites that do not block automation. Rotating residential proxies from $0.80 per GB are the practical default for retailers, marketplaces, travel sites and search engines. ISP proxies from $2.50 per IP per month suit scrapers that stay logged in. Most projects end up mixing two of them.

### Should a scraper use rotating or sticky proxies?

Rotate when the URLs are independent, such as product listings or search results, so each request leaves from a different IP and a blocked address costs one retry. Use a sticky session when several requests must belong to one visitor: login then dashboard, add to cart then checkout price, numbered pages sharing a session. Both are chosen per request in the proxy username.

### How much do proxies for web scraping cost per 1,000 pages?

Roughly $0.05–$0.07 on Residential Basic. A typical HTML page is about 60 KB, so 1 GB ≈ 1,000,000 KB ÷ 60 ≈ 16,000 pages, call it roughly 15,000. At $0.80–$1.00 per GB that is a few cents per 1,000 pages; datacenter at $0.50–$0.80 per GB is roughly $0.03–$0.05. Fetching HTML only keeps you at the low end.

### How do I use these proxies with Python requests or Scrapy?

Pass the gateway URL with your username and password as the proxy setting: the proxies argument in requests or httpx, the request meta or a downloader middleware in Scrapy, the launch options in Playwright or Puppeteer. Country, city and session type are part of the username, so a scraper changes location or switches to sticky without any code change.

### VPN or proxy for web scraping?

A VPN routes your whole machine through one IP, which is the opposite of what a scraper needs: every request from the same address, no per-request control, no geo choice per call. A proxy is set per request or per session, rotates across a pool of 90M+ IPs, and can target a country or city in the username. For scraping, use proxies.

### Do I need residential proxies, or is datacenter enough?

Test the target from datacenter first: if it returns the page reliably, keep it there at $0.50–$0.80 per GB. Sites that score datacenter ranges as automation, which includes most retailers, marketplaces, classifieds and search engines, need rotating residential IPs from $0.80 per GB. Splitting your URL list between the two is the cheapest reliable setup.

### Is there a free trial for scraping proxies?

Yes. New accounts get 100 MB of Residential Basic traffic free for 5 days, one per person, unlocked by a one-time SMS verification in Settings → Free Trial, with no card. At roughly 60 KB per HTML page that is enough for a few hundred to over a thousand fetches, which is plenty to confirm a target and a session type before buying.

## Sources

- [RFC 9309: Robots Exclusion Protocol](https://www.rfc-editor.org/rfc/rfc9309.html)
- [Web scraping (Wikipedia)](https://en.wikipedia.org/wiki/Web_scraping)
- [Downloader Middleware (Scrapy docs)](https://docs.scrapy.org/en/latest/topics/downloader-middleware.html)
- [Advanced Usage: proxies (Requests docs)](https://requests.readthedocs.io/en/latest/user/advanced/)
- [Network (Playwright docs)](https://playwright.dev/docs/network)

## Related

- [Residential Proxies](https://quantumproxies.io/residential-proxies)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [ISP Proxies](https://quantumproxies.io/isp-proxies)
- [Rotating Proxies](https://quantumproxies.io/rotating-proxies)
- [Extract API](https://quantumproxies.io/extract-api)
- [SERP API](https://quantumproxies.io/serp-api)


---

# YouTube Proxies – Residential IPs for Data & Geo Checks from $0.80/GB

YouTube proxies for public video, channel and comment data, availability and ad checks by country, and managing your own channels. Residential from $0.80/GB.

## YouTube Proxies: Residential IPs for Video Data, Regional Checks and Channel Tools

**Residential from $0.80/GB · 200+ countries · city targeting · rotating or sticky**

YouTube proxies let you collect public video, channel and comment data at scale, check what is available and which ads run in a given country, and manage channels you own from a consistent IP. Rotating residential proxies from $0.80/GB spread requests across 90M+ IPs in 200+ countries with city targeting; sticky sessions and 4G/5G mobile cover logins and mobile-app checks. Artificial views are not supported.

- **$0.80/GB** Residential Basic at 1,000 GB for large data jobs
- **$4** 1 GB Residential Premium to start
- **200+** countries with city targeting for regional checks
- **90M+** residential IPs, rotating per request or sticky

## Why residential is the default proxy for YouTube

Most YouTube work is reading: video pages, channel pages, search results, comment threads, transcripts, the ads shown before a video. YouTube serves those pages differently by location and by the kind of network the request comes from, and it rate-limits addresses that behave like servers. A residential IP belongs to a home broadband connection in the country you choose, so the page you get is the page a local viewer gets, and rotation per request spreads a large job across 90M+ addresses instead of hammering one.

That is why residential is the recommendation for data collection and regional checks, and why it is also the cheapest tier that does the job: Residential Basic runs $1.00/GB at 25 GB down to $0.80/GB at 1,000 GB, and Residential Premium starts at $4 for 1 GB with country, state, city and ISP targeting. Mobile and ISP proxies come in only for the narrower case of logging in to a channel you own.

## Collecting public video, channel and comment data

Analysts, researchers and marketing teams collect public YouTube data for trend analysis, competitive benchmarking, brand-safety reviews, academic studies and training corpora: titles, descriptions, view and like counts, upload dates, channel subscriber counts, comment threads, related-video lists and transcripts where available. Video pages are heavy, so plan bandwidth accordingly; a metadata-only job costs far less than one that also fetches thumbnails or player assets.

Rotating Residential Basic is built for this volume, and the Data API also lets you skip the parsing: the YouTube Scraper API collector returns video, channel, search and comment data as JSON with the proxies handled for you. Keep to public content, stay within a reasonable request rate, and where the official YouTube Data API covers your quota and fields, use it; proxies are for the pages and fields it does not expose.

## Regional checks: availability, ads and search results by country

A video that plays in the US may be blocked, age-gated or served with different ads in Germany, Brazil or India, and YouTube search returns different rankings by country and language. If you publish, license or advertise on YouTube, you need to see that from inside each market rather than guess. Set country-\<code> and, where it matters, city-\<code> in the proxy username and load the same page from each location.

Common checks: confirming that a licensed catalogue is available exactly where the contract says, that a regional block is applied, that your pre-roll campaign runs in the target country and not elsewhere, which competitors' ads a local viewer sees before videos in your category, and how your own videos rank for a search term in each market. Rotating mode makes every check a fresh local address; a short sticky session keeps one IP if a check spans several page loads.

## Managing channels you own from a consistent IP

Creators, MCNs and agencies often run several channels they own or are contracted to manage, sometimes for clients in different countries. The sensible practice is the same as on any platform: one channel, one consistent IP, in the channel's own country. A 4G/5G mobile proxy with a sticky session does that for up to 24 hours per session id; an ISP proxy gives a dedicated static residential IP from $2.50 per IP per month that never changes, which suits a channel worked daily from Studio by a small team.

Pair each channel with its own browser profile and its own session id or static IP, keep the team on the same one, and do not share it across unrelated clients. Uploads, scheduling, community posts, comment moderation and analytics all run through the same proxy. None of this changes how YouTube evaluates a channel; it simply keeps each channel's activity coming from where the channel is based.

## Automation we support, and what we do not

Automation on YouTube means different things. We support the kind that reads public data or operates channels you own: scheduled data collection, monitoring scripts, upload and scheduling tools connected to your own channels, QA of your own embeds and players, and AI agents reading live pages through the MCP server. Any tool with HTTP or SOCKS5 proxy support works, with user:pass or IP whitelist authentication and targeting in the username.

We do not support artificial views, watch-time or engagement of any kind, view bots, subscriber or like farming, or tools built to inflate metrics. Those violate YouTube's terms, and we do not sell proxies for them. If you arrived here looking for proxies for views, this is not the product; the pages below on public data collection, regional checks and channel management are what we sell.

## YouTube proxy pricing

Residential for reading and checks, mobile or ISP for logging in to owned channels. Everything is per GB or per IP with no subscription, and country or city targeting costs nothing extra.

- Residential Basic: 25 GB $25, 50 GB $50, 100 GB $100, 500 GB $450 ($0.90/GB), 1,000 GB $800 ($0.80/GB); 90–360 days validity; sticky from 3 minutes
- Residential Premium: 1 GB $4, 5 GB $17.50, 10 GB $30, 25 GB $70, 100 GB $250, 500 GB $1,100; sticky up to 120 minutes; unlimited concurrent connections
- Mobile: 1 GB $5, 5 GB $20, 10 GB $35, 25 GB $75, 100 GB $250; sticky up to 24 h; 194 countries
- ISP: dedicated static IP from $2.50 per IP per month (volume price, exact price in the configurator), unmetered bandwidth, 25 countries
- Datacenter: 50 GB $40 ($0.80/GB) to 1,000 GB $500, for QA on your own players and embeds
- Wallet from $5, balance never expires, optional auto-recharge; card, PayPal, USDT or 300+ cryptocurrencies

## Set up YouTube proxies in 3 steps

The plan is live the moment payment clears; there is no sales call and no approval queue.

- 1. Create an account at app.quantumproxies.io and buy a residential plan, or top up the wallet from $5 and draw plans from it. The free trial (100 MB Residential Basic, SMS verification) is enough for a first data test.
- 2. In the location picker choose the country and, if useful, state or city. Copy the generated username or write it yourself, for example USER-country-de-city-berlin for rotating checks, adding session-\<id> only when a job needs the same IP across page loads.
- 3. Put host, port, username and password into your script, browser profile or collection tool, or whitelist your server IP. Test with curl through the proxy against https://api.ipify.org, confirm the country, then load a video page and compare it with what you see from your own connection.

## YouTube task → proxy type → session mode

| YouTube task | Recommended proxy | Session mode |
| --- | --- | --- |
| Collecting public video metadata, channel stats and comments at volume | Residential Basic from $0.80/GB, or the YouTube Scraper API | Rotating per request |
| Search-result and recommendation sampling by country or city | Residential Premium with city targeting | Rotating per request |
| Checking video availability, age gates and pricing by region | Residential Premium, country targeted | Rotating or short sticky |
| Verifying which pre-roll and display ads a local viewer is served | Residential Premium, or mobile for the app experience | Rotating per check |
| Managing a channel you own or run for a client from Studio | Mobile (4G/5G) or ISP static IP in the channel's country | Sticky per channel, or a dedicated static IP |
| QA of your own embeds, players and localized captions | Residential Premium or datacenter | Rotating |

## Frequently Asked Questions

### Which proxy type is best for YouTube?

Rotating residential for almost everything: collecting public data, sampling search results and checking availability or ads by country. Residential Basic from $0.80/GB suits volume; Residential Premium from $4 for 1 GB adds state, city and ISP targeting. Use a sticky mobile session or an ISP static IP only when logging in to a channel you own.

### Can I scrape YouTube with these proxies?

Yes, for public video, channel, search and comment pages, at a reasonable rate. Video pages are heavy, so fetch metadata rather than media where you can. If you prefer structured output, the YouTube Scraper API collector returns the same public data as JSON through our proxies. Where the official YouTube Data API covers your fields and quota, use it.

### Can I check how a video or ad appears in another country?

Yes. Residential Premium covers 200+ countries with country, state, city and ISP targeting set in the username; mobile covers 194 countries for the phone-app view. Load the same video, search or channel page from each location to confirm regional availability, age gates, localized captions and which pre-roll ads a local viewer is served.

### Do you support YouTube views or view bots?

No. We do not support artificial views, watch time, likes, subscribers or comments, view bots, or any tool that inflates metrics, and we do not sell proxies for that purpose. It violates YouTube's terms. Our YouTube proxies are for public data collection, regional checks and managing channels you own.

### Is this allowed, and what do you not support?

Proxies are for reading public data, verifying your own content and ads, QA of your own players, and operating channels you own or are authorized to manage. We do not support fake engagement, ban evasion, downloading copyrighted media for redistribution, or anything against YouTube's terms. We make no promises about how YouTube will treat a channel.

### How much bandwidth does YouTube data collection use?

It depends on what you fetch. A page load for metadata and comments is a few hundred kilobytes to a few megabytes; thumbnails and player assets add more, and video streams add far more. Plan from your own sample: run a small batch on the free trial or a 1 GB plan, read the bytes used in the dashboard, and scale the plan from there.

### Is there a free trial for YouTube proxies?

Yes. The free trial is 100 MB of Residential Basic, valid 5 days, one per person, unlocked by SMS verification in the dashboard (Settings → Free Trial) with no credit card. It runs on the same residential pool as the paid plans, so it is a fair test of a small data or geo-check job.

## Sources

- [YouTube Terms of Service](https://www.youtube.com/t/terms)
- [YouTube Data API (Google for Developers)](https://developers.google.com/youtube/v3)
- [YouTube API Services Terms of Service](https://developers.google.com/youtube/terms/api-services-terms-of-service)
- [I18nRegions (YouTube Data API)](https://developers.google.com/youtube/v3/docs/i18nRegions)
- [YouTube (Wikipedia)](https://en.wikipedia.org/wiki/YouTube)

## Related

- [Residential proxies](https://quantumproxies.io/residential-proxies)
- [YouTube Scraper API](https://quantumproxies.io/scraper-api/collectors/youtube-scraper-api)
- [Pay-as-you-go proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Free trial proxies](https://quantumproxies.io/free-trial-proxies)
- [Mobile proxies](https://quantumproxies.io/mobile-proxies)
- [ISP proxies](https://quantumproxies.io/isp-proxies)


---

# USA Residential Proxies – 90M+ IPs, State/City Targeting from $0.80/GB

USA residential proxies from $0.80/GB: rotating or sticky American IPs, targeting by state, city and ASN in the username, HTTP/HTTPS/SOCKS5, free 100 MB trial.

## USA Residential Proxies: Rotating and Sticky American IPs from $0.80/GB

**From $0.80/GB · 49 states + DC, city and ASN targeting · Free 100 MB trial**

USA residential proxies route your traffic through real American home connections, so US websites serve you the same pages, prices and results they show a local visitor. At Quantum Proxies you pay per gigabyte, from $1.00/GB at 25 GB down to $0.80/GB at 1,000 GB, pick a state, city or ASN in the proxy username, and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

- **$0.80** per GB Residential Basic at 1,000 GB
- **90M+** residential IPs worldwide, 200+ countries
- **49 + DC** US states selectable, plus city and ASN
- **100 MB** free trial, 5 days, no card

## What USA residential proxies are

A residential proxy is an IP address assigned by a consumer internet provider to a real household device. When you send a request through it, the website sees a visitor on a US home connection in that provider's range, not a server in a datacenter. That is what makes the American version of the product useful: US shops, search engines, streaming catalogues and ad networks decide what to show you from the IP's location and registration, and a residential US IP puts you on the same footing as any local user.

Our residential pool holds 90M+ IPs across 200+ countries, and the United States is the deepest slice of it. You buy traffic by the gigabyte, not by the IP: every request can leave from a different American address, or you can hold one for a sticky session. Both tiers, Residential Basic and Residential Premium, draw from the same pool; the difference is targeting depth, session length and price.

## Target the US by state, city or ASN from the username

Location is not a separate product or a checkout option. You write it into the proxy username and the gateway picks a matching IP. The location tree covers 49 US states plus the District of Columbia (every state except Vermont), with cities under each state and ASN selection for jobs that must exit through one particular provider.

The dashboard generator builds the string for you, but the format is simple enough to script: USER-country-us is the whole country, USER-country-us-region-california one state, USER-country-us-region-california-city-los_angeles one city. Codes are lowercase with underscores (new_york_city, san_antonio). An unknown code fails the request rather than silently routing you elsewhere.

- Country: -country-us, rotating across the whole US pool
- State: -region-texas, -region-florida, -region-new_york, 49 states plus DC
- City: -city-los_angeles, -city-new_york_city, -city-miami under the matching state
- ASN: a specific US provider number, for jobs tied to one carrier's range
- Session: -sid-\<id> and -ttl-\<minutes>m keep the same IP for the length of a task

## USA residential proxy pricing per GB

US traffic costs the same as any other country. Residential Basic is the pay-as-you-go tier: $1.00 per GB from 25 GB to 100 GB (25 GB for $25, 50 GB for $50, 100 GB for $100), $0.90 per GB at 500 GB ($450) and $0.80 per GB at 1,000 GB ($800). Plans stay valid 90–360 days, and everything you do not use in a week is still there next month.

Residential Premium is priced for finer targeting and longer sessions: 1 GB for $4, 5 GB for $17.50, 10 GB for $30, 25 GB for $70, 100 GB for $250 ($2.50/GB) and 500 GB for $1,100 ($2.20/GB). The 1 GB plan lasts 30 days, the rest 90. Both tiers run on a wallet you top up from $5 by card, PayPal, USDT or 300+ cryptocurrencies with no KYC; the balance never expires and there is no subscription to cancel.

## What people run on US residential IPs

Most jobs come down to one question: what does this US site show to someone in this state or city right now? A residential IP in the right place answers it directly, and rotation lets you ask thousands of times without every request coming from one address.

- Localized SERP checks: Google, Bing and Maps results as seen from Austin, Denver or Miami, for your own rank tracking
- Price and availability checks on Amazon.com, Walmart, Best Buy and regional chains that price by ZIP
- Ad verification: confirm your campaigns render on the right US placements, with the right creative, in the right state
- QA of US-only content: geo-gated pages, US catalogues, checkout flows and compliance notices as an American visitor
- E-commerce monitoring: competitor listings, stock levels, shipping estimates and buy-box changes by region
- Sneaker and retail purchases at retail from your own accounts, where the store expects a normal US home connection

## Rotating or sticky: which US session to use

Rotating is the default. Each request leaves from a different US IP, so a crawl of ten thousand product pages is spread across the pool and no single address carries the load. Use it for search results, price grids, listing pages, ad checks and anything else where each fetch stands alone.

Sticky keeps one IP for a set time so that a site attributes a sequence of requests to the same visitor: a login, a multi-step checkout, a cart with a ZIP-based shipping quote, a session on a dashboard you manage. Residential Basic holds an IP from 3 minutes; Residential Premium holds it up to 120 minutes. Set the session ID and TTL in the username, run the task, let it expire. Both modes accept unlimited concurrent connections, so you can run rotating scrapers and a few sticky browser profiles from one account at the same time.

## Set up USA residential proxies in 3 steps

You do not need a sales call or a minimum commitment. The free trial gives you 100 MB of Residential Basic for 5 days after a one-time SMS verification, which is enough to confirm the US exit and test your targeting strings before you buy.

- 1. Create an account at app.quantumproxies.io, claim the free trial in Settings, or top up the wallet with any amount from $5.
- 2. Open the proxy generator, choose Residential, United States, then the state, city or ASN you need, and pick rotating or sticky with a session length. Copy the host:port and the generated username.
- 3. Paste the credentials into your scraper, browser profile, SEO tool or the Chrome extension. A curl -x request to an IP checker shows the American exit and its location; the REST API and MCP server do the same from scripts and AI agents.

## When a US ISP or mobile proxy fits better

Residential per-GB traffic is the right default, but two neighbours cover what it does not. If an account or tool must see the same American IP every day and you would rather not meter bandwidth, USA ISP proxies give you a dedicated static residential-range IP from $2.50 per IP per month with unmetered traffic. If the target is a consumer mobile app or a site that treats carrier traffic differently, USA mobile proxies exit through T-Mobile, AT&T or Verizon 4G/5G IPs from $5 for 1 GB, with sticky sessions up to 24 hours.

Many customers combine them: a handful of static ISP IPs for accounts, the rotating residential pool for collection, mobile for the few targets that need a carrier IP. All three sit on the same wallet, dashboard and REST API, and every product is covered by 24/7 support and the 99.9% uptime SLA.

## US targeting examples

| Goal | Username targeting | Session |
| --- | --- | --- |
| Whole US, one IP per request (SERP and price grids) | USER-country-us | Rotating |
| California only, hold the IP for a checkout flow | USER-country-us-region-california-sid-cart01-ttl-30m | Sticky, 30 minutes |
| New York City results and listings | USER-country-us-region-new_york-city-new_york_city | Rotating |
| Exit through one specific provider (e.g. a major cable ISP) | USER-country-us + ASN selected in the generator | Rotating or sticky |
| Texas price checks across many shops | USER-country-us-region-texas | Rotating |
| Florida account work on your own profiles | USER-country-us-region-florida-city-miami-sid-acct01-ttl-60m | Sticky, 60 minutes |

## Frequently Asked Questions

### Are these real US residential IPs?

Yes. The addresses belong to consumer internet providers in the United States and are assigned to real household devices, so a site geolocating the IP sees a US home connection, not a hosting range. They come from the same 90M+ residential pool that covers 200+ countries; you select the US, and optionally a state, city or ASN, in the proxy username.

### Can I pick a US state or city?

Yes. The location tree lists 49 states plus the District of Columbia (every state except Vermont) and cities under each state, with ASN selection on top. Add -region-\<state> and -city-\<city> to the username, using lowercase codes with underscores such as region-california-city-los_angeles, or let the dashboard generator build the string for you.

### Should I use rotating or sticky sessions?

Rotating for jobs where each request stands alone: search results, price pages, listings, ad checks. Sticky when a site must see one visitor across several steps: logins, carts, checkouts, dashboards. Residential Basic holds an IP from 3 minutes, Residential Premium up to 120 minutes; you set the session ID and TTL in the username and can mix both modes on one account.

### How much do 10 GB of US residential traffic cost?

On Residential Premium, 10 GB costs $30 and stays valid 90 days. Residential Basic starts at 25 GB for $25 ($1.00/GB), so if you expect to use more than 10 GB over time it is the cheaper entry, and it drops to $0.90/GB at 500 GB and $0.80/GB at 1,000 GB. US traffic is billed at the same rate as every other country.

### Is there a free trial for USA residential proxies?

Yes. A new account can claim 100 MB of Residential Basic traffic, valid 5 days, once per person, at no cost and with no credit card; you unlock it with a verified email and a one-time SMS verification in the dashboard (Settings, Free Trial). It works with US targeting, so you can test the state and city strings before you top up. The trial covers the residential pool only, not ISP or mobile.

### Do you offer US ISP or mobile proxies as well?

Yes. USA ISP proxies are dedicated static residential-range IPs from $2.50 per IP per month with unmetered bandwidth, for accounts and tools that need one fixed address. USA mobile proxies exit through T-Mobile, AT&T and Verizon 4G/5G IPs from $5 per GB, with carrier, state and city targeting and sticky sessions up to 24 hours.

### Which US websites work with residential proxies?

Most of them, because the request arrives from a normal American home connection. We do not guarantee access to any specific site or publish success rates: some platforms add checks beyond the IP, such as browser fingerprinting or login history, and their rules are theirs to set. Use the free 100 MB trial to test your own targets before buying, and keep to your own accounts and public data.

## Sources

- [Internet geolocation (Wikipedia)](https://en.wikipedia.org/wiki/Internet_geolocation)
- [Autonomous system (Wikipedia)](https://en.wikipedia.org/wiki/Autonomous_system_(Internet))
- [Using Whois (ARIN)](https://www.arin.net/resources/registry/whois/)
- [RFC 1928: SOCKS Protocol Version 5](https://www.rfc-editor.org/rfc/rfc1928.html)
- [Managing multi-regional and multilingual sites (Google Search Central)](https://developers.google.com/search/docs/specialty/international/managing-multi-regional-sites)

## Related

- [Residential Proxies (all countries)](https://quantumproxies.io/residential-proxies)
- [Residential Basic Proxies](https://quantumproxies.io/residential-basic-proxies)
- [USA ISP Proxies](https://quantumproxies.io/isp-proxies/usa)
- [USA Mobile Proxies](https://quantumproxies.io/mobile-proxies/usa)
- [Free Trial Proxies](https://quantumproxies.io/free-trial-proxies)
- [Pay As You Go Proxies](https://quantumproxies.io/pay-as-you-go-proxies)
- [Proxies for Web Scraping](https://quantumproxies.io/proxies-for/web-scraping)


---

# Buy Static Residential Proxies – Dedicated IPs from $2.50/IP

Static residential (ISP) proxies: dedicated never-rotating IPs in 25 countries, unmetered bandwidth, from $2.50/IP per month, exact price in the configurator.

## Static Residential Proxies (Dedicated ISP IPs)

**From $2.50/IP per month · 25 countries · Unmetered bandwidth**

Static residential proxies are dedicated IP addresses from real internet service providers that never rotate; the industry also calls them ISP proxies. At Quantum Proxies they start from $2.50 per IP per month at volume, with unmetered bandwidth; the configurator shows the exact price for your quantity and term. They are available in 25 countries, provision instantly and support HTTP, HTTPS and SOCKS5 with user:pass or IP whitelist authentication.

- **From $2.50** per IP / month, volume price
- **25** countries available
- **Unmetered** bandwidth per IP
- **12%** off on 120-day plans

## Static residential proxies and ISP proxies: one product, two names

A static residential proxy is an IP address that sits inside a consumer ISP's range, so websites classify it as a home connection, but it is hosted on a datacenter line, so it never goes offline when someone turns off a router and it never changes. Vendors call this an ISP proxy when they emphasise where the IP comes from, and a static residential proxy when they emphasise that it does not rotate. At Quantum Proxies both names point to the same product page, the same price list and the same IPs.

What you get is a dedicated address: one customer per IP, assigned to you for the whole term, with the same host and port on every session. That combination of residential classification, fixed identity and server-grade uptime is what separates it from both rotating residential pools and plain datacenter ranges.

## Static residential vs rotating residential vs datacenter

Rotating residential proxies route through real household devices (90M+ IPs in 200+ countries on our residential plans); you get a new IP on every request or a sticky one for a limited window, and you pay per gigabyte from $0.80/GB. Datacenter proxies come from hosting-provider ranges: fast and cheap per IP, but flagged as non-residential by any site that checks IP type.

Static residential sits between the two. It carries the residential classification of the pool with the fixed address and unmetered billing of a datacenter IP. The table below compares the three on the points that decide most purchases: where the IP comes from, whether it changes, how bandwidth is billed, what it costs and what it is good for.

## Unmetered bandwidth: what it means in practice

Every static residential IP is unmetered. There is no gigabyte counter, no traffic tier to pick and no overage line on the invoice; the per-IP monthly price is the whole price. That is the main economic reason to choose static over rotating: a workflow that moves 50 GB a month through one address costs one flat per-IP fee on a static IP (from $2.50 at volume) and $40–$50 on the Residential Basic pool.

Unmetered does not mean unlimited concurrency for free in every case: you still share one address across your own tools, so if you need many distinct IPs at once, buy more IPs rather than pushing more sessions through one. Volume pricing exists for exactly that, down to $2.50 per IP per month; the configurator shows the exact price for your quantity.

- No per-GB billing and no throttling after a threshold
- Run scrapers, browser profiles and monitors on the same IP simultaneously
- Heavy media, large exports and long-polling APIs cost nothing extra
- Predictable monthly spend: IP count × tier price, minus any duration discount

## Available in 25 countries

Static residential IPs are offered in 25 countries at the same per-IP price, and one order can mix several of them. Targeting is at country level: every IP you receive is registered in the country you selected. For city-level or state-level selection, the rotating residential pool supports city targeting.

Dedicated country pages with local use cases are available for the United States and the United Kingdom, the two most requested locations.

- Europe: United Kingdom, Germany, Netherlands, Poland, Latvia, France, Romania, Norway, Austria, Ukraine, Spain, Italy
- Americas: United States, Canada, Brazil
- Asia-Pacific: Australia, Japan, Taiwan, South Korea, Singapore, Hong Kong, Thailand, India
- Middle East: Turkey, Israel

## Static residential proxy pricing

Pricing is per IP per month, from $2.50 per IP per month at volume, and drops with quantity; the configurator shows the exact price for your quantity and term. Every order includes unmetered bandwidth, all three protocols and instant provisioning. Duration discounts stack on top of the volume price.

Example at volume pricing: 120 IPs for 120 days cost $2.50 × 120 × 4 months = $1,200, minus 12% = $1,056, or $2.20 per IP per month. There is no subscription: you choose the term at checkout, the wallet balance you top up never expires, and optional auto-recharge is available if you want renewals handled automatically.

- From $2.50 per IP per month at volume; the configurator shows the exact price for your quantity and term
- Unmetered bandwidth, HTTP/HTTPS/SOCKS5 and instant delivery on every order
- Duration discounts: 5% off for 60 days, 7% off for 90 days, 12% off for 120 days

## When rotating residential is the better choice

Static residential proxies are the wrong tool for jobs that need IP diversity rather than IP stability. If you are collecting search results, product listings or ad placements at scale, you want a different address for every request and a pool large enough that no single IP is reused too often; that is the rotating residential product, priced per gigabyte from $0.80/GB with 90M+ IPs, 200+ countries and city targeting.

The same applies when you need a location we do not offer as a static IP, or when your monthly traffic is small enough that a few gigabytes cost less than a dedicated IP. A useful rule: one identity per account or tool, use static; many identities per task, use rotating. Both products live in the same dashboard and share the same wallet, so combining them costs nothing extra.

## Set up in 3 steps

Support is available 24/7 through the dashboard, and the REST API and MCP server let you order, list and renew static IPs from your own code.

- 1. Create an account at app.quantumproxies.io and top up the wallet: any amount from $5, by card, PayPal, USDT or 300+ cryptocurrencies, no KYC on crypto.
- 2. Open ISP Proxies, choose the country or countries, the IP count and the term (monthly, or 60, 90 or 120 days for a discount), then confirm. The IPs appear in your list immediately.
- 3. Copy host:port with your username:password, or whitelist your server's IP, and add the proxy to your browser profile, bot, scraper or SEO tool. A quick curl -x request confirms the exit country.

## Static residential vs rotating residential vs datacenter proxies

| Feature | Static residential (ISP) | Rotating residential | Datacenter |
| --- | --- | --- | --- |
| IP source | Real ISP ranges, hosted on datacenter lines | Real household devices (90M+ IPs, 200+ countries) | Hosting and cloud provider ranges |
| IP changes | Never: dedicated to you for the whole term | Every request, or sticky for a limited window | Fixed or rotating, depending on the plan |
| Bandwidth billing | Unmetered per IP | Per GB ($0.80–$1.00/GB Basic, from $2.50/GB Premium) | Per IP, typically high-cap or unmetered |
| Price | From $2.50/IP per month at volume, exact price in the configurator | From $0.80/GB, traffic valid 90–360 days | Lowest per IP; see the datacenter page |
| Best for | Accounts, drops, SEO tools, anything needing one fixed residential IP | Large-scale scraping, city targeting, many distinct IPs | Speed-first jobs on targets that do not check IP type |

## Frequently Asked Questions

### Are static residential proxies the same as ISP proxies?

Yes. Both names describe a dedicated IP registered to a real internet service provider and hosted on a datacenter line so it never changes. "ISP proxy" stresses the origin of the address, "static residential proxy" stresses that it does not rotate. At Quantum Proxies they are one product with one price list.

### How much do static residential proxies cost?

From $2.50 per IP per month at volume; the configurator shows the exact price for your quantity and term. Terms of 60, 90 and 120 days take a further 5%, 7% and 12% off. Bandwidth is unmetered, so there is nothing to add on top of the per-IP price.

### Do static residential proxies have unlimited bandwidth?

Yes, every static residential IP is unmetered: no gigabyte counter, no traffic tier and no overage charge. You can push scrapers, browser profiles and monitoring jobs through the same address all month for the fixed per-IP price. If you need more distinct addresses rather than more traffic, buy additional IPs at the volume tiers.

### Should I choose static or rotating residential proxies?

Choose static when a task needs one consistent identity: seller accounts, ad accounts, rank trackers, drops, anything tied to a fixed IP. Choose rotating when a task needs many identities: large-scale scraping, city targeting or short bursts of requests. Static is billed per IP with unmetered traffic; rotating is billed per gigabyte from $0.80/GB.

### Are the IPs dedicated or shared?

Dedicated. Each static residential IP is assigned to a single customer for the entire term and is not resold while you hold it. You control how many connections and how much traffic go through it, and the same host, port and credentials stay valid across every renewal.

### Which countries are available?

25 countries: United Kingdom, Germany, United States, Australia, Netherlands, Poland, Brazil, Latvia, France, Romania, Canada, Norway, Austria, Ukraine, Turkey, Japan, Israel, Taiwan, South Korea, Spain, Singapore, Hong Kong, Thailand, India and Italy. All are priced identically and can be mixed in one order. Targeting is country-level; for city targeting use the rotating residential pool.

### Is there a free trial for static residential proxies?

No. Because each IP is dedicated to one customer, a trial would tie up an address, so static IPs start at a single IP for one month; the configurator shows the exact price. The free trial we offer is 100 MB of Residential Basic traffic, valid 5 days, no credit card, unlocked by a one-time SMS verification in the dashboard.

### Which protocols and payment methods are supported?

HTTP, HTTPS and SOCKS5 on every IP, with username:password or IP whitelist authentication that you can switch in the dashboard. Pay by card, PayPal, USDT or 300+ cryptocurrencies with no KYC on crypto; funds sit in a wallet balance that never expires, topped up from $5, with optional auto-recharge and no subscription.

## Sources

- [Proxy server (Wikipedia)](https://en.wikipedia.org/wiki/Proxy_server)
- [Internet service provider (Wikipedia)](https://en.wikipedia.org/wiki/Internet_service_provider)
- [Regional Internet registry (Wikipedia)](https://en.wikipedia.org/wiki/Regional_Internet_registry)
- [Using Whois (ARIN)](https://www.arin.net/resources/registry/whois/)
- [RFC 1928: SOCKS Protocol Version 5](https://www.rfc-editor.org/rfc/rfc1928.html)

## Related

- [ISP Proxies](https://quantumproxies.io/isp-proxies)
- [Rotating Residential Proxies](https://quantumproxies.io/residential-proxies)
- [Datacenter Proxies](https://quantumproxies.io/datacenter-proxies)
- [USA Residential Proxies](https://quantumproxies.io/residential-proxies/usa)
- [Buy Proxies with Crypto](https://quantumproxies.io/buy-proxies-with-crypto)
- [Free Trial Proxies](https://quantumproxies.io/free-trial-proxies)


---

# Mobile Web Unlocker on 4G/5G IPs

Mobile web unlocker: retries, browser TLS fingerprints and JavaScript challenge handling from 4G/5G carrier IPs, for sites that refuse residential ranges.

## Mobile Web Unlocker on 4G/5G carrier IPs

**Web Unlocker · mobile tier · carrier IPs shared by real phones**

The Mobile Web Unlocker runs the same unlocker logic on 4G/5G carrier IPs: browser TLS fingerprints, retries on a fresh exit, and a real browser for JavaScript challenges. Use it for the strictest sites, when the residential tier keeps reporting access_denied.

- **4G/5G** carrier IPs, shared by many real phones
- **194** countries in the mobile network
- **1 switch** -tier-mobile in the username, or tier: mobile in REST
- **Separate** prepaid GB balance from the residential tier

## Why carrier IPs get through where residential ranges do not

Mobile operators put thousands of phones behind a small pool of public addresses with carrier-grade NAT. One carrier IP is therefore shared by many real people at the same time, and blocking it would lock out paying customers of the site. Anti-bot systems know this and treat carrier ranges with far more caution than residential or datacenter ranges.

That is the whole difference between the tiers. The unlocker logic is identical; only the exit network changes. The Mobile Web Unlocker is for the sites whose problem is the IP range itself, not the fingerprint or the JavaScript challenge.

## When the residential tier tells you to switch

Every refused request comes back with a block class. access_denied means the site turned the request away without offering a challenge, and the unlocker's hint for that case is to try the mobile tier.

Other classes point elsewhere. js_challenge and fingerprint are what the browser escalation and fingerprint rotation are for, on either tier.

- access_denied on residential: try the mobile tier
- js_challenge or fingerprint: the unlocker already escalates; pin a session to reuse the clearance
- geo: set the exit country

## Same features as the residential tier

Everything the residential unlocker does applies here: six browser TLS fingerprints rotated on retry, up to three TLS attempts on fresh exits, escalation to a real browser for JavaScript challenges, POST sent exactly once, and blocked pages reported with x-qp-unlocker-blocked and a block class instead of a silent 200.

Sticky sessions work the same way with the x-qp-session header, and the forward proxy and REST endpoint are the same host and path. Switching tiers is a one-word change, so you can route per site in your own code.

## Targeting and sessions on the mobile network

Set the exit country with -country-xx in the username or the country field in REST. The mobile network covers 194 countries, with city-level targeting in the larger markets. A pinned session keeps one carrier exit for its lifetime; carriers may still rotate the underlying address, which is normal on mobile networks and one reason these IPs are trusted.

If you need plain mobile proxies without the unlocker logic, for example for an app or an antidetect browser that handles fingerprints itself, use the mobile proxy plans instead.

## Frequently Asked Questions

### What is a mobile web unlocker?

A web unlocker whose requests leave from 4G/5G carrier IPs instead of residential ones. It keeps the unlocker logic, browser TLS fingerprints, retries on fresh exits and a real browser for JavaScript challenges, and adds the trust that shared carrier addresses get from anti-bot systems.

### Are mobile proxies more reliable than residential proxies for scraping?

For sites that refuse residential ranges, yes, because a carrier IP is shared by many real phones and blocking it hurts real users. For most other sites residential is enough. Use the block class the unlocker reports to decide per site.

### Do mobile IPs reduce CAPTCHAs?

They reduce the refusals that come from IP reputation.

### How do I switch a request to the mobile tier?

Add -tier-mobile to the proxy username, for example unlock-XXXX-country-us-tier-mobile, or send "tier": "mobile" to the REST endpoint. Everything else, host, port, headers and sessions, stays the same.

### Can I use my mobile proxy plan GB for the unlocker?

No. The Mobile Web Unlocker has its own prepaid GB balance, separate from mobile proxy plans and from the residential unlocker, so each product is metered on its own.

## Sources

- [RFC 6598: shared address space for carrier-grade NAT](https://www.rfc-editor.org/rfc/rfc6598.html)
- [RFC 9110: HTTP Semantics (status codes)](https://www.rfc-editor.org/rfc/rfc9110.html)
- [MDN: 429 Too Many Requests](https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Status/429)

## Related

- [Web Unlocker: how it works](https://quantumproxies.io/web-unlocker)
- [Residential Web Unlocker](https://quantumproxies.io/web-unlocker/residential)
- [Mobile proxies without the unlocker](https://quantumproxies.io/mobile-proxies)
- [Why carrier IPs are trusted (CGNAT)](https://quantumproxies.io/blog/cgnat-why-mobile-proxies-trusted)
- [Mobile vs residential vs ISP proxies](https://quantumproxies.io/blog/mobile-vs-residential-vs-isp-proxies-which-one-should-you-use-in-2026)
- [Web unlocker vs residential vs mobile proxy, tested](https://quantumproxies.io/blog/web-unlocker-vs-residential-proxy)


---

# Residential Web Unlocker for Scraping

Residential web unlocker: residential exits, browser TLS fingerprints and a real browser for JavaScript challenges. Blocked pages reported, never a fake 200.

## Residential Web Unlocker for sites that block scrapers

**Web Unlocker · residential exits · forward proxy and REST**

A residential web unlocker sends your request from a residential IP under a real browser TLS fingerprint, retries on a fresh exit when the site refuses it, and opens the page in a real browser when a JavaScript challenge appears. Use it when plain residential proxies still return 403, a security check or "Just a moment".

- **200+** countries for the residential exit
- **6** browser TLS fingerprints, rotated on retry
- **3** TLS attempts on fresh exits before the browser
- **3–1440 min** sticky session length

## What the residential tier adds over a plain residential proxy

A residential proxy changes only the IP address. Modern anti-bot systems also read the TLS handshake of your client and run JavaScript before they serve the page, so a Python or Node.js client on a clean residential IP can still be refused. The residential unlocker keeps the residential IP and fixes the other two layers.

Each request goes out under one of six real browser TLS fingerprints. If the site refuses it, the unlocker retries on a fresh residential exit with another fingerprint, up to three TLS attempts. When the answer is a JavaScript challenge, the same request is replayed in a real headless browser, and the page it gets is checked again before it reaches you.

- Residential exits in 200+ countries, country, state and city targeting
- Browser TLS fingerprints rotated on every retry
- Real browser escalation for JavaScript challenges (GET requests)
- POST and other non-GET methods are sent exactly once, never retried

## Tested: where a plain proxy is enough and where the unlocker is not optional

On 29 September 2026 we fetched the same pages three ways from a US exit: a plain request from a cloud server, a plain request through a residential proxy, and a request through the residential unlocker. The table below lists what each client received. Glassdoor and Indeed refused both plain clients with a security check, and the unlocker returned the real page: Indeed on the first TLS attempt, Glassdoor after switching to the browser.

The same test shows the other side, which saves you money: Zillow and Leboncoin refused the cloud server but served a plain residential proxy, and static sites such as books.toscrape.com served everything. Try a plain request first, and send only the refused ones through the unlocker.

## Blocked pages are reported, never returned as a silent 200

When a page is still a challenge after every attempt, the forward proxy answers with an error status and the header x-qp-unlocker-blocked, and names the reason in x-qp-block-class: js_challenge, captcha, access_denied, rate_limited, fingerprint, geo or timeout. The REST endpoint returns the same verdict in JSON, or a 502 when you set failOnBlock.

That matters more than it sounds. A scraper that stores a challenge page as data poisons the dataset for days before anyone notices. Here a refusal is an error your code can count, retry later or route to another tier.

## Sticky sessions and clearance reuse

Pin a session with the x-qp-session header to keep one residential exit for 3 to 1440 minutes. When the browser has to clear a challenge, the clearance cookies it earned are kept for that session and reused on the next request to the same site, so the browser does not start again on every page.

Use a new session value per job or per logical user. Reusing one session across unrelated targets gains nothing and concentrates your traffic on one IP.

## Two ways to connect: forward proxy or REST

The forward proxy at unlock.quantumproxies.io:9000 works with any client that accepts an HTTP proxy: curl, Python requests, Node.js, Scrapy or Playwright. HTTPS is re-encrypted by the unlocker, so either install the unlocker CA from the dashboard or disable certificate verification for that client. Targeting goes in the username, for example -country-us.

The REST endpoint POST /api/v1/scraper/unlock takes the request as JSON (url, method, headers, body, country, sessionId) with your API key and returns status, headers, body and the unlocker verdict. It is the simpler option for serverless functions and for AI agents.

## What it does not do

It does not log in for you or bypass paywalls; pass your own cookies or headers when you are entitled to the content.

For the strictest sites, the Mobile Web Unlocker sends the same request from 4G/5G carrier IPs.

## Measured on 29 September 2026 (US exit)

| Page | Cloud server, plain request | Residential proxy, plain request | Residential Web Unlocker |
| --- | --- | --- | --- |
| Glassdoor company reviews | 403, captcha page | 403, "Enable JavaScript and cookies" | 200, real page (browser, 17.2 s) |
| Indeed job search | 403, captcha page | 403, security check | 200, real page (2.6 s) |
| Walmart search | 307 redirect | 307 redirect | 200, real page (4.8 s) |
| Best Buy laptops | no response | no response | 200, real page (6.3 s) |
| Zillow city listings | 403, PerimeterX | 200, real page | 200, real page (2.7 s) |
| Leboncoin search | 403, captcha page | 200, real page | 200, real page (1.4 s) |
| books.toscrape.com | 200 | 200 | 200 |

## Frequently Asked Questions

### Should I buy residential proxies or use a web unlocker?

Start with plain residential proxies and measure. If most pages come back normally, you do not need an unlocker. Use the residential unlocker for the sites that still answer with 403, a security check or a JavaScript challenge; in our 29 September test that was Glassdoor, Indeed, Walmart and Best Buy.

### Why does my scraper work locally but get blocked in the cloud?

Cloud servers use datacenter IP ranges that anti-bot systems score as automated, while your home connection is a residential IP. In our test Zillow and Leboncoin refused a cloud server and served the same request through a residential proxy. If a residential IP is still refused, the TLS fingerprint or a JavaScript challenge is the next layer.

### Can I keep the same IP across several requests?

Yes. Send the same x-qp-session value on each request and the unlocker keeps one residential exit for that session, from 3 to 1440 minutes. Browser clearance cookies earned in that session are reused on the next request to the same site.

### Can I send POST requests?

Yes, with your own headers and body, through the forward proxy or the REST endpoint. A POST is sent exactly once: the unlocker never retries non-GET methods, because a response means the target already received the request.

### Is there a free trial?

A new account can claim the free residential proxy trial, once per person after a one-time SMS verification, to test plain residential access first. Unlocker GB are prepaid per tier in the dashboard, where the live price per GB is shown before you buy.

### When should I use the mobile tier instead?

When a site keeps answering access_denied on the residential tier. The Mobile Web Unlocker sends the same request from 4G/5G carrier IPs shared by many real phones.

## Sources

- [RFC 9110: HTTP Semantics (status codes)](https://www.rfc-editor.org/rfc/rfc9110.html)
- [RFC 8446: TLS 1.3 (the handshake a fingerprint is read from)](https://www.rfc-editor.org/rfc/rfc8446.html)
- [MDN: 403 Forbidden](https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Status/403)
- [Cloudflare: challenges documentation](https://developers.cloudflare.com/cloudflare-challenges/)

## Related

- [Web Unlocker: how it works](https://quantumproxies.io/web-unlocker)
- [Mobile Web Unlocker on 4G/5G carrier IPs](https://quantumproxies.io/web-unlocker/mobile)
- [Residential proxies without the unlocker](https://quantumproxies.io/residential-proxies)
- [Extract API: pages as Markdown or JSON](https://quantumproxies.io/extract-api)
- [Free residential proxy trial](https://quantumproxies.io/free-trial-proxies)
- [Web Unlocker API tutorial in Python and Node.js](https://quantumproxies.io/blog/web-unlocker-api-tutorial-python)
- [Cloudflare "Just a moment" in Python](https://quantumproxies.io/blog/python-cloudflare-just-a-moment)
- [Web unlocker vs residential proxy, tested](https://quantumproxies.io/blog/web-unlocker-vs-residential-proxy)


---

# UK Residential Premium Proxies | British Proxy Service | Quantum Proxies

Residential proxies in the United Kingdom. UK IPs for scraping, geo-targeting, and automation. London and regional targeting.

## Residential Premium Proxies UK

Get residential premium proxies in the United Kingdom with precise geo-targeting. Ideal for UK-specific web scraping, e-commerce, and compliance testing.

## Use cases

- UK website scraping and data extraction
- British e-commerce and retail monitoring
- Local SEO and UK search testing
- UK ad verification
- Accessing UK-only content and services

## Why choose us

Our residential proxy network covers 200+ countries including United Kingdom. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in United Kingdom?

Yes. QuantumProxies offers residential proxies in United Kingdom from a pool of 90M+ real residential IPs across 200+ countries. You target United Kingdom at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do United Kingdom residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. United Kingdom traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are United Kingdom proxies rotating or sticky?

Both. QuantumProxies rotates the United Kingdom IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test United Kingdom residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your United Kingdom targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for United Kingdom proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and United Kingdom targeting is included at no extra cost.

### What are United Kingdom residential proxies used for?

QuantumProxies customers use United Kingdom residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Germany Residential Premium Proxies | German Proxy Service | Quantum Proxies

Residential proxies in Germany. German IPs for web scraping, EU data collection, and geo-targeted automation.

## Residential Premium Proxies Germany

German residential premium proxies with city and state targeting. Perfect for EU-focused scraping, German market research, and localized automation.

## Use cases

- German and EU website scraping
- European e-commerce monitoring
- GDPR and EU compliance testing
- German market research
- Localized ad and content verification

## Why choose us

Our residential proxy network covers 200+ countries including Germany. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Germany?

Yes. QuantumProxies offers residential proxies in Germany from a pool of 90M+ real residential IPs across 200+ countries. You target Germany at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Germany residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Germany traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Germany proxies rotating or sticky?

Both. QuantumProxies rotates the Germany IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Germany residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Germany targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Germany proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Germany targeting is included at no extra cost.

### What are Germany residential proxies used for?

QuantumProxies customers use Germany residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Canada Residential Premium Proxies | Canadian Proxy Service | Quantum Proxies

Residential proxies in Canada. Canadian IPs for scraping, geo-targeting, and North American automation.

## Residential Premium Proxies Canada

Canadian residential premium proxies with province and city targeting. Use Canadian IPs for local search, e-commerce, and North American data collection.

## Use cases

- Canadian website and marketplace scraping
- North American e-commerce
- Local SEO for Canada
- Canadian content access
- Multi-region North American testing

## Why choose us

Our residential proxy network covers 200+ countries including Canada. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Canada?

Yes. QuantumProxies offers residential proxies in Canada from a pool of 90M+ real residential IPs across 200+ countries. You target Canada at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Canada residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Canada traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Canada proxies rotating or sticky?

Both. QuantumProxies rotates the Canada IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Canada residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Canada targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Canada proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Canada targeting is included at no extra cost.

### What are Canada residential proxies used for?

QuantumProxies customers use Canada residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# India Residential Premium Proxies | Indian Proxy Service | Quantum Proxies

Residential proxies in India. Indian IPs for web scraping, local testing, and geo-targeted automation in the Indian market.

## Residential Premium Proxies India

Residential proxies in India with city and state targeting. Ideal for Indian market research, local services testing, and regional data collection.

## Use cases

- Indian website and app scraping
- India e-commerce and price monitoring
- Local SEO and search testing in India
- Indian market research
- Regional content and service access

## Why choose us

Our residential proxy network covers 200+ countries including India. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in India?

Yes. QuantumProxies offers residential proxies in India from a pool of 90M+ real residential IPs across 200+ countries. You target India at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do India residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. India traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are India proxies rotating or sticky?

Both. QuantumProxies rotates the India IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test India residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your India targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for India proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and India targeting is included at no extra cost.

### What are India residential proxies used for?

QuantumProxies customers use India residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# France Residential Premium Proxies | French Proxy Service | Quantum Proxies

Residential proxies in France. French IPs for EU scraping, geo-targeting, and automation.

## Residential Premium Proxies France

French residential premium proxies with city and region targeting. Perfect for EU data collection, French market access, and localized automation.

## Use cases

- French and EU website scraping
- French e-commerce monitoring
- European market research
- Localized content verification
- EU compliance and testing

## Why choose us

Our residential proxy network covers 200+ countries including France. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in France?

Yes. QuantumProxies offers residential proxies in France from a pool of 90M+ real residential IPs across 200+ countries. You target France at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do France residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. France traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are France proxies rotating or sticky?

Both. QuantumProxies rotates the France IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test France residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your France targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for France proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and France targeting is included at no extra cost.

### What are France residential proxies used for?

QuantumProxies customers use France residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Australia Residential Premium Proxies | Australian Proxy Service | Quantum Proxies

Residential proxies in Australia. Australian IPs for scraping, geo-targeting, and local automation.

## Residential Premium Proxies Australia

Australian residential premium proxies with state and city targeting. Ideal for AU-specific scraping, local search testing, and regional data collection.

## Use cases

- Australian website scraping
- AU e-commerce and retail monitoring
- Local SEO for Australia
- Australian content access
- APAC market research

## Why choose us

Our residential proxy network covers 200+ countries including Australia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Australia?

Yes. QuantumProxies offers residential proxies in Australia from a pool of 90M+ real residential IPs across 200+ countries. You target Australia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Australia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Australia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Australia proxies rotating or sticky?

Both. QuantumProxies rotates the Australia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Australia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Australia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Australia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Australia targeting is included at no extra cost.

### What are Australia residential proxies used for?

QuantumProxies customers use Australia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Japan Residential Premium Proxies | Japanese Proxy Service | Quantum Proxies

Residential proxies in Japan. Japanese IPs for web scraping, local testing, and APAC automation.

## Residential Premium Proxies Japan

Japanese residential premium proxies with region and city targeting. Perfect for Japan-specific scraping, e-commerce, and local market access.

## Use cases

- Japanese website and marketplace scraping
- Japan e-commerce monitoring
- Local SEO and search in Japan
- Japanese content and services access
- APAC data collection

## Why choose us

Our residential proxy network covers 200+ countries including Japan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Japan?

Yes. QuantumProxies offers residential proxies in Japan from a pool of 90M+ real residential IPs across 200+ countries. You target Japan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Japan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Japan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Japan proxies rotating or sticky?

Both. QuantumProxies rotates the Japan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Japan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Japan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Japan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Japan targeting is included at no extra cost.

### What are Japan residential proxies used for?

QuantumProxies customers use Japan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Brazil Residential Premium Proxies | Brazilian Proxy Service | Quantum Proxies

Get residential premium proxies in Brazil. Brazilian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Brazil

QuantumProxies offers residential premium proxies in Brazil with city, state, and country-level targeting. Use Brazilian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Brazil websites
- E-commerce and price monitoring in Brazil
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Brazilian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Brazil. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Brazil?

Yes. QuantumProxies offers residential proxies in Brazil from a pool of 90M+ real residential IPs across 200+ countries. You target Brazil at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Brazil residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Brazil traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Brazil proxies rotating or sticky?

Both. QuantumProxies rotates the Brazil IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Brazil residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Brazil targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Brazil proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Brazil targeting is included at no extra cost.

### What are Brazil residential proxies used for?

QuantumProxies customers use Brazil residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Mexico Residential Premium Proxies | Mexican Proxy Service | Quantum Proxies

Get residential premium proxies in Mexico. Mexican IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Mexico

QuantumProxies offers residential premium proxies in Mexico with city, state, and country-level targeting. Use Mexican residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Mexico websites
- E-commerce and price monitoring in Mexico
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Mexican IPs

## Why choose us

Our residential proxy network covers 200+ countries including Mexico. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Mexico?

Yes. QuantumProxies offers residential proxies in Mexico from a pool of 90M+ real residential IPs across 200+ countries. You target Mexico at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Mexico residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Mexico traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Mexico proxies rotating or sticky?

Both. QuantumProxies rotates the Mexico IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Mexico residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Mexico targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Mexico proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Mexico targeting is included at no extra cost.

### What are Mexico residential proxies used for?

QuantumProxies customers use Mexico residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Spain Residential Premium Proxies | Spanish Proxy Service | Quantum Proxies

Get residential premium proxies in Spain. Spanish IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Spain

QuantumProxies offers residential premium proxies in Spain with city, state, and country-level targeting. Use Spanish residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Spain websites
- E-commerce and price monitoring in Spain
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Spanish IPs

## Why choose us

Our residential proxy network covers 200+ countries including Spain. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Spain?

Yes. QuantumProxies offers residential proxies in Spain from a pool of 90M+ real residential IPs across 200+ countries. You target Spain at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Spain residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Spain traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Spain proxies rotating or sticky?

Both. QuantumProxies rotates the Spain IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Spain residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Spain targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Spain proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Spain targeting is included at no extra cost.

### What are Spain residential proxies used for?

QuantumProxies customers use Spain residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Italy Residential Premium Proxies | Italian Proxy Service | Quantum Proxies

Get residential premium proxies in Italy. Italian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Italy

QuantumProxies offers residential premium proxies in Italy with city, state, and country-level targeting. Use Italian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Italy websites
- E-commerce and price monitoring in Italy
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Italian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Italy. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Italy?

Yes. QuantumProxies offers residential proxies in Italy from a pool of 90M+ real residential IPs across 200+ countries. You target Italy at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Italy residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Italy traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Italy proxies rotating or sticky?

Both. QuantumProxies rotates the Italy IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Italy residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Italy targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Italy proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Italy targeting is included at no extra cost.

### What are Italy residential proxies used for?

QuantumProxies customers use Italy residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Netherlands Residential Premium Proxies | Dutch Proxy Service | Quantum Proxies

Get residential premium proxies in Netherlands. Dutch IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Netherlands

QuantumProxies offers residential premium proxies in Netherlands with city, state, and country-level targeting. Use Dutch residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Netherlands websites
- E-commerce and price monitoring in Netherlands
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Dutch IPs

## Why choose us

Our residential proxy network covers 200+ countries including Netherlands. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Netherlands?

Yes. QuantumProxies offers residential proxies in Netherlands from a pool of 90M+ real residential IPs across 200+ countries. You target Netherlands at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Netherlands residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Netherlands traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Netherlands proxies rotating or sticky?

Both. QuantumProxies rotates the Netherlands IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Netherlands residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Netherlands targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Netherlands proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Netherlands targeting is included at no extra cost.

### What are Netherlands residential proxies used for?

QuantumProxies customers use Netherlands residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# South Korea Residential Premium Proxies | South Korean Proxy Service | Quantum Proxies

Get residential premium proxies in South Korea. South Korean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies South Korea

QuantumProxies offers residential premium proxies in South Korea with city, state, and country-level targeting. Use South Korean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from South Korea websites
- E-commerce and price monitoring in South Korea
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with South Korean IPs

## Why choose us

Our residential proxy network covers 200+ countries including South Korea. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in South Korea?

Yes. QuantumProxies offers residential proxies in South Korea from a pool of 90M+ real residential IPs across 200+ countries. You target South Korea at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do South Korea residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. South Korea traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are South Korea proxies rotating or sticky?

Both. QuantumProxies rotates the South Korea IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test South Korea residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your South Korea targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for South Korea proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and South Korea targeting is included at no extra cost.

### What are South Korea residential proxies used for?

QuantumProxies customers use South Korea residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Indonesia Residential Premium Proxies | Indonesian Proxy Service | Quantum Proxies

Get residential premium proxies in Indonesia. Indonesian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Indonesia

QuantumProxies offers residential premium proxies in Indonesia with city, state, and country-level targeting. Use Indonesian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Indonesia websites
- E-commerce and price monitoring in Indonesia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Indonesian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Indonesia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Indonesia?

Yes. QuantumProxies offers residential proxies in Indonesia from a pool of 90M+ real residential IPs across 200+ countries. You target Indonesia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Indonesia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Indonesia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Indonesia proxies rotating or sticky?

Both. QuantumProxies rotates the Indonesia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Indonesia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Indonesia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Indonesia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Indonesia targeting is included at no extra cost.

### What are Indonesia residential proxies used for?

QuantumProxies customers use Indonesia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Vietnam Residential Premium Proxies | Vietnamese Proxy Service | Quantum Proxies

Get residential premium proxies in Vietnam. Vietnamese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Vietnam

QuantumProxies offers residential premium proxies in Vietnam with city, state, and country-level targeting. Use Vietnamese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Vietnam websites
- E-commerce and price monitoring in Vietnam
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Vietnamese IPs

## Why choose us

Our residential proxy network covers 200+ countries including Vietnam. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Vietnam?

Yes. QuantumProxies offers residential proxies in Vietnam from a pool of 90M+ real residential IPs across 200+ countries. You target Vietnam at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Vietnam residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Vietnam traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Vietnam proxies rotating or sticky?

Both. QuantumProxies rotates the Vietnam IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Vietnam residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Vietnam targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Vietnam proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Vietnam targeting is included at no extra cost.

### What are Vietnam residential proxies used for?

QuantumProxies customers use Vietnam residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Turkey Residential Premium Proxies | Turkish Proxy Service | Quantum Proxies

Get residential premium proxies in Turkey. Turkish IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Turkey

QuantumProxies offers residential premium proxies in Turkey with city, state, and country-level targeting. Use Turkish residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Turkey websites
- E-commerce and price monitoring in Turkey
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Turkish IPs

## Why choose us

Our residential proxy network covers 200+ countries including Turkey. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Turkey?

Yes. QuantumProxies offers residential proxies in Turkey from a pool of 90M+ real residential IPs across 200+ countries. You target Turkey at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Turkey residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Turkey traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Turkey proxies rotating or sticky?

Both. QuantumProxies rotates the Turkey IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Turkey residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Turkey targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Turkey proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Turkey targeting is included at no extra cost.

### What are Turkey residential proxies used for?

QuantumProxies customers use Turkey residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Poland Residential Premium Proxies | Polish Proxy Service | Quantum Proxies

Get residential premium proxies in Poland. Polish IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Poland

QuantumProxies offers residential premium proxies in Poland with city, state, and country-level targeting. Use Polish residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Poland websites
- E-commerce and price monitoring in Poland
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Polish IPs

## Why choose us

Our residential proxy network covers 200+ countries including Poland. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Poland?

Yes. QuantumProxies offers residential proxies in Poland from a pool of 90M+ real residential IPs across 200+ countries. You target Poland at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Poland residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Poland traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Poland proxies rotating or sticky?

Both. QuantumProxies rotates the Poland IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Poland residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Poland targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Poland proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Poland targeting is included at no extra cost.

### What are Poland residential proxies used for?

QuantumProxies customers use Poland residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Russia Residential Premium Proxies | Russian Proxy Service | Quantum Proxies

Get residential premium proxies in Russia. Russian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Russia

QuantumProxies offers residential premium proxies in Russia with city, state, and country-level targeting. Use Russian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Russia websites
- E-commerce and price monitoring in Russia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Russian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Russia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Russia?

Yes. QuantumProxies offers residential proxies in Russia from a pool of 90M+ real residential IPs across 200+ countries. You target Russia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Russia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Russia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Russia proxies rotating or sticky?

Both. QuantumProxies rotates the Russia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Russia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Russia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Russia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Russia targeting is included at no extra cost.

### What are Russia residential proxies used for?

QuantumProxies customers use Russia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Argentina Residential Premium Proxies | Argentine Proxy Service | Quantum Proxies

Get residential premium proxies in Argentina. Argentine IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Argentina

QuantumProxies offers residential premium proxies in Argentina with city, state, and country-level targeting. Use Argentine residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Argentina websites
- E-commerce and price monitoring in Argentina
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Argentine IPs

## Why choose us

Our residential proxy network covers 200+ countries including Argentina. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Argentina?

Yes. QuantumProxies offers residential proxies in Argentina from a pool of 90M+ real residential IPs across 200+ countries. You target Argentina at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Argentina residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Argentina traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Argentina proxies rotating or sticky?

Both. QuantumProxies rotates the Argentina IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Argentina residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Argentina targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Argentina proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Argentina targeting is included at no extra cost.

### What are Argentina residential proxies used for?

QuantumProxies customers use Argentina residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Colombia Residential Premium Proxies | Colombian Proxy Service | Quantum Proxies

Get residential premium proxies in Colombia. Colombian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Colombia

QuantumProxies offers residential premium proxies in Colombia with city, state, and country-level targeting. Use Colombian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Colombia websites
- E-commerce and price monitoring in Colombia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Colombian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Colombia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Colombia?

Yes. QuantumProxies offers residential proxies in Colombia from a pool of 90M+ real residential IPs across 200+ countries. You target Colombia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Colombia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Colombia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Colombia proxies rotating or sticky?

Both. QuantumProxies rotates the Colombia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Colombia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Colombia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Colombia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Colombia targeting is included at no extra cost.

### What are Colombia residential proxies used for?

QuantumProxies customers use Colombia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Malaysia Residential Premium Proxies | Malaysian Proxy Service | Quantum Proxies

Get residential premium proxies in Malaysia. Malaysian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Malaysia

QuantumProxies offers residential premium proxies in Malaysia with city, state, and country-level targeting. Use Malaysian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Malaysia websites
- E-commerce and price monitoring in Malaysia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Malaysian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Malaysia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Malaysia?

Yes. QuantumProxies offers residential proxies in Malaysia from a pool of 90M+ real residential IPs across 200+ countries. You target Malaysia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Malaysia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Malaysia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Malaysia proxies rotating or sticky?

Both. QuantumProxies rotates the Malaysia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Malaysia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Malaysia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Malaysia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Malaysia targeting is included at no extra cost.

### What are Malaysia residential proxies used for?

QuantumProxies customers use Malaysia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Thailand Residential Premium Proxies | Thai Proxy Service | Quantum Proxies

Get residential premium proxies in Thailand. Thai IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Thailand

QuantumProxies offers residential premium proxies in Thailand with city, state, and country-level targeting. Use Thai residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Thailand websites
- E-commerce and price monitoring in Thailand
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Thai IPs

## Why choose us

Our residential proxy network covers 200+ countries including Thailand. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Thailand?

Yes. QuantumProxies offers residential proxies in Thailand from a pool of 90M+ real residential IPs across 200+ countries. You target Thailand at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Thailand residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Thailand traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Thailand proxies rotating or sticky?

Both. QuantumProxies rotates the Thailand IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Thailand residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Thailand targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Thailand proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Thailand targeting is included at no extra cost.

### What are Thailand residential proxies used for?

QuantumProxies customers use Thailand residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Philippines Residential Premium Proxies | Philippine Proxy Service | Quantum Proxies

Get residential premium proxies in Philippines. Philippine IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Philippines

QuantumProxies offers residential premium proxies in Philippines with city, state, and country-level targeting. Use Philippine residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Philippines websites
- E-commerce and price monitoring in Philippines
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Philippine IPs

## Why choose us

Our residential proxy network covers 200+ countries including Philippines. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Philippines?

Yes. QuantumProxies offers residential proxies in Philippines from a pool of 90M+ real residential IPs across 200+ countries. You target Philippines at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Philippines residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Philippines traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Philippines proxies rotating or sticky?

Both. QuantumProxies rotates the Philippines IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Philippines residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Philippines targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Philippines proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Philippines targeting is included at no extra cost.

### What are Philippines residential proxies used for?

QuantumProxies customers use Philippines residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Belgium Residential Premium Proxies | Belgian Proxy Service | Quantum Proxies

Get residential premium proxies in Belgium. Belgian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Belgium

QuantumProxies offers residential premium proxies in Belgium with city, state, and country-level targeting. Use Belgian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Belgium websites
- E-commerce and price monitoring in Belgium
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Belgian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Belgium. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Belgium?

Yes. QuantumProxies offers residential proxies in Belgium from a pool of 90M+ real residential IPs across 200+ countries. You target Belgium at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Belgium residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Belgium traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Belgium proxies rotating or sticky?

Both. QuantumProxies rotates the Belgium IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Belgium residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Belgium targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Belgium proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Belgium targeting is included at no extra cost.

### What are Belgium residential proxies used for?

QuantumProxies customers use Belgium residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Sweden Residential Premium Proxies | Swedish Proxy Service | Quantum Proxies

Get residential premium proxies in Sweden. Swedish IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Sweden

QuantumProxies offers residential premium proxies in Sweden with city, state, and country-level targeting. Use Swedish residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Sweden websites
- E-commerce and price monitoring in Sweden
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Swedish IPs

## Why choose us

Our residential proxy network covers 200+ countries including Sweden. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Sweden?

Yes. QuantumProxies offers residential proxies in Sweden from a pool of 90M+ real residential IPs across 200+ countries. You target Sweden at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Sweden residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Sweden traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Sweden proxies rotating or sticky?

Both. QuantumProxies rotates the Sweden IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Sweden residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Sweden targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Sweden proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Sweden targeting is included at no extra cost.

### What are Sweden residential proxies used for?

QuantumProxies customers use Sweden residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Switzerland Residential Premium Proxies | Swiss Proxy Service | Quantum Proxies

Get residential premium proxies in Switzerland. Swiss IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Switzerland

QuantumProxies offers residential premium proxies in Switzerland with city, state, and country-level targeting. Use Swiss residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Switzerland websites
- E-commerce and price monitoring in Switzerland
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Swiss IPs

## Why choose us

Our residential proxy network covers 200+ countries including Switzerland. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Switzerland?

Yes. QuantumProxies offers residential proxies in Switzerland from a pool of 90M+ real residential IPs across 200+ countries. You target Switzerland at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Switzerland residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Switzerland traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Switzerland proxies rotating or sticky?

Both. QuantumProxies rotates the Switzerland IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Switzerland residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Switzerland targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Switzerland proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Switzerland targeting is included at no extra cost.

### What are Switzerland residential proxies used for?

QuantumProxies customers use Switzerland residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Austria Residential Premium Proxies | Austrian Proxy Service | Quantum Proxies

Get residential premium proxies in Austria. Austrian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Austria

QuantumProxies offers residential premium proxies in Austria with city, state, and country-level targeting. Use Austrian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Austria websites
- E-commerce and price monitoring in Austria
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Austrian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Austria. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Austria?

Yes. QuantumProxies offers residential proxies in Austria from a pool of 90M+ real residential IPs across 200+ countries. You target Austria at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Austria residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Austria traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Austria proxies rotating or sticky?

Both. QuantumProxies rotates the Austria IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Austria residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Austria targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Austria proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Austria targeting is included at no extra cost.

### What are Austria residential proxies used for?

QuantumProxies customers use Austria residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Portugal Residential Premium Proxies | Portuguese Proxy Service | Quantum Proxies

Get residential premium proxies in Portugal. Portuguese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Portugal

QuantumProxies offers residential premium proxies in Portugal with city, state, and country-level targeting. Use Portuguese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Portugal websites
- E-commerce and price monitoring in Portugal
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Portuguese IPs

## Why choose us

Our residential proxy network covers 200+ countries including Portugal. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Portugal?

Yes. QuantumProxies offers residential proxies in Portugal from a pool of 90M+ real residential IPs across 200+ countries. You target Portugal at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Portugal residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Portugal traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Portugal proxies rotating or sticky?

Both. QuantumProxies rotates the Portugal IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Portugal residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Portugal targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Portugal proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Portugal targeting is included at no extra cost.

### What are Portugal residential proxies used for?

QuantumProxies customers use Portugal residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Israel Residential Premium Proxies | Israeli Proxy Service | Quantum Proxies

Get residential premium proxies in Israel. Israeli IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Israel

QuantumProxies offers residential premium proxies in Israel with city, state, and country-level targeting. Use Israeli residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Israel websites
- E-commerce and price monitoring in Israel
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Israeli IPs

## Why choose us

Our residential proxy network covers 200+ countries including Israel. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Israel?

Yes. QuantumProxies offers residential proxies in Israel from a pool of 90M+ real residential IPs across 200+ countries. You target Israel at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Israel residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Israel traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Israel proxies rotating or sticky?

Both. QuantumProxies rotates the Israel IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Israel residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Israel targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Israel proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Israel targeting is included at no extra cost.

### What are Israel residential proxies used for?

QuantumProxies customers use Israel residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# United Arab Emirates Residential Premium Proxies | UAE Proxy Service | Quantum Proxies

Get residential premium proxies in United Arab Emirates. UAE IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies United Arab Emirates

QuantumProxies offers residential premium proxies in United Arab Emirates with city, state, and country-level targeting. Use UAE residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from United Arab Emirates websites
- E-commerce and price monitoring in United Arab Emirates
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with UAE IPs

## Why choose us

Our residential proxy network covers 200+ countries including United Arab Emirates. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in United Arab Emirates?

Yes. QuantumProxies offers residential proxies in United Arab Emirates from a pool of 90M+ real residential IPs across 200+ countries. You target United Arab Emirates at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do United Arab Emirates residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. United Arab Emirates traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are United Arab Emirates proxies rotating or sticky?

Both. QuantumProxies rotates the United Arab Emirates IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test United Arab Emirates residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your United Arab Emirates targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for United Arab Emirates proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and United Arab Emirates targeting is included at no extra cost.

### What are United Arab Emirates residential proxies used for?

QuantumProxies customers use United Arab Emirates residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Saudi Arabia Residential Premium Proxies | Saudi Proxy Service | Quantum Proxies

Get residential premium proxies in Saudi Arabia. Saudi IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Saudi Arabia

QuantumProxies offers residential premium proxies in Saudi Arabia with city, state, and country-level targeting. Use Saudi residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Saudi Arabia websites
- E-commerce and price monitoring in Saudi Arabia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Saudi IPs

## Why choose us

Our residential proxy network covers 200+ countries including Saudi Arabia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Saudi Arabia?

Yes. QuantumProxies offers residential proxies in Saudi Arabia from a pool of 90M+ real residential IPs across 200+ countries. You target Saudi Arabia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Saudi Arabia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Saudi Arabia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Saudi Arabia proxies rotating or sticky?

Both. QuantumProxies rotates the Saudi Arabia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Saudi Arabia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Saudi Arabia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Saudi Arabia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Saudi Arabia targeting is included at no extra cost.

### What are Saudi Arabia residential proxies used for?

QuantumProxies customers use Saudi Arabia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# South Africa Residential Premium Proxies | South African Proxy Service | Quantum Proxies

Get residential premium proxies in South Africa. South African IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies South Africa

QuantumProxies offers residential premium proxies in South Africa with city, state, and country-level targeting. Use South African residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from South Africa websites
- E-commerce and price monitoring in South Africa
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with South African IPs

## Why choose us

Our residential proxy network covers 200+ countries including South Africa. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in South Africa?

Yes. QuantumProxies offers residential proxies in South Africa from a pool of 90M+ real residential IPs across 200+ countries. You target South Africa at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do South Africa residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. South Africa traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are South Africa proxies rotating or sticky?

Both. QuantumProxies rotates the South Africa IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test South Africa residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your South Africa targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for South Africa proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and South Africa targeting is included at no extra cost.

### What are South Africa residential proxies used for?

QuantumProxies customers use South Africa residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Nigeria Residential Premium Proxies | Nigerian Proxy Service | Quantum Proxies

Get residential premium proxies in Nigeria. Nigerian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Nigeria

QuantumProxies offers residential premium proxies in Nigeria with city, state, and country-level targeting. Use Nigerian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Nigeria websites
- E-commerce and price monitoring in Nigeria
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Nigerian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Nigeria. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Nigeria?

Yes. QuantumProxies offers residential proxies in Nigeria from a pool of 90M+ real residential IPs across 200+ countries. You target Nigeria at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Nigeria residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Nigeria traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Nigeria proxies rotating or sticky?

Both. QuantumProxies rotates the Nigeria IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Nigeria residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Nigeria targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Nigeria proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Nigeria targeting is included at no extra cost.

### What are Nigeria residential proxies used for?

QuantumProxies customers use Nigeria residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Egypt Residential Premium Proxies | Egyptian Proxy Service | Quantum Proxies

Get residential premium proxies in Egypt. Egyptian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Egypt

QuantumProxies offers residential premium proxies in Egypt with city, state, and country-level targeting. Use Egyptian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Egypt websites
- E-commerce and price monitoring in Egypt
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Egyptian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Egypt. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Egypt?

Yes. QuantumProxies offers residential proxies in Egypt from a pool of 90M+ real residential IPs across 200+ countries. You target Egypt at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Egypt residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Egypt traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Egypt proxies rotating or sticky?

Both. QuantumProxies rotates the Egypt IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Egypt residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Egypt targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Egypt proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Egypt targeting is included at no extra cost.

### What are Egypt residential proxies used for?

QuantumProxies customers use Egypt residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Kenya Residential Premium Proxies | Kenyan Proxy Service | Quantum Proxies

Get residential premium proxies in Kenya. Kenyan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Kenya

QuantumProxies offers residential premium proxies in Kenya with city, state, and country-level targeting. Use Kenyan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Kenya websites
- E-commerce and price monitoring in Kenya
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Kenyan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Kenya. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Kenya?

Yes. QuantumProxies offers residential proxies in Kenya from a pool of 90M+ real residential IPs across 200+ countries. You target Kenya at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Kenya residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Kenya traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Kenya proxies rotating or sticky?

Both. QuantumProxies rotates the Kenya IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Kenya residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Kenya targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Kenya proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Kenya targeting is included at no extra cost.

### What are Kenya residential proxies used for?

QuantumProxies customers use Kenya residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Singapore Residential Premium Proxies | Singaporean Proxy Service | Quantum Proxies

Get residential premium proxies in Singapore. Singaporean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Singapore

QuantumProxies offers residential premium proxies in Singapore with city, state, and country-level targeting. Use Singaporean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Singapore websites
- E-commerce and price monitoring in Singapore
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Singaporean IPs

## Why choose us

Our residential proxy network covers 200+ countries including Singapore. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Singapore?

Yes. QuantumProxies offers residential proxies in Singapore from a pool of 90M+ real residential IPs across 200+ countries. You target Singapore at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Singapore residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Singapore traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Singapore proxies rotating or sticky?

Both. QuantumProxies rotates the Singapore IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Singapore residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Singapore targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Singapore proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Singapore targeting is included at no extra cost.

### What are Singapore residential proxies used for?

QuantumProxies customers use Singapore residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Hong Kong Residential Premium Proxies | Hong Kong Proxy Service | Quantum Proxies

Get residential premium proxies in Hong Kong. Hong Kong IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Hong Kong

QuantumProxies offers residential premium proxies in Hong Kong with city, state, and country-level targeting. Use Hong Kong residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Hong Kong websites
- E-commerce and price monitoring in Hong Kong
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Hong Kong IPs

## Why choose us

Our residential proxy network covers 200+ countries including Hong Kong. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Hong Kong?

Yes. QuantumProxies offers residential proxies in Hong Kong from a pool of 90M+ real residential IPs across 200+ countries. You target Hong Kong at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Hong Kong residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Hong Kong traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Hong Kong proxies rotating or sticky?

Both. QuantumProxies rotates the Hong Kong IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Hong Kong residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Hong Kong targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Hong Kong proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Hong Kong targeting is included at no extra cost.

### What are Hong Kong residential proxies used for?

QuantumProxies customers use Hong Kong residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Taiwan Residential Premium Proxies | Taiwanese Proxy Service | Quantum Proxies

Get residential premium proxies in Taiwan. Taiwanese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Taiwan

QuantumProxies offers residential premium proxies in Taiwan with city, state, and country-level targeting. Use Taiwanese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Taiwan websites
- E-commerce and price monitoring in Taiwan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Taiwanese IPs

## Why choose us

Our residential proxy network covers 200+ countries including Taiwan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Taiwan?

Yes. QuantumProxies offers residential proxies in Taiwan from a pool of 90M+ real residential IPs across 200+ countries. You target Taiwan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Taiwan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Taiwan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Taiwan proxies rotating or sticky?

Both. QuantumProxies rotates the Taiwan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Taiwan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Taiwan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Taiwan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Taiwan targeting is included at no extra cost.

### What are Taiwan residential proxies used for?

QuantumProxies customers use Taiwan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# New Zealand Residential Premium Proxies | New Zealand Proxy Service | Quantum Proxies

Get residential premium proxies in New Zealand. New Zealand IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies New Zealand

QuantumProxies offers residential premium proxies in New Zealand with city, state, and country-level targeting. Use New Zealand residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from New Zealand websites
- E-commerce and price monitoring in New Zealand
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with New Zealand IPs

## Why choose us

Our residential proxy network covers 200+ countries including New Zealand. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in New Zealand?

Yes. QuantumProxies offers residential proxies in New Zealand from a pool of 90M+ real residential IPs across 200+ countries. You target New Zealand at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do New Zealand residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. New Zealand traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are New Zealand proxies rotating or sticky?

Both. QuantumProxies rotates the New Zealand IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test New Zealand residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your New Zealand targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for New Zealand proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and New Zealand targeting is included at no extra cost.

### What are New Zealand residential proxies used for?

QuantumProxies customers use New Zealand residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Ireland Residential Premium Proxies | Irish Proxy Service | Quantum Proxies

Get residential premium proxies in Ireland. Irish IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Ireland

QuantumProxies offers residential premium proxies in Ireland with city, state, and country-level targeting. Use Irish residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Ireland websites
- E-commerce and price monitoring in Ireland
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Irish IPs

## Why choose us

Our residential proxy network covers 200+ countries including Ireland. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Ireland?

Yes. QuantumProxies offers residential proxies in Ireland from a pool of 90M+ real residential IPs across 200+ countries. You target Ireland at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Ireland residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Ireland traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Ireland proxies rotating or sticky?

Both. QuantumProxies rotates the Ireland IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Ireland residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Ireland targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Ireland proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Ireland targeting is included at no extra cost.

### What are Ireland residential proxies used for?

QuantumProxies customers use Ireland residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Denmark Residential Premium Proxies | Danish Proxy Service | Quantum Proxies

Get residential premium proxies in Denmark. Danish IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Denmark

QuantumProxies offers residential premium proxies in Denmark with city, state, and country-level targeting. Use Danish residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Denmark websites
- E-commerce and price monitoring in Denmark
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Danish IPs

## Why choose us

Our residential proxy network covers 200+ countries including Denmark. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Denmark?

Yes. QuantumProxies offers residential proxies in Denmark from a pool of 90M+ real residential IPs across 200+ countries. You target Denmark at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Denmark residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Denmark traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Denmark proxies rotating or sticky?

Both. QuantumProxies rotates the Denmark IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Denmark residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Denmark targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Denmark proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Denmark targeting is included at no extra cost.

### What are Denmark residential proxies used for?

QuantumProxies customers use Denmark residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Norway Residential Premium Proxies | Norwegian Proxy Service | Quantum Proxies

Get residential premium proxies in Norway. Norwegian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Norway

QuantumProxies offers residential premium proxies in Norway with city, state, and country-level targeting. Use Norwegian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Norway websites
- E-commerce and price monitoring in Norway
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Norwegian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Norway. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Norway?

Yes. QuantumProxies offers residential proxies in Norway from a pool of 90M+ real residential IPs across 200+ countries. You target Norway at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Norway residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Norway traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Norway proxies rotating or sticky?

Both. QuantumProxies rotates the Norway IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Norway residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Norway targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Norway proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Norway targeting is included at no extra cost.

### What are Norway residential proxies used for?

QuantumProxies customers use Norway residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Finland Residential Premium Proxies | Finnish Proxy Service | Quantum Proxies

Get residential premium proxies in Finland. Finnish IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Finland

QuantumProxies offers residential premium proxies in Finland with city, state, and country-level targeting. Use Finnish residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Finland websites
- E-commerce and price monitoring in Finland
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Finnish IPs

## Why choose us

Our residential proxy network covers 200+ countries including Finland. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Finland?

Yes. QuantumProxies offers residential proxies in Finland from a pool of 90M+ real residential IPs across 200+ countries. You target Finland at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Finland residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Finland traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Finland proxies rotating or sticky?

Both. QuantumProxies rotates the Finland IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Finland residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Finland targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Finland proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Finland targeting is included at no extra cost.

### What are Finland residential proxies used for?

QuantumProxies customers use Finland residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Romania Residential Premium Proxies | Romanian Proxy Service | Quantum Proxies

Get residential premium proxies in Romania. Romanian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Romania

QuantumProxies offers residential premium proxies in Romania with city, state, and country-level targeting. Use Romanian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Romania websites
- E-commerce and price monitoring in Romania
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Romanian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Romania. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Romania?

Yes. QuantumProxies offers residential proxies in Romania from a pool of 90M+ real residential IPs across 200+ countries. You target Romania at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Romania residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Romania traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Romania proxies rotating or sticky?

Both. QuantumProxies rotates the Romania IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Romania residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Romania targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Romania proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Romania targeting is included at no extra cost.

### What are Romania residential proxies used for?

QuantumProxies customers use Romania residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Hungary Residential Premium Proxies | Hungarian Proxy Service | Quantum Proxies

Get residential premium proxies in Hungary. Hungarian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Hungary

QuantumProxies offers residential premium proxies in Hungary with city, state, and country-level targeting. Use Hungarian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Hungary websites
- E-commerce and price monitoring in Hungary
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Hungarian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Hungary. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Hungary?

Yes. QuantumProxies offers residential proxies in Hungary from a pool of 90M+ real residential IPs across 200+ countries. You target Hungary at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Hungary residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Hungary traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Hungary proxies rotating or sticky?

Both. QuantumProxies rotates the Hungary IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Hungary residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Hungary targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Hungary proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Hungary targeting is included at no extra cost.

### What are Hungary residential proxies used for?

QuantumProxies customers use Hungary residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Czech Republic Residential Premium Proxies | Czech Proxy Service | Quantum Proxies

Get residential premium proxies in Czech Republic. Czech IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Czech Republic

QuantumProxies offers residential premium proxies in Czech Republic with city, state, and country-level targeting. Use Czech residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Czech Republic websites
- E-commerce and price monitoring in Czech Republic
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Czech IPs

## Why choose us

Our residential proxy network covers 200+ countries including Czech Republic. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Czech Republic?

Yes. QuantumProxies offers residential proxies in Czech Republic from a pool of 90M+ real residential IPs across 200+ countries. You target Czech Republic at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Czech Republic residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Czech Republic traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Czech Republic proxies rotating or sticky?

Both. QuantumProxies rotates the Czech Republic IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Czech Republic residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Czech Republic targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Czech Republic proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Czech Republic targeting is included at no extra cost.

### What are Czech Republic residential proxies used for?

QuantumProxies customers use Czech Republic residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Greece Residential Premium Proxies | Greek Proxy Service | Quantum Proxies

Get residential premium proxies in Greece. Greek IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Greece

QuantumProxies offers residential premium proxies in Greece with city, state, and country-level targeting. Use Greek residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Greece websites
- E-commerce and price monitoring in Greece
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Greek IPs

## Why choose us

Our residential proxy network covers 200+ countries including Greece. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Greece?

Yes. QuantumProxies offers residential proxies in Greece from a pool of 90M+ real residential IPs across 200+ countries. You target Greece at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Greece residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Greece traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Greece proxies rotating or sticky?

Both. QuantumProxies rotates the Greece IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Greece residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Greece targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Greece proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Greece targeting is included at no extra cost.

### What are Greece residential proxies used for?

QuantumProxies customers use Greece residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Ukraine Residential Premium Proxies | Ukrainian Proxy Service | Quantum Proxies

Get residential premium proxies in Ukraine. Ukrainian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Ukraine

QuantumProxies offers residential premium proxies in Ukraine with city, state, and country-level targeting. Use Ukrainian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Ukraine websites
- E-commerce and price monitoring in Ukraine
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Ukrainian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Ukraine. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Ukraine?

Yes. QuantumProxies offers residential proxies in Ukraine from a pool of 90M+ real residential IPs across 200+ countries. You target Ukraine at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Ukraine residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Ukraine traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Ukraine proxies rotating or sticky?

Both. QuantumProxies rotates the Ukraine IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Ukraine residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Ukraine targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Ukraine proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Ukraine targeting is included at no extra cost.

### What are Ukraine residential proxies used for?

QuantumProxies customers use Ukraine residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Pakistan Residential Premium Proxies | Pakistani Proxy Service | Quantum Proxies

Get residential premium proxies in Pakistan. Pakistani IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Pakistan

QuantumProxies offers residential premium proxies in Pakistan with city, state, and country-level targeting. Use Pakistani residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Pakistan websites
- E-commerce and price monitoring in Pakistan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Pakistani IPs

## Why choose us

Our residential proxy network covers 200+ countries including Pakistan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Pakistan?

Yes. QuantumProxies offers residential proxies in Pakistan from a pool of 90M+ real residential IPs across 200+ countries. You target Pakistan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Pakistan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Pakistan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Pakistan proxies rotating or sticky?

Both. QuantumProxies rotates the Pakistan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Pakistan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Pakistan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Pakistan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Pakistan targeting is included at no extra cost.

### What are Pakistan residential proxies used for?

QuantumProxies customers use Pakistan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Bangladesh Residential Premium Proxies | Bangladeshi Proxy Service | Quantum Proxies

Get residential premium proxies in Bangladesh. Bangladeshi IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Bangladesh

QuantumProxies offers residential premium proxies in Bangladesh with city, state, and country-level targeting. Use Bangladeshi residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Bangladesh websites
- E-commerce and price monitoring in Bangladesh
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Bangladeshi IPs

## Why choose us

Our residential proxy network covers 200+ countries including Bangladesh. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Bangladesh?

Yes. QuantumProxies offers residential proxies in Bangladesh from a pool of 90M+ real residential IPs across 200+ countries. You target Bangladesh at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Bangladesh residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Bangladesh traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Bangladesh proxies rotating or sticky?

Both. QuantumProxies rotates the Bangladesh IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Bangladesh residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Bangladesh targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Bangladesh proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Bangladesh targeting is included at no extra cost.

### What are Bangladesh residential proxies used for?

QuantumProxies customers use Bangladesh residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Peru Residential Premium Proxies | Peruvian Proxy Service | Quantum Proxies

Get residential premium proxies in Peru. Peruvian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Peru

QuantumProxies offers residential premium proxies in Peru with city, state, and country-level targeting. Use Peruvian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Peru websites
- E-commerce and price monitoring in Peru
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Peruvian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Peru. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Peru?

Yes. QuantumProxies offers residential proxies in Peru from a pool of 90M+ real residential IPs across 200+ countries. You target Peru at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Peru residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Peru traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Peru proxies rotating or sticky?

Both. QuantumProxies rotates the Peru IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Peru residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Peru targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Peru proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Peru targeting is included at no extra cost.

### What are Peru residential proxies used for?

QuantumProxies customers use Peru residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Chile Residential Premium Proxies | Chilean Proxy Service | Quantum Proxies

Get residential premium proxies in Chile. Chilean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Chile

QuantumProxies offers residential premium proxies in Chile with city, state, and country-level targeting. Use Chilean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Chile websites
- E-commerce and price monitoring in Chile
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Chilean IPs

## Why choose us

Our residential proxy network covers 200+ countries including Chile. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Chile?

Yes. QuantumProxies offers residential proxies in Chile from a pool of 90M+ real residential IPs across 200+ countries. You target Chile at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Chile residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Chile traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Chile proxies rotating or sticky?

Both. QuantumProxies rotates the Chile IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Chile residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Chile targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Chile proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Chile targeting is included at no extra cost.

### What are Chile residential proxies used for?

QuantumProxies customers use Chile residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Venezuela Residential Premium Proxies | Venezuelan Proxy Service | Quantum Proxies

Get residential premium proxies in Venezuela. Venezuelan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Venezuela

QuantumProxies offers residential premium proxies in Venezuela with city, state, and country-level targeting. Use Venezuelan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Venezuela websites
- E-commerce and price monitoring in Venezuela
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Venezuelan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Venezuela. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Venezuela?

Yes. QuantumProxies offers residential proxies in Venezuela from a pool of 90M+ real residential IPs across 200+ countries. You target Venezuela at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Venezuela residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Venezuela traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Venezuela proxies rotating or sticky?

Both. QuantumProxies rotates the Venezuela IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Venezuela residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Venezuela targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Venezuela proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Venezuela targeting is included at no extra cost.

### What are Venezuela residential proxies used for?

QuantumProxies customers use Venezuela residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Ecuador Residential Premium Proxies | Ecuadorian Proxy Service | Quantum Proxies

Get residential premium proxies in Ecuador. Ecuadorian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Ecuador

QuantumProxies offers residential premium proxies in Ecuador with city, state, and country-level targeting. Use Ecuadorian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Ecuador websites
- E-commerce and price monitoring in Ecuador
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Ecuadorian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Ecuador. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Ecuador?

Yes. QuantumProxies offers residential proxies in Ecuador from a pool of 90M+ real residential IPs across 200+ countries. You target Ecuador at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Ecuador residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Ecuador traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Ecuador proxies rotating or sticky?

Both. QuantumProxies rotates the Ecuador IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Ecuador residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Ecuador targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Ecuador proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Ecuador targeting is included at no extra cost.

### What are Ecuador residential proxies used for?

QuantumProxies customers use Ecuador residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Morocco Residential Premium Proxies | Moroccan Proxy Service | Quantum Proxies

Get residential premium proxies in Morocco. Moroccan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Morocco

QuantumProxies offers residential premium proxies in Morocco with city, state, and country-level targeting. Use Moroccan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Morocco websites
- E-commerce and price monitoring in Morocco
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Moroccan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Morocco. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Morocco?

Yes. QuantumProxies offers residential proxies in Morocco from a pool of 90M+ real residential IPs across 200+ countries. You target Morocco at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Morocco residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Morocco traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Morocco proxies rotating or sticky?

Both. QuantumProxies rotates the Morocco IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Morocco residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Morocco targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Morocco proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Morocco targeting is included at no extra cost.

### What are Morocco residential proxies used for?

QuantumProxies customers use Morocco residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Algeria Residential Premium Proxies | Algerian Proxy Service | Quantum Proxies

Get residential premium proxies in Algeria. Algerian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Algeria

QuantumProxies offers residential premium proxies in Algeria with city, state, and country-level targeting. Use Algerian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Algeria websites
- E-commerce and price monitoring in Algeria
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Algerian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Algeria. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Algeria?

Yes. QuantumProxies offers residential proxies in Algeria from a pool of 90M+ real residential IPs across 200+ countries. You target Algeria at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Algeria residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Algeria traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Algeria proxies rotating or sticky?

Both. QuantumProxies rotates the Algeria IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Algeria residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Algeria targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Algeria proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Algeria targeting is included at no extra cost.

### What are Algeria residential proxies used for?

QuantumProxies customers use Algeria residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Tunisia Residential Premium Proxies | Tunisian Proxy Service | Quantum Proxies

Get residential premium proxies in Tunisia. Tunisian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Tunisia

QuantumProxies offers residential premium proxies in Tunisia with city, state, and country-level targeting. Use Tunisian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Tunisia websites
- E-commerce and price monitoring in Tunisia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Tunisian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Tunisia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Tunisia?

Yes. QuantumProxies offers residential proxies in Tunisia from a pool of 90M+ real residential IPs across 200+ countries. You target Tunisia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Tunisia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Tunisia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Tunisia proxies rotating or sticky?

Both. QuantumProxies rotates the Tunisia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Tunisia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Tunisia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Tunisia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Tunisia targeting is included at no extra cost.

### What are Tunisia residential proxies used for?

QuantumProxies customers use Tunisia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Ghana Residential Premium Proxies | Ghanaian Proxy Service | Quantum Proxies

Get residential premium proxies in Ghana. Ghanaian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Ghana

QuantumProxies offers residential premium proxies in Ghana with city, state, and country-level targeting. Use Ghanaian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Ghana websites
- E-commerce and price monitoring in Ghana
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Ghanaian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Ghana. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Ghana?

Yes. QuantumProxies offers residential proxies in Ghana from a pool of 90M+ real residential IPs across 200+ countries. You target Ghana at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Ghana residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Ghana traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Ghana proxies rotating or sticky?

Both. QuantumProxies rotates the Ghana IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Ghana residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Ghana targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Ghana proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Ghana targeting is included at no extra cost.

### What are Ghana residential proxies used for?

QuantumProxies customers use Ghana residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Tanzania Residential Premium Proxies | Tanzanian Proxy Service | Quantum Proxies

Get residential premium proxies in Tanzania. Tanzanian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Tanzania

QuantumProxies offers residential premium proxies in Tanzania with city, state, and country-level targeting. Use Tanzanian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Tanzania websites
- E-commerce and price monitoring in Tanzania
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Tanzanian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Tanzania. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Tanzania?

Yes. QuantumProxies offers residential proxies in Tanzania from a pool of 90M+ real residential IPs across 200+ countries. You target Tanzania at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Tanzania residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Tanzania traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Tanzania proxies rotating or sticky?

Both. QuantumProxies rotates the Tanzania IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Tanzania residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Tanzania targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Tanzania proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Tanzania targeting is included at no extra cost.

### What are Tanzania residential proxies used for?

QuantumProxies customers use Tanzania residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Uganda Residential Premium Proxies | Ugandan Proxy Service | Quantum Proxies

Get residential premium proxies in Uganda. Ugandan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Uganda

QuantumProxies offers residential premium proxies in Uganda with city, state, and country-level targeting. Use Ugandan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Uganda websites
- E-commerce and price monitoring in Uganda
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Ugandan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Uganda. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Uganda?

Yes. QuantumProxies offers residential proxies in Uganda from a pool of 90M+ real residential IPs across 200+ countries. You target Uganda at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Uganda residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Uganda traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Uganda proxies rotating or sticky?

Both. QuantumProxies rotates the Uganda IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Uganda residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Uganda targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Uganda proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Uganda targeting is included at no extra cost.

### What are Uganda residential proxies used for?

QuantumProxies customers use Uganda residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Ethiopia Residential Premium Proxies | Ethiopian Proxy Service | Quantum Proxies

Get residential premium proxies in Ethiopia. Ethiopian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Ethiopia

QuantumProxies offers residential premium proxies in Ethiopia with city, state, and country-level targeting. Use Ethiopian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Ethiopia websites
- E-commerce and price monitoring in Ethiopia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Ethiopian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Ethiopia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Ethiopia?

Yes. QuantumProxies offers residential proxies in Ethiopia from a pool of 90M+ real residential IPs across 200+ countries. You target Ethiopia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Ethiopia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Ethiopia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Ethiopia proxies rotating or sticky?

Both. QuantumProxies rotates the Ethiopia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Ethiopia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Ethiopia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Ethiopia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Ethiopia targeting is included at no extra cost.

### What are Ethiopia residential proxies used for?

QuantumProxies customers use Ethiopia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Croatia Residential Premium Proxies | Croatian Proxy Service | Quantum Proxies

Get residential premium proxies in Croatia. Croatian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Croatia

QuantumProxies offers residential premium proxies in Croatia with city, state, and country-level targeting. Use Croatian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Croatia websites
- E-commerce and price monitoring in Croatia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Croatian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Croatia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Croatia?

Yes. QuantumProxies offers residential proxies in Croatia from a pool of 90M+ real residential IPs across 200+ countries. You target Croatia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Croatia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Croatia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Croatia proxies rotating or sticky?

Both. QuantumProxies rotates the Croatia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Croatia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Croatia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Croatia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Croatia targeting is included at no extra cost.

### What are Croatia residential proxies used for?

QuantumProxies customers use Croatia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Serbia Residential Premium Proxies | Serbian Proxy Service | Quantum Proxies

Get residential premium proxies in Serbia. Serbian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Serbia

QuantumProxies offers residential premium proxies in Serbia with city, state, and country-level targeting. Use Serbian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Serbia websites
- E-commerce and price monitoring in Serbia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Serbian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Serbia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Serbia?

Yes. QuantumProxies offers residential proxies in Serbia from a pool of 90M+ real residential IPs across 200+ countries. You target Serbia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Serbia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Serbia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Serbia proxies rotating or sticky?

Both. QuantumProxies rotates the Serbia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Serbia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Serbia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Serbia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Serbia targeting is included at no extra cost.

### What are Serbia residential proxies used for?

QuantumProxies customers use Serbia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Bulgaria Residential Premium Proxies | Bulgarian Proxy Service | Quantum Proxies

Get residential premium proxies in Bulgaria. Bulgarian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Bulgaria

QuantumProxies offers residential premium proxies in Bulgaria with city, state, and country-level targeting. Use Bulgarian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Bulgaria websites
- E-commerce and price monitoring in Bulgaria
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Bulgarian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Bulgaria. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Bulgaria?

Yes. QuantumProxies offers residential proxies in Bulgaria from a pool of 90M+ real residential IPs across 200+ countries. You target Bulgaria at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Bulgaria residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Bulgaria traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Bulgaria proxies rotating or sticky?

Both. QuantumProxies rotates the Bulgaria IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Bulgaria residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Bulgaria targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Bulgaria proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Bulgaria targeting is included at no extra cost.

### What are Bulgaria residential proxies used for?

QuantumProxies customers use Bulgaria residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Slovakia Residential Premium Proxies | Slovak Proxy Service | Quantum Proxies

Get residential premium proxies in Slovakia. Slovak IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Slovakia

QuantumProxies offers residential premium proxies in Slovakia with city, state, and country-level targeting. Use Slovak residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Slovakia websites
- E-commerce and price monitoring in Slovakia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Slovak IPs

## Why choose us

Our residential proxy network covers 200+ countries including Slovakia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Slovakia?

Yes. QuantumProxies offers residential proxies in Slovakia from a pool of 90M+ real residential IPs across 200+ countries. You target Slovakia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Slovakia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Slovakia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Slovakia proxies rotating or sticky?

Both. QuantumProxies rotates the Slovakia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Slovakia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Slovakia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Slovakia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Slovakia targeting is included at no extra cost.

### What are Slovakia residential proxies used for?

QuantumProxies customers use Slovakia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Slovenia Residential Premium Proxies | Slovenian Proxy Service | Quantum Proxies

Get residential premium proxies in Slovenia. Slovenian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Slovenia

QuantumProxies offers residential premium proxies in Slovenia with city, state, and country-level targeting. Use Slovenian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Slovenia websites
- E-commerce and price monitoring in Slovenia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Slovenian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Slovenia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Slovenia?

Yes. QuantumProxies offers residential proxies in Slovenia from a pool of 90M+ real residential IPs across 200+ countries. You target Slovenia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Slovenia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Slovenia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Slovenia proxies rotating or sticky?

Both. QuantumProxies rotates the Slovenia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Slovenia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Slovenia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Slovenia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Slovenia targeting is included at no extra cost.

### What are Slovenia residential proxies used for?

QuantumProxies customers use Slovenia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Lithuania Residential Premium Proxies | Lithuanian Proxy Service | Quantum Proxies

Get residential premium proxies in Lithuania. Lithuanian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Lithuania

QuantumProxies offers residential premium proxies in Lithuania with city, state, and country-level targeting. Use Lithuanian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Lithuania websites
- E-commerce and price monitoring in Lithuania
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Lithuanian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Lithuania. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Lithuania?

Yes. QuantumProxies offers residential proxies in Lithuania from a pool of 90M+ real residential IPs across 200+ countries. You target Lithuania at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Lithuania residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Lithuania traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Lithuania proxies rotating or sticky?

Both. QuantumProxies rotates the Lithuania IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Lithuania residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Lithuania targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Lithuania proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Lithuania targeting is included at no extra cost.

### What are Lithuania residential proxies used for?

QuantumProxies customers use Lithuania residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Latvia Residential Premium Proxies | Latvian Proxy Service | Quantum Proxies

Get residential premium proxies in Latvia. Latvian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Latvia

QuantumProxies offers residential premium proxies in Latvia with city, state, and country-level targeting. Use Latvian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Latvia websites
- E-commerce and price monitoring in Latvia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Latvian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Latvia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Latvia?

Yes. QuantumProxies offers residential proxies in Latvia from a pool of 90M+ real residential IPs across 200+ countries. You target Latvia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Latvia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Latvia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Latvia proxies rotating or sticky?

Both. QuantumProxies rotates the Latvia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Latvia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Latvia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Latvia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Latvia targeting is included at no extra cost.

### What are Latvia residential proxies used for?

QuantumProxies customers use Latvia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Estonia Residential Premium Proxies | Estonian Proxy Service | Quantum Proxies

Get residential premium proxies in Estonia. Estonian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Estonia

QuantumProxies offers residential premium proxies in Estonia with city, state, and country-level targeting. Use Estonian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Estonia websites
- E-commerce and price monitoring in Estonia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Estonian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Estonia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Estonia?

Yes. QuantumProxies offers residential proxies in Estonia from a pool of 90M+ real residential IPs across 200+ countries. You target Estonia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Estonia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Estonia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Estonia proxies rotating or sticky?

Both. QuantumProxies rotates the Estonia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Estonia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Estonia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Estonia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Estonia targeting is included at no extra cost.

### What are Estonia residential proxies used for?

QuantumProxies customers use Estonia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Kazakhstan Residential Premium Proxies | Kazakhstani Proxy Service | Quantum Proxies

Get residential premium proxies in Kazakhstan. Kazakhstani IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Kazakhstan

QuantumProxies offers residential premium proxies in Kazakhstan with city, state, and country-level targeting. Use Kazakhstani residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Kazakhstan websites
- E-commerce and price monitoring in Kazakhstan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Kazakhstani IPs

## Why choose us

Our residential proxy network covers 200+ countries including Kazakhstan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Kazakhstan?

Yes. QuantumProxies offers residential proxies in Kazakhstan from a pool of 90M+ real residential IPs across 200+ countries. You target Kazakhstan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Kazakhstan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Kazakhstan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Kazakhstan proxies rotating or sticky?

Both. QuantumProxies rotates the Kazakhstan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Kazakhstan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Kazakhstan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Kazakhstan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Kazakhstan targeting is included at no extra cost.

### What are Kazakhstan residential proxies used for?

QuantumProxies customers use Kazakhstan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Uzbekistan Residential Premium Proxies | Uzbek Proxy Service | Quantum Proxies

Get residential premium proxies in Uzbekistan. Uzbek IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Uzbekistan

QuantumProxies offers residential premium proxies in Uzbekistan with city, state, and country-level targeting. Use Uzbek residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Uzbekistan websites
- E-commerce and price monitoring in Uzbekistan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Uzbek IPs

## Why choose us

Our residential proxy network covers 200+ countries including Uzbekistan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Uzbekistan?

Yes. QuantumProxies offers residential proxies in Uzbekistan from a pool of 90M+ real residential IPs across 200+ countries. You target Uzbekistan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Uzbekistan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Uzbekistan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Uzbekistan proxies rotating or sticky?

Both. QuantumProxies rotates the Uzbekistan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Uzbekistan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Uzbekistan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Uzbekistan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Uzbekistan targeting is included at no extra cost.

### What are Uzbekistan residential proxies used for?

QuantumProxies customers use Uzbekistan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Sri Lanka Residential Premium Proxies | Sri Lankan Proxy Service | Quantum Proxies

Get residential premium proxies in Sri Lanka. Sri Lankan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Sri Lanka

QuantumProxies offers residential premium proxies in Sri Lanka with city, state, and country-level targeting. Use Sri Lankan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Sri Lanka websites
- E-commerce and price monitoring in Sri Lanka
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Sri Lankan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Sri Lanka. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Sri Lanka?

Yes. QuantumProxies offers residential proxies in Sri Lanka from a pool of 90M+ real residential IPs across 200+ countries. You target Sri Lanka at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Sri Lanka residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Sri Lanka traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Sri Lanka proxies rotating or sticky?

Both. QuantumProxies rotates the Sri Lanka IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Sri Lanka residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Sri Lanka targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Sri Lanka proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Sri Lanka targeting is included at no extra cost.

### What are Sri Lanka residential proxies used for?

QuantumProxies customers use Sri Lanka residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Nepal Residential Premium Proxies | Nepalese Proxy Service | Quantum Proxies

Get residential premium proxies in Nepal. Nepalese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Nepal

QuantumProxies offers residential premium proxies in Nepal with city, state, and country-level targeting. Use Nepalese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Nepal websites
- E-commerce and price monitoring in Nepal
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Nepalese IPs

## Why choose us

Our residential proxy network covers 200+ countries including Nepal. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Nepal?

Yes. QuantumProxies offers residential proxies in Nepal from a pool of 90M+ real residential IPs across 200+ countries. You target Nepal at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Nepal residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Nepal traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Nepal proxies rotating or sticky?

Both. QuantumProxies rotates the Nepal IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Nepal residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Nepal targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Nepal proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Nepal targeting is included at no extra cost.

### What are Nepal residential proxies used for?

QuantumProxies customers use Nepal residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Cambodia Residential Premium Proxies | Cambodian Proxy Service | Quantum Proxies

Get residential premium proxies in Cambodia. Cambodian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Cambodia

QuantumProxies offers residential premium proxies in Cambodia with city, state, and country-level targeting. Use Cambodian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Cambodia websites
- E-commerce and price monitoring in Cambodia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Cambodian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Cambodia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Cambodia?

Yes. QuantumProxies offers residential proxies in Cambodia from a pool of 90M+ real residential IPs across 200+ countries. You target Cambodia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Cambodia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Cambodia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Cambodia proxies rotating or sticky?

Both. QuantumProxies rotates the Cambodia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Cambodia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Cambodia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Cambodia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Cambodia targeting is included at no extra cost.

### What are Cambodia residential proxies used for?

QuantumProxies customers use Cambodia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Myanmar Residential Premium Proxies | Myanmar Proxy Service | Quantum Proxies

Get residential premium proxies in Myanmar. Myanmar IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Myanmar

QuantumProxies offers residential premium proxies in Myanmar with city, state, and country-level targeting. Use Myanmar residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Myanmar websites
- E-commerce and price monitoring in Myanmar
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Myanmar IPs

## Why choose us

Our residential proxy network covers 200+ countries including Myanmar. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Myanmar?

Yes. QuantumProxies offers residential proxies in Myanmar from a pool of 90M+ real residential IPs across 200+ countries. You target Myanmar at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Myanmar residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Myanmar traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Myanmar proxies rotating or sticky?

Both. QuantumProxies rotates the Myanmar IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Myanmar residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Myanmar targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Myanmar proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Myanmar targeting is included at no extra cost.

### What are Myanmar residential proxies used for?

QuantumProxies customers use Myanmar residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Laos Residential Premium Proxies | Lao Proxy Service | Quantum Proxies

Get residential premium proxies in Laos. Lao IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Laos

QuantumProxies offers residential premium proxies in Laos with city, state, and country-level targeting. Use Lao residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Laos websites
- E-commerce and price monitoring in Laos
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Lao IPs

## Why choose us

Our residential proxy network covers 200+ countries including Laos. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Laos?

Yes. QuantumProxies offers residential proxies in Laos from a pool of 90M+ real residential IPs across 200+ countries. You target Laos at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Laos residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Laos traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Laos proxies rotating or sticky?

Both. QuantumProxies rotates the Laos IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Laos residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Laos targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Laos proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Laos targeting is included at no extra cost.

### What are Laos residential proxies used for?

QuantumProxies customers use Laos residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Qatar Residential Premium Proxies | Qatari Proxy Service | Quantum Proxies

Get residential premium proxies in Qatar. Qatari IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Qatar

QuantumProxies offers residential premium proxies in Qatar with city, state, and country-level targeting. Use Qatari residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Qatar websites
- E-commerce and price monitoring in Qatar
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Qatari IPs

## Why choose us

Our residential proxy network covers 200+ countries including Qatar. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Qatar?

Yes. QuantumProxies offers residential proxies in Qatar from a pool of 90M+ real residential IPs across 200+ countries. You target Qatar at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Qatar residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Qatar traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Qatar proxies rotating or sticky?

Both. QuantumProxies rotates the Qatar IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Qatar residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Qatar targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Qatar proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Qatar targeting is included at no extra cost.

### What are Qatar residential proxies used for?

QuantumProxies customers use Qatar residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Kuwait Residential Premium Proxies | Kuwaiti Proxy Service | Quantum Proxies

Get residential premium proxies in Kuwait. Kuwaiti IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Kuwait

QuantumProxies offers residential premium proxies in Kuwait with city, state, and country-level targeting. Use Kuwaiti residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Kuwait websites
- E-commerce and price monitoring in Kuwait
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Kuwaiti IPs

## Why choose us

Our residential proxy network covers 200+ countries including Kuwait. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Kuwait?

Yes. QuantumProxies offers residential proxies in Kuwait from a pool of 90M+ real residential IPs across 200+ countries. You target Kuwait at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Kuwait residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Kuwait traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Kuwait proxies rotating or sticky?

Both. QuantumProxies rotates the Kuwait IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Kuwait residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Kuwait targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Kuwait proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Kuwait targeting is included at no extra cost.

### What are Kuwait residential proxies used for?

QuantumProxies customers use Kuwait residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Bahrain Residential Premium Proxies | Bahraini Proxy Service | Quantum Proxies

Get residential premium proxies in Bahrain. Bahraini IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Bahrain

QuantumProxies offers residential premium proxies in Bahrain with city, state, and country-level targeting. Use Bahraini residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Bahrain websites
- E-commerce and price monitoring in Bahrain
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Bahraini IPs

## Why choose us

Our residential proxy network covers 200+ countries including Bahrain. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Bahrain?

Yes. QuantumProxies offers residential proxies in Bahrain from a pool of 90M+ real residential IPs across 200+ countries. You target Bahrain at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Bahrain residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Bahrain traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Bahrain proxies rotating or sticky?

Both. QuantumProxies rotates the Bahrain IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Bahrain residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Bahrain targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Bahrain proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Bahrain targeting is included at no extra cost.

### What are Bahrain residential proxies used for?

QuantumProxies customers use Bahrain residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Oman Residential Premium Proxies | Omani Proxy Service | Quantum Proxies

Get residential premium proxies in Oman. Omani IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Oman

QuantumProxies offers residential premium proxies in Oman with city, state, and country-level targeting. Use Omani residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Oman websites
- E-commerce and price monitoring in Oman
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Omani IPs

## Why choose us

Our residential proxy network covers 200+ countries including Oman. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Oman?

Yes. QuantumProxies offers residential proxies in Oman from a pool of 90M+ real residential IPs across 200+ countries. You target Oman at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Oman residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Oman traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Oman proxies rotating or sticky?

Both. QuantumProxies rotates the Oman IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Oman residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Oman targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Oman proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Oman targeting is included at no extra cost.

### What are Oman residential proxies used for?

QuantumProxies customers use Oman residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Jordan Residential Premium Proxies | Jordanian Proxy Service | Quantum Proxies

Get residential premium proxies in Jordan. Jordanian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Jordan

QuantumProxies offers residential premium proxies in Jordan with city, state, and country-level targeting. Use Jordanian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Jordan websites
- E-commerce and price monitoring in Jordan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Jordanian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Jordan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Jordan?

Yes. QuantumProxies offers residential proxies in Jordan from a pool of 90M+ real residential IPs across 200+ countries. You target Jordan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Jordan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Jordan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Jordan proxies rotating or sticky?

Both. QuantumProxies rotates the Jordan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Jordan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Jordan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Jordan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Jordan targeting is included at no extra cost.

### What are Jordan residential proxies used for?

QuantumProxies customers use Jordan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Lebanon Residential Premium Proxies | Lebanese Proxy Service | Quantum Proxies

Get residential premium proxies in Lebanon. Lebanese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Lebanon

QuantumProxies offers residential premium proxies in Lebanon with city, state, and country-level targeting. Use Lebanese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Lebanon websites
- E-commerce and price monitoring in Lebanon
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Lebanese IPs

## Why choose us

Our residential proxy network covers 200+ countries including Lebanon. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Lebanon?

Yes. QuantumProxies offers residential proxies in Lebanon from a pool of 90M+ real residential IPs across 200+ countries. You target Lebanon at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Lebanon residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Lebanon traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Lebanon proxies rotating or sticky?

Both. QuantumProxies rotates the Lebanon IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Lebanon residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Lebanon targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Lebanon proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Lebanon targeting is included at no extra cost.

### What are Lebanon residential proxies used for?

QuantumProxies customers use Lebanon residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Costa Rica Residential Premium Proxies | Costa Rican Proxy Service | Quantum Proxies

Get residential premium proxies in Costa Rica. Costa Rican IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Costa Rica

QuantumProxies offers residential premium proxies in Costa Rica with city, state, and country-level targeting. Use Costa Rican residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Costa Rica websites
- E-commerce and price monitoring in Costa Rica
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Costa Rican IPs

## Why choose us

Our residential proxy network covers 200+ countries including Costa Rica. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Costa Rica?

Yes. QuantumProxies offers residential proxies in Costa Rica from a pool of 90M+ real residential IPs across 200+ countries. You target Costa Rica at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Costa Rica residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Costa Rica traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Costa Rica proxies rotating or sticky?

Both. QuantumProxies rotates the Costa Rica IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Costa Rica residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Costa Rica targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Costa Rica proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Costa Rica targeting is included at no extra cost.

### What are Costa Rica residential proxies used for?

QuantumProxies customers use Costa Rica residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Panama Residential Premium Proxies | Panamanian Proxy Service | Quantum Proxies

Get residential premium proxies in Panama. Panamanian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Panama

QuantumProxies offers residential premium proxies in Panama with city, state, and country-level targeting. Use Panamanian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Panama websites
- E-commerce and price monitoring in Panama
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Panamanian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Panama. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Panama?

Yes. QuantumProxies offers residential proxies in Panama from a pool of 90M+ real residential IPs across 200+ countries. You target Panama at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Panama residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Panama traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Panama proxies rotating or sticky?

Both. QuantumProxies rotates the Panama IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Panama residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Panama targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Panama proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Panama targeting is included at no extra cost.

### What are Panama residential proxies used for?

QuantumProxies customers use Panama residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Guatemala Residential Premium Proxies | Guatemalan Proxy Service | Quantum Proxies

Get residential premium proxies in Guatemala. Guatemalan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Guatemala

QuantumProxies offers residential premium proxies in Guatemala with city, state, and country-level targeting. Use Guatemalan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Guatemala websites
- E-commerce and price monitoring in Guatemala
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Guatemalan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Guatemala. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Guatemala?

Yes. QuantumProxies offers residential proxies in Guatemala from a pool of 90M+ real residential IPs across 200+ countries. You target Guatemala at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Guatemala residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Guatemala traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Guatemala proxies rotating or sticky?

Both. QuantumProxies rotates the Guatemala IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Guatemala residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Guatemala targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Guatemala proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Guatemala targeting is included at no extra cost.

### What are Guatemala residential proxies used for?

QuantumProxies customers use Guatemala residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Dominican Republic Residential Premium Proxies | Dominican Proxy Service | Quantum Proxies

Get residential premium proxies in Dominican Republic. Dominican IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Dominican Republic

QuantumProxies offers residential premium proxies in Dominican Republic with city, state, and country-level targeting. Use Dominican residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Dominican Republic websites
- E-commerce and price monitoring in Dominican Republic
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Dominican IPs

## Why choose us

Our residential proxy network covers 200+ countries including Dominican Republic. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Dominican Republic?

Yes. QuantumProxies offers residential proxies in Dominican Republic from a pool of 90M+ real residential IPs across 200+ countries. You target Dominican Republic at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Dominican Republic residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Dominican Republic traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Dominican Republic proxies rotating or sticky?

Both. QuantumProxies rotates the Dominican Republic IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Dominican Republic residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Dominican Republic targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Dominican Republic proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Dominican Republic targeting is included at no extra cost.

### What are Dominican Republic residential proxies used for?

QuantumProxies customers use Dominican Republic residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Puerto Rico Residential Premium Proxies | Puerto Rican Proxy Service | Quantum Proxies

Get residential premium proxies in Puerto Rico. Puerto Rican IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Puerto Rico

QuantumProxies offers residential premium proxies in Puerto Rico with city, state, and country-level targeting. Use Puerto Rican residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Puerto Rico websites
- E-commerce and price monitoring in Puerto Rico
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Puerto Rican IPs

## Why choose us

Our residential proxy network covers 200+ countries including Puerto Rico. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Puerto Rico?

Yes. QuantumProxies offers residential proxies in Puerto Rico from a pool of 90M+ real residential IPs across 200+ countries. You target Puerto Rico at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Puerto Rico residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Puerto Rico traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Puerto Rico proxies rotating or sticky?

Both. QuantumProxies rotates the Puerto Rico IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Puerto Rico residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Puerto Rico targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Puerto Rico proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Puerto Rico targeting is included at no extra cost.

### What are Puerto Rico residential proxies used for?

QuantumProxies customers use Puerto Rico residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Bolivia Residential Premium Proxies | Bolivian Proxy Service | Quantum Proxies

Get residential premium proxies in Bolivia. Bolivian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Bolivia

QuantumProxies offers residential premium proxies in Bolivia with city, state, and country-level targeting. Use Bolivian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Bolivia websites
- E-commerce and price monitoring in Bolivia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Bolivian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Bolivia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Bolivia?

Yes. QuantumProxies offers residential proxies in Bolivia from a pool of 90M+ real residential IPs across 200+ countries. You target Bolivia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Bolivia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Bolivia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Bolivia proxies rotating or sticky?

Both. QuantumProxies rotates the Bolivia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Bolivia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Bolivia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Bolivia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Bolivia targeting is included at no extra cost.

### What are Bolivia residential proxies used for?

QuantumProxies customers use Bolivia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Paraguay Residential Premium Proxies | Paraguayan Proxy Service | Quantum Proxies

Get residential premium proxies in Paraguay. Paraguayan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Paraguay

QuantumProxies offers residential premium proxies in Paraguay with city, state, and country-level targeting. Use Paraguayan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Paraguay websites
- E-commerce and price monitoring in Paraguay
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Paraguayan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Paraguay. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Paraguay?

Yes. QuantumProxies offers residential proxies in Paraguay from a pool of 90M+ real residential IPs across 200+ countries. You target Paraguay at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Paraguay residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Paraguay traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Paraguay proxies rotating or sticky?

Both. QuantumProxies rotates the Paraguay IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Paraguay residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Paraguay targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Paraguay proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Paraguay targeting is included at no extra cost.

### What are Paraguay residential proxies used for?

QuantumProxies customers use Paraguay residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Uruguay Residential Premium Proxies | Uruguayan Proxy Service | Quantum Proxies

Get residential premium proxies in Uruguay. Uruguayan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Uruguay

QuantumProxies offers residential premium proxies in Uruguay with city, state, and country-level targeting. Use Uruguayan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Uruguay websites
- E-commerce and price monitoring in Uruguay
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Uruguayan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Uruguay. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Uruguay?

Yes. QuantumProxies offers residential proxies in Uruguay from a pool of 90M+ real residential IPs across 200+ countries. You target Uruguay at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Uruguay residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Uruguay traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Uruguay proxies rotating or sticky?

Both. QuantumProxies rotates the Uruguay IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Uruguay residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Uruguay targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Uruguay proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Uruguay targeting is included at no extra cost.

### What are Uruguay residential proxies used for?

QuantumProxies customers use Uruguay residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Iceland Residential Premium Proxies | Icelandic Proxy Service | Quantum Proxies

Get residential premium proxies in Iceland. Icelandic IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Iceland

QuantumProxies offers residential premium proxies in Iceland with city, state, and country-level targeting. Use Icelandic residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Iceland websites
- E-commerce and price monitoring in Iceland
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Icelandic IPs

## Why choose us

Our residential proxy network covers 200+ countries including Iceland. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Iceland?

Yes. QuantumProxies offers residential proxies in Iceland from a pool of 90M+ real residential IPs across 200+ countries. You target Iceland at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Iceland residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Iceland traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Iceland proxies rotating or sticky?

Both. QuantumProxies rotates the Iceland IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Iceland residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Iceland targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Iceland proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Iceland targeting is included at no extra cost.

### What are Iceland residential proxies used for?

QuantumProxies customers use Iceland residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Luxembourg Residential Premium Proxies | Luxembourgish Proxy Service | Quantum Proxies

Get residential premium proxies in Luxembourg. Luxembourgish IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Luxembourg

QuantumProxies offers residential premium proxies in Luxembourg with city, state, and country-level targeting. Use Luxembourgish residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Luxembourg websites
- E-commerce and price monitoring in Luxembourg
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Luxembourgish IPs

## Why choose us

Our residential proxy network covers 200+ countries including Luxembourg. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Luxembourg?

Yes. QuantumProxies offers residential proxies in Luxembourg from a pool of 90M+ real residential IPs across 200+ countries. You target Luxembourg at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Luxembourg residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Luxembourg traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Luxembourg proxies rotating or sticky?

Both. QuantumProxies rotates the Luxembourg IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Luxembourg residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Luxembourg targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Luxembourg proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Luxembourg targeting is included at no extra cost.

### What are Luxembourg residential proxies used for?

QuantumProxies customers use Luxembourg residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Cyprus Residential Premium Proxies | Cypriot Proxy Service | Quantum Proxies

Get residential premium proxies in Cyprus. Cypriot IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Cyprus

QuantumProxies offers residential premium proxies in Cyprus with city, state, and country-level targeting. Use Cypriot residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Cyprus websites
- E-commerce and price monitoring in Cyprus
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Cypriot IPs

## Why choose us

Our residential proxy network covers 200+ countries including Cyprus. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Cyprus?

Yes. QuantumProxies offers residential proxies in Cyprus from a pool of 90M+ real residential IPs across 200+ countries. You target Cyprus at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Cyprus residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Cyprus traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Cyprus proxies rotating or sticky?

Both. QuantumProxies rotates the Cyprus IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Cyprus residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Cyprus targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Cyprus proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Cyprus targeting is included at no extra cost.

### What are Cyprus residential proxies used for?

QuantumProxies customers use Cyprus residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Malta Residential Premium Proxies | Maltese Proxy Service | Quantum Proxies

Get residential premium proxies in Malta. Maltese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Malta

QuantumProxies offers residential premium proxies in Malta with city, state, and country-level targeting. Use Maltese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Malta websites
- E-commerce and price monitoring in Malta
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Maltese IPs

## Why choose us

Our residential proxy network covers 200+ countries including Malta. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Malta?

Yes. QuantumProxies offers residential proxies in Malta from a pool of 90M+ real residential IPs across 200+ countries. You target Malta at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Malta residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Malta traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Malta proxies rotating or sticky?

Both. QuantumProxies rotates the Malta IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Malta residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Malta targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Malta proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Malta targeting is included at no extra cost.

### What are Malta residential proxies used for?

QuantumProxies customers use Malta residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Trinidad and Tobago Residential Premium Proxies | Trinidadian Proxy Service | Quantum Proxies

Get residential premium proxies in Trinidad and Tobago. Trinidadian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Trinidad and Tobago

QuantumProxies offers residential premium proxies in Trinidad and Tobago with city, state, and country-level targeting. Use Trinidadian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Trinidad and Tobago websites
- E-commerce and price monitoring in Trinidad and Tobago
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Trinidadian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Trinidad and Tobago. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Trinidad and Tobago?

Yes. QuantumProxies offers residential proxies in Trinidad and Tobago from a pool of 90M+ real residential IPs across 200+ countries. You target Trinidad and Tobago at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Trinidad and Tobago residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Trinidad and Tobago traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Trinidad and Tobago proxies rotating or sticky?

Both. QuantumProxies rotates the Trinidad and Tobago IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Trinidad and Tobago residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Trinidad and Tobago targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Trinidad and Tobago proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Trinidad and Tobago targeting is included at no extra cost.

### What are Trinidad and Tobago residential proxies used for?

QuantumProxies customers use Trinidad and Tobago residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Jamaica Residential Premium Proxies | Jamaican Proxy Service | Quantum Proxies

Get residential premium proxies in Jamaica. Jamaican IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Jamaica

QuantumProxies offers residential premium proxies in Jamaica with city, state, and country-level targeting. Use Jamaican residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Jamaica websites
- E-commerce and price monitoring in Jamaica
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Jamaican IPs

## Why choose us

Our residential proxy network covers 200+ countries including Jamaica. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Jamaica?

Yes. QuantumProxies offers residential proxies in Jamaica from a pool of 90M+ real residential IPs across 200+ countries. You target Jamaica at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Jamaica residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Jamaica traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Jamaica proxies rotating or sticky?

Both. QuantumProxies rotates the Jamaica IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Jamaica residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Jamaica targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Jamaica proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Jamaica targeting is included at no extra cost.

### What are Jamaica residential proxies used for?

QuantumProxies customers use Jamaica residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Libya Residential Premium Proxies | Libyan Proxy Service | Quantum Proxies

Get residential premium proxies in Libya. Libyan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Libya

QuantumProxies offers residential premium proxies in Libya with city, state, and country-level targeting. Use Libyan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Libya websites
- E-commerce and price monitoring in Libya
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Libyan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Libya. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Libya?

Yes. QuantumProxies offers residential proxies in Libya from a pool of 90M+ real residential IPs across 200+ countries. You target Libya at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Libya residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Libya traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Libya proxies rotating or sticky?

Both. QuantumProxies rotates the Libya IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Libya residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Libya targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Libya proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Libya targeting is included at no extra cost.

### What are Libya residential proxies used for?

QuantumProxies customers use Libya residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Sudan Residential Premium Proxies | Sudanese Proxy Service | Quantum Proxies

Get residential premium proxies in Sudan. Sudanese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Sudan

QuantumProxies offers residential premium proxies in Sudan with city, state, and country-level targeting. Use Sudanese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Sudan websites
- E-commerce and price monitoring in Sudan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Sudanese IPs

## Why choose us

Our residential proxy network covers 200+ countries including Sudan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Sudan?

Yes. QuantumProxies offers residential proxies in Sudan from a pool of 90M+ real residential IPs across 200+ countries. You target Sudan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Sudan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Sudan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Sudan proxies rotating or sticky?

Both. QuantumProxies rotates the Sudan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Sudan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Sudan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Sudan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Sudan targeting is included at no extra cost.

### What are Sudan residential proxies used for?

QuantumProxies customers use Sudan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Angola Residential Premium Proxies | Angolan Proxy Service | Quantum Proxies

Get residential premium proxies in Angola. Angolan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Angola

QuantumProxies offers residential premium proxies in Angola with city, state, and country-level targeting. Use Angolan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Angola websites
- E-commerce and price monitoring in Angola
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Angolan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Angola. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Angola?

Yes. QuantumProxies offers residential proxies in Angola from a pool of 90M+ real residential IPs across 200+ countries. You target Angola at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Angola residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Angola traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Angola proxies rotating or sticky?

Both. QuantumProxies rotates the Angola IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Angola residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Angola targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Angola proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Angola targeting is included at no extra cost.

### What are Angola residential proxies used for?

QuantumProxies customers use Angola residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Ivory Coast Residential Premium Proxies | Ivorian Proxy Service | Quantum Proxies

Get residential premium proxies in Ivory Coast. Ivorian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Ivory Coast

QuantumProxies offers residential premium proxies in Ivory Coast with city, state, and country-level targeting. Use Ivorian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Ivory Coast websites
- E-commerce and price monitoring in Ivory Coast
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Ivorian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Ivory Coast. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Ivory Coast?

Yes. QuantumProxies offers residential proxies in Ivory Coast from a pool of 90M+ real residential IPs across 200+ countries. You target Ivory Coast at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Ivory Coast residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Ivory Coast traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Ivory Coast proxies rotating or sticky?

Both. QuantumProxies rotates the Ivory Coast IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Ivory Coast residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Ivory Coast targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Ivory Coast proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Ivory Coast targeting is included at no extra cost.

### What are Ivory Coast residential proxies used for?

QuantumProxies customers use Ivory Coast residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Senegal Residential Premium Proxies | Senegalese Proxy Service | Quantum Proxies

Get residential premium proxies in Senegal. Senegalese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Senegal

QuantumProxies offers residential premium proxies in Senegal with city, state, and country-level targeting. Use Senegalese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Senegal websites
- E-commerce and price monitoring in Senegal
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Senegalese IPs

## Why choose us

Our residential proxy network covers 200+ countries including Senegal. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Senegal?

Yes. QuantumProxies offers residential proxies in Senegal from a pool of 90M+ real residential IPs across 200+ countries. You target Senegal at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Senegal residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Senegal traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Senegal proxies rotating or sticky?

Both. QuantumProxies rotates the Senegal IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Senegal residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Senegal targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Senegal proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Senegal targeting is included at no extra cost.

### What are Senegal residential proxies used for?

QuantumProxies customers use Senegal residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Cameroon Residential Premium Proxies | Cameroonian Proxy Service | Quantum Proxies

Get residential premium proxies in Cameroon. Cameroonian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Cameroon

QuantumProxies offers residential premium proxies in Cameroon with city, state, and country-level targeting. Use Cameroonian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Cameroon websites
- E-commerce and price monitoring in Cameroon
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Cameroonian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Cameroon. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Cameroon?

Yes. QuantumProxies offers residential proxies in Cameroon from a pool of 90M+ real residential IPs across 200+ countries. You target Cameroon at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Cameroon residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Cameroon traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Cameroon proxies rotating or sticky?

Both. QuantumProxies rotates the Cameroon IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Cameroon residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Cameroon targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Cameroon proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Cameroon targeting is included at no extra cost.

### What are Cameroon residential proxies used for?

QuantumProxies customers use Cameroon residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Zimbabwe Residential Premium Proxies | Zimbabwean Proxy Service | Quantum Proxies

Get residential premium proxies in Zimbabwe. Zimbabwean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Zimbabwe

QuantumProxies offers residential premium proxies in Zimbabwe with city, state, and country-level targeting. Use Zimbabwean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Zimbabwe websites
- E-commerce and price monitoring in Zimbabwe
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Zimbabwean IPs

## Why choose us

Our residential proxy network covers 200+ countries including Zimbabwe. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Zimbabwe?

Yes. QuantumProxies offers residential proxies in Zimbabwe from a pool of 90M+ real residential IPs across 200+ countries. You target Zimbabwe at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Zimbabwe residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Zimbabwe traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Zimbabwe proxies rotating or sticky?

Both. QuantumProxies rotates the Zimbabwe IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Zimbabwe residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Zimbabwe targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Zimbabwe proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Zimbabwe targeting is included at no extra cost.

### What are Zimbabwe residential proxies used for?

QuantumProxies customers use Zimbabwe residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Botswana Residential Premium Proxies | Botswanan Proxy Service | Quantum Proxies

Get residential premium proxies in Botswana. Botswanan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Botswana

QuantumProxies offers residential premium proxies in Botswana with city, state, and country-level targeting. Use Botswanan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Botswana websites
- E-commerce and price monitoring in Botswana
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Botswanan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Botswana. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Botswana?

Yes. QuantumProxies offers residential proxies in Botswana from a pool of 90M+ real residential IPs across 200+ countries. You target Botswana at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Botswana residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Botswana traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Botswana proxies rotating or sticky?

Both. QuantumProxies rotates the Botswana IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Botswana residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Botswana targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Botswana proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Botswana targeting is included at no extra cost.

### What are Botswana residential proxies used for?

QuantumProxies customers use Botswana residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Azerbaijan Residential Premium Proxies | Azerbaijani Proxy Service | Quantum Proxies

Get residential premium proxies in Azerbaijan. Azerbaijani IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Azerbaijan

QuantumProxies offers residential premium proxies in Azerbaijan with city, state, and country-level targeting. Use Azerbaijani residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Azerbaijan websites
- E-commerce and price monitoring in Azerbaijan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Azerbaijani IPs

## Why choose us

Our residential proxy network covers 200+ countries including Azerbaijan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Azerbaijan?

Yes. QuantumProxies offers residential proxies in Azerbaijan from a pool of 90M+ real residential IPs across 200+ countries. You target Azerbaijan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Azerbaijan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Azerbaijan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Azerbaijan proxies rotating or sticky?

Both. QuantumProxies rotates the Azerbaijan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Azerbaijan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Azerbaijan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Azerbaijan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Azerbaijan targeting is included at no extra cost.

### What are Azerbaijan residential proxies used for?

QuantumProxies customers use Azerbaijan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Georgia Residential Premium Proxies | Georgian Proxy Service | Quantum Proxies

Get residential premium proxies in Georgia. Georgian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Georgia

QuantumProxies offers residential premium proxies in Georgia with city, state, and country-level targeting. Use Georgian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Georgia websites
- E-commerce and price monitoring in Georgia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Georgian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Georgia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Georgia?

Yes. QuantumProxies offers residential proxies in Georgia from a pool of 90M+ real residential IPs across 200+ countries. You target Georgia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Georgia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Georgia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Georgia proxies rotating or sticky?

Both. QuantumProxies rotates the Georgia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Georgia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Georgia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Georgia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Georgia targeting is included at no extra cost.

### What are Georgia residential proxies used for?

QuantumProxies customers use Georgia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Armenia Residential Premium Proxies | Armenian Proxy Service | Quantum Proxies

Get residential premium proxies in Armenia. Armenian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Armenia

QuantumProxies offers residential premium proxies in Armenia with city, state, and country-level targeting. Use Armenian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Armenia websites
- E-commerce and price monitoring in Armenia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Armenian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Armenia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Armenia?

Yes. QuantumProxies offers residential proxies in Armenia from a pool of 90M+ real residential IPs across 200+ countries. You target Armenia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Armenia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Armenia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Armenia proxies rotating or sticky?

Both. QuantumProxies rotates the Armenia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Armenia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Armenia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Armenia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Armenia targeting is included at no extra cost.

### What are Armenia residential proxies used for?

QuantumProxies customers use Armenia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Moldova Residential Premium Proxies | Moldovan Proxy Service | Quantum Proxies

Get residential premium proxies in Moldova. Moldovan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Moldova

QuantumProxies offers residential premium proxies in Moldova with city, state, and country-level targeting. Use Moldovan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Moldova websites
- E-commerce and price monitoring in Moldova
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Moldovan IPs

## Why choose us

Our residential proxy network covers 200+ countries including Moldova. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Moldova?

Yes. QuantumProxies offers residential proxies in Moldova from a pool of 90M+ real residential IPs across 200+ countries. You target Moldova at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Moldova residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Moldova traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Moldova proxies rotating or sticky?

Both. QuantumProxies rotates the Moldova IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Moldova residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Moldova targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Moldova proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Moldova targeting is included at no extra cost.

### What are Moldova residential proxies used for?

QuantumProxies customers use Moldova residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Belarus Residential Premium Proxies | Belarusian Proxy Service | Quantum Proxies

Get residential premium proxies in Belarus. Belarusian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Belarus

QuantumProxies offers residential premium proxies in Belarus with city, state, and country-level targeting. Use Belarusian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Belarus websites
- E-commerce and price monitoring in Belarus
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Belarusian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Belarus. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Belarus?

Yes. QuantumProxies offers residential proxies in Belarus from a pool of 90M+ real residential IPs across 200+ countries. You target Belarus at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Belarus residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Belarus traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Belarus proxies rotating or sticky?

Both. QuantumProxies rotates the Belarus IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Belarus residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Belarus targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Belarus proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Belarus targeting is included at no extra cost.

### What are Belarus residential proxies used for?

QuantumProxies customers use Belarus residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# North Macedonia Residential Premium Proxies | Macedonian Proxy Service | Quantum Proxies

Get residential premium proxies in North Macedonia. Macedonian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies North Macedonia

QuantumProxies offers residential premium proxies in North Macedonia with city, state, and country-level targeting. Use Macedonian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from North Macedonia websites
- E-commerce and price monitoring in North Macedonia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Macedonian IPs

## Why choose us

Our residential proxy network covers 200+ countries including North Macedonia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in North Macedonia?

Yes. QuantumProxies offers residential proxies in North Macedonia from a pool of 90M+ real residential IPs across 200+ countries. You target North Macedonia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do North Macedonia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. North Macedonia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are North Macedonia proxies rotating or sticky?

Both. QuantumProxies rotates the North Macedonia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test North Macedonia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your North Macedonia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for North Macedonia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and North Macedonia targeting is included at no extra cost.

### What are North Macedonia residential proxies used for?

QuantumProxies customers use North Macedonia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Kosovo Residential Premium Proxies | Kosovar Proxy Service | Quantum Proxies

Get residential premium proxies in Kosovo. Kosovar IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Kosovo

QuantumProxies offers residential premium proxies in Kosovo with city, state, and country-level targeting. Use Kosovar residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Kosovo websites
- E-commerce and price monitoring in Kosovo
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Kosovar IPs

## Why choose us

Our residential proxy network covers 200+ countries including Kosovo. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Kosovo?

Yes. QuantumProxies offers residential proxies in Kosovo from a pool of 90M+ real residential IPs across 200+ countries. You target Kosovo at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Kosovo residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Kosovo traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Kosovo proxies rotating or sticky?

Both. QuantumProxies rotates the Kosovo IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Kosovo residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Kosovo targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Kosovo proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Kosovo targeting is included at no extra cost.

### What are Kosovo residential proxies used for?

QuantumProxies customers use Kosovo residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Bosnia and Herzegovina Residential Premium Proxies | Bosnian Proxy Service | Quantum Proxies

Get residential premium proxies in Bosnia and Herzegovina. Bosnian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Proxies Bosnia and Herzegovina

QuantumProxies offers residential premium proxies in Bosnia and Herzegovina with city, state, and country-level targeting. Use Bosnian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Bosnia and Herzegovina websites
- E-commerce and price monitoring in Bosnia and Herzegovina
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Bosnian IPs

## Why choose us

Our residential proxy network covers 200+ countries including Bosnia and Herzegovina. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Bosnia and Herzegovina?

Yes. QuantumProxies offers residential proxies in Bosnia and Herzegovina from a pool of 90M+ real residential IPs across 200+ countries. You target Bosnia and Herzegovina at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Bosnia and Herzegovina residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Bosnia and Herzegovina traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Bosnia and Herzegovina proxies rotating or sticky?

Both. QuantumProxies rotates the Bosnia and Herzegovina IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Bosnia and Herzegovina residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Bosnia and Herzegovina targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Bosnia and Herzegovina proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Bosnia and Herzegovina targeting is included at no extra cost.

### What are Bosnia and Herzegovina residential proxies used for?

QuantumProxies customers use Bosnia and Herzegovina residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# China Residential Premium | Chinese Proxy Service | Quantum Proxies

Get residential premium in China. Chinese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium China

QuantumProxies offers residential premium in China with city, state, and country-level targeting. Use Chinese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from China websites
- E-commerce and price monitoring in China
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Chinese IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including China. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in China?

Yes. QuantumProxies offers residential proxies in China from a pool of 90M+ real residential IPs across 200+ countries. You target China at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do China residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. China traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are China proxies rotating or sticky?

Both. QuantumProxies rotates the China IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test China residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your China targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for China proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and China targeting is included at no extra cost.

### What are China residential proxies used for?

QuantumProxies customers use China residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Iran Residential Premium | Iranian Proxy Service | Quantum Proxies

Get residential premium in Iran. Iranian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Iran

QuantumProxies offers residential premium in Iran with city, state, and country-level targeting. Use Iranian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Iran websites
- E-commerce and price monitoring in Iran
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Iranian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Iran. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Iran?

Yes. QuantumProxies offers residential proxies in Iran from a pool of 90M+ real residential IPs across 200+ countries. You target Iran at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Iran residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Iran traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Iran proxies rotating or sticky?

Both. QuantumProxies rotates the Iran IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Iran residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Iran targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Iran proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Iran targeting is included at no extra cost.

### What are Iran residential proxies used for?

QuantumProxies customers use Iran residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Iraq Residential Premium | Iraqi Proxy Service | Quantum Proxies

Get residential premium in Iraq. Iraqi IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Iraq

QuantumProxies offers residential premium in Iraq with city, state, and country-level targeting. Use Iraqi residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Iraq websites
- E-commerce and price monitoring in Iraq
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Iraqi IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Iraq. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Iraq?

Yes. QuantumProxies offers residential proxies in Iraq from a pool of 90M+ real residential IPs across 200+ countries. You target Iraq at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Iraq residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Iraq traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Iraq proxies rotating or sticky?

Both. QuantumProxies rotates the Iraq IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Iraq residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Iraq targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Iraq proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Iraq targeting is included at no extra cost.

### What are Iraq residential proxies used for?

QuantumProxies customers use Iraq residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Syria Residential Premium | Syrian Proxy Service | Quantum Proxies

Get residential premium in Syria. Syrian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Syria

QuantumProxies offers residential premium in Syria with city, state, and country-level targeting. Use Syrian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Syria websites
- E-commerce and price monitoring in Syria
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Syrian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Syria. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Syria?

Yes. QuantumProxies offers residential proxies in Syria from a pool of 90M+ real residential IPs across 200+ countries. You target Syria at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Syria residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Syria traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Syria proxies rotating or sticky?

Both. QuantumProxies rotates the Syria IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Syria residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Syria targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Syria proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Syria targeting is included at no extra cost.

### What are Syria residential proxies used for?

QuantumProxies customers use Syria residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Yemen Residential Premium | Yemeni Proxy Service | Quantum Proxies

Get residential premium in Yemen. Yemeni IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Yemen

QuantumProxies offers residential premium in Yemen with city, state, and country-level targeting. Use Yemeni residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Yemen websites
- E-commerce and price monitoring in Yemen
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Yemeni IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Yemen. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Yemen?

Yes. QuantumProxies offers residential proxies in Yemen from a pool of 90M+ real residential IPs across 200+ countries. You target Yemen at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Yemen residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Yemen traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Yemen proxies rotating or sticky?

Both. QuantumProxies rotates the Yemen IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Yemen residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Yemen targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Yemen proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Yemen targeting is included at no extra cost.

### What are Yemen residential proxies used for?

QuantumProxies customers use Yemen residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Palestine Residential Premium | Palestinian Proxy Service | Quantum Proxies

Get residential premium in Palestine. Palestinian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Palestine

QuantumProxies offers residential premium in Palestine with city, state, and country-level targeting. Use Palestinian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Palestine websites
- E-commerce and price monitoring in Palestine
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Palestinian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Palestine. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Palestine?

Yes. QuantumProxies offers residential proxies in Palestine from a pool of 90M+ real residential IPs across 200+ countries. You target Palestine at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Palestine residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Palestine traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Palestine proxies rotating or sticky?

Both. QuantumProxies rotates the Palestine IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Palestine residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Palestine targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Palestine proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Palestine targeting is included at no extra cost.

### What are Palestine residential proxies used for?

QuantumProxies customers use Palestine residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Afghanistan Residential Premium | Afghan Proxy Service | Quantum Proxies

Get residential premium in Afghanistan. Afghan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Afghanistan

QuantumProxies offers residential premium in Afghanistan with city, state, and country-level targeting. Use Afghan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Afghanistan websites
- E-commerce and price monitoring in Afghanistan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Afghan IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Afghanistan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Afghanistan?

Yes. QuantumProxies offers residential proxies in Afghanistan from a pool of 90M+ real residential IPs across 200+ countries. You target Afghanistan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Afghanistan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Afghanistan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Afghanistan proxies rotating or sticky?

Both. QuantumProxies rotates the Afghanistan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Afghanistan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Afghanistan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Afghanistan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Afghanistan targeting is included at no extra cost.

### What are Afghanistan residential proxies used for?

QuantumProxies customers use Afghanistan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Albania Residential Premium | Albanian Proxy Service | Quantum Proxies

Get residential premium in Albania. Albanian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Albania

QuantumProxies offers residential premium in Albania with city, state, and country-level targeting. Use Albanian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Albania websites
- E-commerce and price monitoring in Albania
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Albanian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Albania. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Albania?

Yes. QuantumProxies offers residential proxies in Albania from a pool of 90M+ real residential IPs across 200+ countries. You target Albania at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Albania residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Albania traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Albania proxies rotating or sticky?

Both. QuantumProxies rotates the Albania IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Albania residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Albania targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Albania proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Albania targeting is included at no extra cost.

### What are Albania residential proxies used for?

QuantumProxies customers use Albania residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Andorra Residential Premium | Andorran Proxy Service | Quantum Proxies

Get residential premium in Andorra. Andorran IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Andorra

QuantumProxies offers residential premium in Andorra with city, state, and country-level targeting. Use Andorran residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Andorra websites
- E-commerce and price monitoring in Andorra
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Andorran IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Andorra. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Andorra?

Yes. QuantumProxies offers residential proxies in Andorra from a pool of 90M+ real residential IPs across 200+ countries. You target Andorra at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Andorra residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Andorra traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Andorra proxies rotating or sticky?

Both. QuantumProxies rotates the Andorra IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Andorra residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Andorra targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Andorra proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Andorra targeting is included at no extra cost.

### What are Andorra residential proxies used for?

QuantumProxies customers use Andorra residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Montenegro Residential Premium | Montenegrin Proxy Service | Quantum Proxies

Get residential premium in Montenegro. Montenegrin IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Montenegro

QuantumProxies offers residential premium in Montenegro with city, state, and country-level targeting. Use Montenegrin residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Montenegro websites
- E-commerce and price monitoring in Montenegro
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Montenegrin IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Montenegro. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Montenegro?

Yes. QuantumProxies offers residential proxies in Montenegro from a pool of 90M+ real residential IPs across 200+ countries. You target Montenegro at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Montenegro residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Montenegro traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Montenegro proxies rotating or sticky?

Both. QuantumProxies rotates the Montenegro IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Montenegro residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Montenegro targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Montenegro proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Montenegro targeting is included at no extra cost.

### What are Montenegro residential proxies used for?

QuantumProxies customers use Montenegro residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Liechtenstein Residential Premium | Liechtenstein Proxy Service | Quantum Proxies

Get residential premium in Liechtenstein. Liechtenstein IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Liechtenstein

QuantumProxies offers residential premium in Liechtenstein with city, state, and country-level targeting. Use Liechtenstein residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Liechtenstein websites
- E-commerce and price monitoring in Liechtenstein
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Liechtenstein IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Liechtenstein. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Liechtenstein?

Yes. QuantumProxies offers residential proxies in Liechtenstein from a pool of 90M+ real residential IPs across 200+ countries. You target Liechtenstein at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Liechtenstein residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Liechtenstein traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Liechtenstein proxies rotating or sticky?

Both. QuantumProxies rotates the Liechtenstein IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Liechtenstein residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Liechtenstein targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Liechtenstein proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Liechtenstein targeting is included at no extra cost.

### What are Liechtenstein residential proxies used for?

QuantumProxies customers use Liechtenstein residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Mongolia Residential Premium | Mongolian Proxy Service | Quantum Proxies

Get residential premium in Mongolia. Mongolian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Mongolia

QuantumProxies offers residential premium in Mongolia with city, state, and country-level targeting. Use Mongolian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Mongolia websites
- E-commerce and price monitoring in Mongolia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Mongolian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Mongolia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Mongolia?

Yes. QuantumProxies offers residential proxies in Mongolia from a pool of 90M+ real residential IPs across 200+ countries. You target Mongolia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Mongolia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Mongolia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Mongolia proxies rotating or sticky?

Both. QuantumProxies rotates the Mongolia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Mongolia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Mongolia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Mongolia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Mongolia targeting is included at no extra cost.

### What are Mongolia residential proxies used for?

QuantumProxies customers use Mongolia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Kyrgyzstan Residential Premium | Kyrgyz Proxy Service | Quantum Proxies

Get residential premium in Kyrgyzstan. Kyrgyz IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Kyrgyzstan

QuantumProxies offers residential premium in Kyrgyzstan with city, state, and country-level targeting. Use Kyrgyz residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Kyrgyzstan websites
- E-commerce and price monitoring in Kyrgyzstan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Kyrgyz IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Kyrgyzstan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Kyrgyzstan?

Yes. QuantumProxies offers residential proxies in Kyrgyzstan from a pool of 90M+ real residential IPs across 200+ countries. You target Kyrgyzstan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Kyrgyzstan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Kyrgyzstan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Kyrgyzstan proxies rotating or sticky?

Both. QuantumProxies rotates the Kyrgyzstan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Kyrgyzstan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Kyrgyzstan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Kyrgyzstan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Kyrgyzstan targeting is included at no extra cost.

### What are Kyrgyzstan residential proxies used for?

QuantumProxies customers use Kyrgyzstan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Tajikistan Residential Premium | Tajik Proxy Service | Quantum Proxies

Get residential premium in Tajikistan. Tajik IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Tajikistan

QuantumProxies offers residential premium in Tajikistan with city, state, and country-level targeting. Use Tajik residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Tajikistan websites
- E-commerce and price monitoring in Tajikistan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Tajik IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Tajikistan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Tajikistan?

Yes. QuantumProxies offers residential proxies in Tajikistan from a pool of 90M+ real residential IPs across 200+ countries. You target Tajikistan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Tajikistan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Tajikistan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Tajikistan proxies rotating or sticky?

Both. QuantumProxies rotates the Tajikistan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Tajikistan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Tajikistan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Tajikistan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Tajikistan targeting is included at no extra cost.

### What are Tajikistan residential proxies used for?

QuantumProxies customers use Tajikistan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Bhutan Residential Premium | Bhutanese Proxy Service | Quantum Proxies

Get residential premium in Bhutan. Bhutanese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Bhutan

QuantumProxies offers residential premium in Bhutan with city, state, and country-level targeting. Use Bhutanese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Bhutan websites
- E-commerce and price monitoring in Bhutan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Bhutanese IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Bhutan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Bhutan?

Yes. QuantumProxies offers residential proxies in Bhutan from a pool of 90M+ real residential IPs across 200+ countries. You target Bhutan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Bhutan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Bhutan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Bhutan proxies rotating or sticky?

Both. QuantumProxies rotates the Bhutan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Bhutan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Bhutan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Bhutan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Bhutan targeting is included at no extra cost.

### What are Bhutan residential proxies used for?

QuantumProxies customers use Bhutan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Maldives Residential Premium | Maldivian Proxy Service | Quantum Proxies

Get residential premium in Maldives. Maldivian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Maldives

QuantumProxies offers residential premium in Maldives with city, state, and country-level targeting. Use Maldivian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Maldives websites
- E-commerce and price monitoring in Maldives
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Maldivian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Maldives. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Maldives?

Yes. QuantumProxies offers residential proxies in Maldives from a pool of 90M+ real residential IPs across 200+ countries. You target Maldives at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Maldives residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Maldives traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Maldives proxies rotating or sticky?

Both. QuantumProxies rotates the Maldives IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Maldives residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Maldives targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Maldives proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Maldives targeting is included at no extra cost.

### What are Maldives residential proxies used for?

QuantumProxies customers use Maldives residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Brunei Residential Premium | Bruneian Proxy Service | Quantum Proxies

Get residential premium in Brunei. Bruneian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Brunei

QuantumProxies offers residential premium in Brunei with city, state, and country-level targeting. Use Bruneian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Brunei websites
- E-commerce and price monitoring in Brunei
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Bruneian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Brunei. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Brunei?

Yes. QuantumProxies offers residential proxies in Brunei from a pool of 90M+ real residential IPs across 200+ countries. You target Brunei at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Brunei residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Brunei traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Brunei proxies rotating or sticky?

Both. QuantumProxies rotates the Brunei IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Brunei residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Brunei targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Brunei proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Brunei targeting is included at no extra cost.

### What are Brunei residential proxies used for?

QuantumProxies customers use Brunei residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Fiji Residential Premium | Fijian Proxy Service | Quantum Proxies

Get residential premium in Fiji. Fijian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Fiji

QuantumProxies offers residential premium in Fiji with city, state, and country-level targeting. Use Fijian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Fiji websites
- E-commerce and price monitoring in Fiji
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Fijian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Fiji. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Fiji?

Yes. QuantumProxies offers residential proxies in Fiji from a pool of 90M+ real residential IPs across 200+ countries. You target Fiji at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Fiji residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Fiji traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Fiji proxies rotating or sticky?

Both. QuantumProxies rotates the Fiji IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Fiji residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Fiji targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Fiji proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Fiji targeting is included at no extra cost.

### What are Fiji residential proxies used for?

QuantumProxies customers use Fiji residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Cuba Residential Premium | Cuban Proxy Service | Quantum Proxies

Get residential premium in Cuba. Cuban IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Cuba

QuantumProxies offers residential premium in Cuba with city, state, and country-level targeting. Use Cuban residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Cuba websites
- E-commerce and price monitoring in Cuba
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Cuban IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Cuba. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Cuba?

Yes. QuantumProxies offers residential proxies in Cuba from a pool of 90M+ real residential IPs across 200+ countries. You target Cuba at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Cuba residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Cuba traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Cuba proxies rotating or sticky?

Both. QuantumProxies rotates the Cuba IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Cuba residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Cuba targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Cuba proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Cuba targeting is included at no extra cost.

### What are Cuba residential proxies used for?

QuantumProxies customers use Cuba residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Haiti Residential Premium | Haitian Proxy Service | Quantum Proxies

Get residential premium in Haiti. Haitian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Haiti

QuantumProxies offers residential premium in Haiti with city, state, and country-level targeting. Use Haitian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Haiti websites
- E-commerce and price monitoring in Haiti
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Haitian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Haiti. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Haiti?

Yes. QuantumProxies offers residential proxies in Haiti from a pool of 90M+ real residential IPs across 200+ countries. You target Haiti at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Haiti residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Haiti traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Haiti proxies rotating or sticky?

Both. QuantumProxies rotates the Haiti IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Haiti residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Haiti targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Haiti proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Haiti targeting is included at no extra cost.

### What are Haiti residential proxies used for?

QuantumProxies customers use Haiti residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Honduras Residential Premium | Honduran Proxy Service | Quantum Proxies

Get residential premium in Honduras. Honduran IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Honduras

QuantumProxies offers residential premium in Honduras with city, state, and country-level targeting. Use Honduran residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Honduras websites
- E-commerce and price monitoring in Honduras
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Honduran IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Honduras. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Honduras?

Yes. QuantumProxies offers residential proxies in Honduras from a pool of 90M+ real residential IPs across 200+ countries. You target Honduras at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Honduras residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Honduras traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Honduras proxies rotating or sticky?

Both. QuantumProxies rotates the Honduras IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Honduras residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Honduras targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Honduras proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Honduras targeting is included at no extra cost.

### What are Honduras residential proxies used for?

QuantumProxies customers use Honduras residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# El Salvador Residential Premium | Salvadoran Proxy Service | Quantum Proxies

Get residential premium in El Salvador. Salvadoran IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium El Salvador

QuantumProxies offers residential premium in El Salvador with city, state, and country-level targeting. Use Salvadoran residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from El Salvador websites
- E-commerce and price monitoring in El Salvador
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Salvadoran IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including El Salvador. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in El Salvador?

Yes. QuantumProxies offers residential proxies in El Salvador from a pool of 90M+ real residential IPs across 200+ countries. You target El Salvador at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do El Salvador residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. El Salvador traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are El Salvador proxies rotating or sticky?

Both. QuantumProxies rotates the El Salvador IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test El Salvador residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your El Salvador targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for El Salvador proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and El Salvador targeting is included at no extra cost.

### What are El Salvador residential proxies used for?

QuantumProxies customers use El Salvador residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Nicaragua Residential Premium | Nicaraguan Proxy Service | Quantum Proxies

Get residential premium in Nicaragua. Nicaraguan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Nicaragua

QuantumProxies offers residential premium in Nicaragua with city, state, and country-level targeting. Use Nicaraguan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Nicaragua websites
- E-commerce and price monitoring in Nicaragua
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Nicaraguan IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Nicaragua. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Nicaragua?

Yes. QuantumProxies offers residential proxies in Nicaragua from a pool of 90M+ real residential IPs across 200+ countries. You target Nicaragua at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Nicaragua residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Nicaragua traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Nicaragua proxies rotating or sticky?

Both. QuantumProxies rotates the Nicaragua IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Nicaragua residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Nicaragua targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Nicaragua proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Nicaragua targeting is included at no extra cost.

### What are Nicaragua residential proxies used for?

QuantumProxies customers use Nicaragua residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Belize Residential Premium | Belizean Proxy Service | Quantum Proxies

Get residential premium in Belize. Belizean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Belize

QuantumProxies offers residential premium in Belize with city, state, and country-level targeting. Use Belizean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Belize websites
- E-commerce and price monitoring in Belize
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Belizean IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Belize. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Belize?

Yes. QuantumProxies offers residential proxies in Belize from a pool of 90M+ real residential IPs across 200+ countries. You target Belize at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Belize residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Belize traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Belize proxies rotating or sticky?

Both. QuantumProxies rotates the Belize IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Belize residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Belize targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Belize proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Belize targeting is included at no extra cost.

### What are Belize residential proxies used for?

QuantumProxies customers use Belize residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Guyana Residential Premium | Guyanese Proxy Service | Quantum Proxies

Get residential premium in Guyana. Guyanese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Guyana

QuantumProxies offers residential premium in Guyana with city, state, and country-level targeting. Use Guyanese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Guyana websites
- E-commerce and price monitoring in Guyana
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Guyanese IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Guyana. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Guyana?

Yes. QuantumProxies offers residential proxies in Guyana from a pool of 90M+ real residential IPs across 200+ countries. You target Guyana at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Guyana residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Guyana traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Guyana proxies rotating or sticky?

Both. QuantumProxies rotates the Guyana IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Guyana residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Guyana targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Guyana proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Guyana targeting is included at no extra cost.

### What are Guyana residential proxies used for?

QuantumProxies customers use Guyana residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Suriname Residential Premium | Surinamese Proxy Service | Quantum Proxies

Get residential premium in Suriname. Surinamese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Suriname

QuantumProxies offers residential premium in Suriname with city, state, and country-level targeting. Use Surinamese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Suriname websites
- E-commerce and price monitoring in Suriname
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Surinamese IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Suriname. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Suriname?

Yes. QuantumProxies offers residential proxies in Suriname from a pool of 90M+ real residential IPs across 200+ countries. You target Suriname at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Suriname residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Suriname traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Suriname proxies rotating or sticky?

Both. QuantumProxies rotates the Suriname IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Suriname residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Suriname targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Suriname proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Suriname targeting is included at no extra cost.

### What are Suriname residential proxies used for?

QuantumProxies customers use Suriname residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Bahamas Residential Premium | Bahamian Proxy Service | Quantum Proxies

Get residential premium in Bahamas. Bahamian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Bahamas

QuantumProxies offers residential premium in Bahamas with city, state, and country-level targeting. Use Bahamian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Bahamas websites
- E-commerce and price monitoring in Bahamas
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Bahamian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Bahamas. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Bahamas?

Yes. QuantumProxies offers residential proxies in Bahamas from a pool of 90M+ real residential IPs across 200+ countries. You target Bahamas at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Bahamas residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Bahamas traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Bahamas proxies rotating or sticky?

Both. QuantumProxies rotates the Bahamas IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Bahamas residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Bahamas targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Bahamas proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Bahamas targeting is included at no extra cost.

### What are Bahamas residential proxies used for?

QuantumProxies customers use Bahamas residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Barbados Residential Premium | Barbadian Proxy Service | Quantum Proxies

Get residential premium in Barbados. Barbadian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Barbados

QuantumProxies offers residential premium in Barbados with city, state, and country-level targeting. Use Barbadian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Barbados websites
- E-commerce and price monitoring in Barbados
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Barbadian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Barbados. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Barbados?

Yes. QuantumProxies offers residential proxies in Barbados from a pool of 90M+ real residential IPs across 200+ countries. You target Barbados at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Barbados residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Barbados traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Barbados proxies rotating or sticky?

Both. QuantumProxies rotates the Barbados IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Barbados residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Barbados targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Barbados proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Barbados targeting is included at no extra cost.

### What are Barbados residential proxies used for?

QuantumProxies customers use Barbados residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Antigua and Barbuda Residential Premium | Antiguan Proxy Service | Quantum Proxies

Get residential premium in Antigua and Barbuda. Antiguan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Antigua and Barbuda

QuantumProxies offers residential premium in Antigua and Barbuda with city, state, and country-level targeting. Use Antiguan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Antigua and Barbuda websites
- E-commerce and price monitoring in Antigua and Barbuda
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Antiguan IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Antigua and Barbuda. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Antigua and Barbuda?

Yes. QuantumProxies offers residential proxies in Antigua and Barbuda from a pool of 90M+ real residential IPs across 200+ countries. You target Antigua and Barbuda at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Antigua and Barbuda residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Antigua and Barbuda traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Antigua and Barbuda proxies rotating or sticky?

Both. QuantumProxies rotates the Antigua and Barbuda IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Antigua and Barbuda residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Antigua and Barbuda targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Antigua and Barbuda proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Antigua and Barbuda targeting is included at no extra cost.

### What are Antigua and Barbuda residential proxies used for?

QuantumProxies customers use Antigua and Barbuda residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Dominica Residential Premium | Dominica Proxy Service | Quantum Proxies

Get residential premium in Dominica. Dominica IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Dominica

QuantumProxies offers residential premium in Dominica with city, state, and country-level targeting. Use Dominica residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Dominica websites
- E-commerce and price monitoring in Dominica
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Dominica IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Dominica. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Dominica?

Yes. QuantumProxies offers residential proxies in Dominica from a pool of 90M+ real residential IPs across 200+ countries. You target Dominica at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Dominica residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Dominica traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Dominica proxies rotating or sticky?

Both. QuantumProxies rotates the Dominica IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Dominica residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Dominica targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Dominica proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Dominica targeting is included at no extra cost.

### What are Dominica residential proxies used for?

QuantumProxies customers use Dominica residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Grenada Residential Premium | Grenadian Proxy Service | Quantum Proxies

Get residential premium in Grenada. Grenadian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Grenada

QuantumProxies offers residential premium in Grenada with city, state, and country-level targeting. Use Grenadian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Grenada websites
- E-commerce and price monitoring in Grenada
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Grenadian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Grenada. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Grenada?

Yes. QuantumProxies offers residential proxies in Grenada from a pool of 90M+ real residential IPs across 200+ countries. You target Grenada at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Grenada residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Grenada traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Grenada proxies rotating or sticky?

Both. QuantumProxies rotates the Grenada IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Grenada residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Grenada targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Grenada proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Grenada targeting is included at no extra cost.

### What are Grenada residential proxies used for?

QuantumProxies customers use Grenada residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Saint Kitts and Nevis Residential Premium | Kittitian Proxy Service | Quantum Proxies

Get residential premium in Saint Kitts and Nevis. Kittitian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Saint Kitts and Nevis

QuantumProxies offers residential premium in Saint Kitts and Nevis with city, state, and country-level targeting. Use Kittitian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Saint Kitts and Nevis websites
- E-commerce and price monitoring in Saint Kitts and Nevis
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Kittitian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Saint Kitts and Nevis. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Saint Kitts and Nevis?

Yes. QuantumProxies offers residential proxies in Saint Kitts and Nevis from a pool of 90M+ real residential IPs across 200+ countries. You target Saint Kitts and Nevis at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Saint Kitts and Nevis residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Saint Kitts and Nevis traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Saint Kitts and Nevis proxies rotating or sticky?

Both. QuantumProxies rotates the Saint Kitts and Nevis IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Saint Kitts and Nevis residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Saint Kitts and Nevis targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Saint Kitts and Nevis proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Saint Kitts and Nevis targeting is included at no extra cost.

### What are Saint Kitts and Nevis residential proxies used for?

QuantumProxies customers use Saint Kitts and Nevis residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Saint Lucia Residential Premium | Saint Lucian Proxy Service | Quantum Proxies

Get residential premium in Saint Lucia. Saint Lucian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Saint Lucia

QuantumProxies offers residential premium in Saint Lucia with city, state, and country-level targeting. Use Saint Lucian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Saint Lucia websites
- E-commerce and price monitoring in Saint Lucia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Saint Lucian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Saint Lucia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Saint Lucia?

Yes. QuantumProxies offers residential proxies in Saint Lucia from a pool of 90M+ real residential IPs across 200+ countries. You target Saint Lucia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Saint Lucia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Saint Lucia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Saint Lucia proxies rotating or sticky?

Both. QuantumProxies rotates the Saint Lucia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Saint Lucia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Saint Lucia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Saint Lucia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Saint Lucia targeting is included at no extra cost.

### What are Saint Lucia residential proxies used for?

QuantumProxies customers use Saint Lucia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Saint Vincent and the Grenadines Residential Premium | Vincentian Proxy Service | Quantum Proxies

Get residential premium in Saint Vincent and the Grenadines. Vincentian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Saint Vincent and the Grenadines

QuantumProxies offers residential premium in Saint Vincent and the Grenadines with city, state, and country-level targeting. Use Vincentian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Saint Vincent and the Grenadines websites
- E-commerce and price monitoring in Saint Vincent and the Grenadines
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Vincentian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Saint Vincent and the Grenadines. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Saint Vincent and the Grenadines?

Yes. QuantumProxies offers residential proxies in Saint Vincent and the Grenadines from a pool of 90M+ real residential IPs across 200+ countries. You target Saint Vincent and the Grenadines at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Saint Vincent and the Grenadines residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Saint Vincent and the Grenadines traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Saint Vincent and the Grenadines proxies rotating or sticky?

Both. QuantumProxies rotates the Saint Vincent and the Grenadines IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Saint Vincent and the Grenadines residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Saint Vincent and the Grenadines targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Saint Vincent and the Grenadines proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Saint Vincent and the Grenadines targeting is included at no extra cost.

### What are Saint Vincent and the Grenadines residential proxies used for?

QuantumProxies customers use Saint Vincent and the Grenadines residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Zambia Residential Premium | Zambian Proxy Service | Quantum Proxies

Get residential premium in Zambia. Zambian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Zambia

QuantumProxies offers residential premium in Zambia with city, state, and country-level targeting. Use Zambian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Zambia websites
- E-commerce and price monitoring in Zambia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Zambian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Zambia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Zambia?

Yes. QuantumProxies offers residential proxies in Zambia from a pool of 90M+ real residential IPs across 200+ countries. You target Zambia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Zambia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Zambia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Zambia proxies rotating or sticky?

Both. QuantumProxies rotates the Zambia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Zambia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Zambia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Zambia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Zambia targeting is included at no extra cost.

### What are Zambia residential proxies used for?

QuantumProxies customers use Zambia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Mozambique Residential Premium | Mozambican Proxy Service | Quantum Proxies

Get residential premium in Mozambique. Mozambican IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Mozambique

QuantumProxies offers residential premium in Mozambique with city, state, and country-level targeting. Use Mozambican residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Mozambique websites
- E-commerce and price monitoring in Mozambique
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Mozambican IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Mozambique. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Mozambique?

Yes. QuantumProxies offers residential proxies in Mozambique from a pool of 90M+ real residential IPs across 200+ countries. You target Mozambique at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Mozambique residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Mozambique traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Mozambique proxies rotating or sticky?

Both. QuantumProxies rotates the Mozambique IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Mozambique residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Mozambique targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Mozambique proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Mozambique targeting is included at no extra cost.

### What are Mozambique residential proxies used for?

QuantumProxies customers use Mozambique residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Madagascar Residential Premium | Malagasy Proxy Service | Quantum Proxies

Get residential premium in Madagascar. Malagasy IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Madagascar

QuantumProxies offers residential premium in Madagascar with city, state, and country-level targeting. Use Malagasy residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Madagascar websites
- E-commerce and price monitoring in Madagascar
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Malagasy IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Madagascar. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Madagascar?

Yes. QuantumProxies offers residential proxies in Madagascar from a pool of 90M+ real residential IPs across 200+ countries. You target Madagascar at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Madagascar residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Madagascar traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Madagascar proxies rotating or sticky?

Both. QuantumProxies rotates the Madagascar IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Madagascar residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Madagascar targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Madagascar proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Madagascar targeting is included at no extra cost.

### What are Madagascar residential proxies used for?

QuantumProxies customers use Madagascar residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Malawi Residential Premium | Malawian Proxy Service | Quantum Proxies

Get residential premium in Malawi. Malawian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Malawi

QuantumProxies offers residential premium in Malawi with city, state, and country-level targeting. Use Malawian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Malawi websites
- E-commerce and price monitoring in Malawi
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Malawian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Malawi. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Malawi?

Yes. QuantumProxies offers residential proxies in Malawi from a pool of 90M+ real residential IPs across 200+ countries. You target Malawi at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Malawi residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Malawi traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Malawi proxies rotating or sticky?

Both. QuantumProxies rotates the Malawi IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Malawi residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Malawi targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Malawi proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Malawi targeting is included at no extra cost.

### What are Malawi residential proxies used for?

QuantumProxies customers use Malawi residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Namibia Residential Premium | Namibian Proxy Service | Quantum Proxies

Get residential premium in Namibia. Namibian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Namibia

QuantumProxies offers residential premium in Namibia with city, state, and country-level targeting. Use Namibian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Namibia websites
- E-commerce and price monitoring in Namibia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Namibian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Namibia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Namibia?

Yes. QuantumProxies offers residential proxies in Namibia from a pool of 90M+ real residential IPs across 200+ countries. You target Namibia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Namibia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Namibia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Namibia proxies rotating or sticky?

Both. QuantumProxies rotates the Namibia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Namibia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Namibia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Namibia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Namibia targeting is included at no extra cost.

### What are Namibia residential proxies used for?

QuantumProxies customers use Namibia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Rwanda Residential Premium | Rwandan Proxy Service | Quantum Proxies

Get residential premium in Rwanda. Rwandan IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Rwanda

QuantumProxies offers residential premium in Rwanda with city, state, and country-level targeting. Use Rwandan residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Rwanda websites
- E-commerce and price monitoring in Rwanda
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Rwandan IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Rwanda. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Rwanda?

Yes. QuantumProxies offers residential proxies in Rwanda from a pool of 90M+ real residential IPs across 200+ countries. You target Rwanda at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Rwanda residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Rwanda traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Rwanda proxies rotating or sticky?

Both. QuantumProxies rotates the Rwanda IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Rwanda residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Rwanda targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Rwanda proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Rwanda targeting is included at no extra cost.

### What are Rwanda residential proxies used for?

QuantumProxies customers use Rwanda residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Somalia Residential Premium | Somali Proxy Service | Quantum Proxies

Get residential premium in Somalia. Somali IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Somalia

QuantumProxies offers residential premium in Somalia with city, state, and country-level targeting. Use Somali residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Somalia websites
- E-commerce and price monitoring in Somalia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Somali IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Somalia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Somalia?

Yes. QuantumProxies offers residential proxies in Somalia from a pool of 90M+ real residential IPs across 200+ countries. You target Somalia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Somalia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Somalia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Somalia proxies rotating or sticky?

Both. QuantumProxies rotates the Somalia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Somalia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Somalia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Somalia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Somalia targeting is included at no extra cost.

### What are Somalia residential proxies used for?

QuantumProxies customers use Somalia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# South Sudan Residential Premium | South Sudanese Proxy Service | Quantum Proxies

Get residential premium in South Sudan. South Sudanese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium South Sudan

QuantumProxies offers residential premium in South Sudan with city, state, and country-level targeting. Use South Sudanese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from South Sudan websites
- E-commerce and price monitoring in South Sudan
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with South Sudanese IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including South Sudan. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in South Sudan?

Yes. QuantumProxies offers residential proxies in South Sudan from a pool of 90M+ real residential IPs across 200+ countries. You target South Sudan at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do South Sudan residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. South Sudan traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are South Sudan proxies rotating or sticky?

Both. QuantumProxies rotates the South Sudan IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test South Sudan residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your South Sudan targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for South Sudan proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and South Sudan targeting is included at no extra cost.

### What are South Sudan residential proxies used for?

QuantumProxies customers use South Sudan residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# DR Congo Residential Premium | Congolese Proxy Service | Quantum Proxies

Get residential premium in DR Congo. Congolese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium DR Congo

QuantumProxies offers residential premium in DR Congo with city, state, and country-level targeting. Use Congolese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from DR Congo websites
- E-commerce and price monitoring in DR Congo
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Congolese IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including DR Congo. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in DR Congo?

Yes. QuantumProxies offers residential proxies in DR Congo from a pool of 90M+ real residential IPs across 200+ countries. You target DR Congo at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do DR Congo residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. DR Congo traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are DR Congo proxies rotating or sticky?

Both. QuantumProxies rotates the DR Congo IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test DR Congo residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your DR Congo targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for DR Congo proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and DR Congo targeting is included at no extra cost.

### What are DR Congo residential proxies used for?

QuantumProxies customers use DR Congo residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Republic of the Congo Residential Premium | Congolese Proxy Service | Quantum Proxies

Get residential premium in Republic of the Congo. Congolese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Republic of the Congo

QuantumProxies offers residential premium in Republic of the Congo with city, state, and country-level targeting. Use Congolese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Republic of the Congo websites
- E-commerce and price monitoring in Republic of the Congo
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Congolese IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Republic of the Congo. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Republic of the Congo?

Yes. QuantumProxies offers residential proxies in Republic of the Congo from a pool of 90M+ real residential IPs across 200+ countries. You target Republic of the Congo at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Republic of the Congo residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Republic of the Congo traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Republic of the Congo proxies rotating or sticky?

Both. QuantumProxies rotates the Republic of the Congo IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Republic of the Congo residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Republic of the Congo targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Republic of the Congo proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Republic of the Congo targeting is included at no extra cost.

### What are Republic of the Congo residential proxies used for?

QuantumProxies customers use Republic of the Congo residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Central African Republic Residential Premium | Central African Proxy Service | Quantum Proxies

Get residential premium in Central African Republic. Central African IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Central African Republic

QuantumProxies offers residential premium in Central African Republic with city, state, and country-level targeting. Use Central African residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Central African Republic websites
- E-commerce and price monitoring in Central African Republic
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Central African IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Central African Republic. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Central African Republic?

Yes. QuantumProxies offers residential proxies in Central African Republic from a pool of 90M+ real residential IPs across 200+ countries. You target Central African Republic at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Central African Republic residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Central African Republic traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Central African Republic proxies rotating or sticky?

Both. QuantumProxies rotates the Central African Republic IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Central African Republic residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Central African Republic targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Central African Republic proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Central African Republic targeting is included at no extra cost.

### What are Central African Republic residential proxies used for?

QuantumProxies customers use Central African Republic residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Chad Residential Premium | Chadian Proxy Service | Quantum Proxies

Get residential premium in Chad. Chadian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Chad

QuantumProxies offers residential premium in Chad with city, state, and country-level targeting. Use Chadian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Chad websites
- E-commerce and price monitoring in Chad
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Chadian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Chad. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Chad?

Yes. QuantumProxies offers residential proxies in Chad from a pool of 90M+ real residential IPs across 200+ countries. You target Chad at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Chad residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Chad traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Chad proxies rotating or sticky?

Both. QuantumProxies rotates the Chad IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Chad residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Chad targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Chad proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Chad targeting is included at no extra cost.

### What are Chad residential proxies used for?

QuantumProxies customers use Chad residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Niger Residential Premium | Nigerien Proxy Service | Quantum Proxies

Get residential premium in Niger. Nigerien IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Niger

QuantumProxies offers residential premium in Niger with city, state, and country-level targeting. Use Nigerien residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Niger websites
- E-commerce and price monitoring in Niger
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Nigerien IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Niger. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Niger?

Yes. QuantumProxies offers residential proxies in Niger from a pool of 90M+ real residential IPs across 200+ countries. You target Niger at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Niger residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Niger traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Niger proxies rotating or sticky?

Both. QuantumProxies rotates the Niger IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Niger residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Niger targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Niger proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Niger targeting is included at no extra cost.

### What are Niger residential proxies used for?

QuantumProxies customers use Niger residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Mali Residential Premium | Malian Proxy Service | Quantum Proxies

Get residential premium in Mali. Malian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Mali

QuantumProxies offers residential premium in Mali with city, state, and country-level targeting. Use Malian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Mali websites
- E-commerce and price monitoring in Mali
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Malian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Mali. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Mali?

Yes. QuantumProxies offers residential proxies in Mali from a pool of 90M+ real residential IPs across 200+ countries. You target Mali at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Mali residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Mali traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Mali proxies rotating or sticky?

Both. QuantumProxies rotates the Mali IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Mali residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Mali targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Mali proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Mali targeting is included at no extra cost.

### What are Mali residential proxies used for?

QuantumProxies customers use Mali residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Burkina Faso Residential Premium | Burkinabe Proxy Service | Quantum Proxies

Get residential premium in Burkina Faso. Burkinabe IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Burkina Faso

QuantumProxies offers residential premium in Burkina Faso with city, state, and country-level targeting. Use Burkinabe residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Burkina Faso websites
- E-commerce and price monitoring in Burkina Faso
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Burkinabe IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Burkina Faso. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Burkina Faso?

Yes. QuantumProxies offers residential proxies in Burkina Faso from a pool of 90M+ real residential IPs across 200+ countries. You target Burkina Faso at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Burkina Faso residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Burkina Faso traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Burkina Faso proxies rotating or sticky?

Both. QuantumProxies rotates the Burkina Faso IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Burkina Faso residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Burkina Faso targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Burkina Faso proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Burkina Faso targeting is included at no extra cost.

### What are Burkina Faso residential proxies used for?

QuantumProxies customers use Burkina Faso residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Benin Residential Premium | Beninese Proxy Service | Quantum Proxies

Get residential premium in Benin. Beninese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Benin

QuantumProxies offers residential premium in Benin with city, state, and country-level targeting. Use Beninese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Benin websites
- E-commerce and price monitoring in Benin
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Beninese IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Benin. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Benin?

Yes. QuantumProxies offers residential proxies in Benin from a pool of 90M+ real residential IPs across 200+ countries. You target Benin at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Benin residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Benin traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Benin proxies rotating or sticky?

Both. QuantumProxies rotates the Benin IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Benin residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Benin targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Benin proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Benin targeting is included at no extra cost.

### What are Benin residential proxies used for?

QuantumProxies customers use Benin residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Togo Residential Premium | Togolese Proxy Service | Quantum Proxies

Get residential premium in Togo. Togolese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Togo

QuantumProxies offers residential premium in Togo with city, state, and country-level targeting. Use Togolese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Togo websites
- E-commerce and price monitoring in Togo
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Togolese IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Togo. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Togo?

Yes. QuantumProxies offers residential proxies in Togo from a pool of 90M+ real residential IPs across 200+ countries. You target Togo at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Togo residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Togo traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Togo proxies rotating or sticky?

Both. QuantumProxies rotates the Togo IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Togo residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Togo targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Togo proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Togo targeting is included at no extra cost.

### What are Togo residential proxies used for?

QuantumProxies customers use Togo residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Guinea Residential Premium | Guinean Proxy Service | Quantum Proxies

Get residential premium in Guinea. Guinean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Guinea

QuantumProxies offers residential premium in Guinea with city, state, and country-level targeting. Use Guinean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Guinea websites
- E-commerce and price monitoring in Guinea
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Guinean IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Guinea. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Guinea?

Yes. QuantumProxies offers residential proxies in Guinea from a pool of 90M+ real residential IPs across 200+ countries. You target Guinea at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Guinea residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Guinea traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Guinea proxies rotating or sticky?

Both. QuantumProxies rotates the Guinea IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Guinea residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Guinea targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Guinea proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Guinea targeting is included at no extra cost.

### What are Guinea residential proxies used for?

QuantumProxies customers use Guinea residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Guinea-Bissau Residential Premium | Bissau-Guinean Proxy Service | Quantum Proxies

Get residential premium in Guinea-Bissau. Bissau-Guinean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Guinea-Bissau

QuantumProxies offers residential premium in Guinea-Bissau with city, state, and country-level targeting. Use Bissau-Guinean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Guinea-Bissau websites
- E-commerce and price monitoring in Guinea-Bissau
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Bissau-Guinean IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Guinea-Bissau. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Guinea-Bissau?

Yes. QuantumProxies offers residential proxies in Guinea-Bissau from a pool of 90M+ real residential IPs across 200+ countries. You target Guinea-Bissau at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Guinea-Bissau residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Guinea-Bissau traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Guinea-Bissau proxies rotating or sticky?

Both. QuantumProxies rotates the Guinea-Bissau IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Guinea-Bissau residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Guinea-Bissau targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Guinea-Bissau proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Guinea-Bissau targeting is included at no extra cost.

### What are Guinea-Bissau residential proxies used for?

QuantumProxies customers use Guinea-Bissau residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Sierra Leone Residential Premium | Sierra Leonean Proxy Service | Quantum Proxies

Get residential premium in Sierra Leone. Sierra Leonean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Sierra Leone

QuantumProxies offers residential premium in Sierra Leone with city, state, and country-level targeting. Use Sierra Leonean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Sierra Leone websites
- E-commerce and price monitoring in Sierra Leone
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Sierra Leonean IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Sierra Leone. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Sierra Leone?

Yes. QuantumProxies offers residential proxies in Sierra Leone from a pool of 90M+ real residential IPs across 200+ countries. You target Sierra Leone at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Sierra Leone residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Sierra Leone traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Sierra Leone proxies rotating or sticky?

Both. QuantumProxies rotates the Sierra Leone IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Sierra Leone residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Sierra Leone targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Sierra Leone proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Sierra Leone targeting is included at no extra cost.

### What are Sierra Leone residential proxies used for?

QuantumProxies customers use Sierra Leone residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Liberia Residential Premium | Liberian Proxy Service | Quantum Proxies

Get residential premium in Liberia. Liberian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Liberia

QuantumProxies offers residential premium in Liberia with city, state, and country-level targeting. Use Liberian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Liberia websites
- E-commerce and price monitoring in Liberia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Liberian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Liberia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Liberia?

Yes. QuantumProxies offers residential proxies in Liberia from a pool of 90M+ real residential IPs across 200+ countries. You target Liberia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Liberia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Liberia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Liberia proxies rotating or sticky?

Both. QuantumProxies rotates the Liberia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Liberia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Liberia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Liberia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Liberia targeting is included at no extra cost.

### What are Liberia residential proxies used for?

QuantumProxies customers use Liberia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Gambia Residential Premium | Gambian Proxy Service | Quantum Proxies

Get residential premium in Gambia. Gambian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Gambia

QuantumProxies offers residential premium in Gambia with city, state, and country-level targeting. Use Gambian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Gambia websites
- E-commerce and price monitoring in Gambia
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Gambian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Gambia. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Gambia?

Yes. QuantumProxies offers residential proxies in Gambia from a pool of 90M+ real residential IPs across 200+ countries. You target Gambia at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Gambia residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Gambia traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Gambia proxies rotating or sticky?

Both. QuantumProxies rotates the Gambia IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Gambia residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Gambia targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Gambia proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Gambia targeting is included at no extra cost.

### What are Gambia residential proxies used for?

QuantumProxies customers use Gambia residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Mauritania Residential Premium | Mauritanian Proxy Service | Quantum Proxies

Get residential premium in Mauritania. Mauritanian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Mauritania

QuantumProxies offers residential premium in Mauritania with city, state, and country-level targeting. Use Mauritanian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Mauritania websites
- E-commerce and price monitoring in Mauritania
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Mauritanian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Mauritania. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Mauritania?

Yes. QuantumProxies offers residential proxies in Mauritania from a pool of 90M+ real residential IPs across 200+ countries. You target Mauritania at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Mauritania residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Mauritania traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Mauritania proxies rotating or sticky?

Both. QuantumProxies rotates the Mauritania IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Mauritania residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Mauritania targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Mauritania proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Mauritania targeting is included at no extra cost.

### What are Mauritania residential proxies used for?

QuantumProxies customers use Mauritania residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Cape Verde Residential Premium | Cape Verdean Proxy Service | Quantum Proxies

Get residential premium in Cape Verde. Cape Verdean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Cape Verde

QuantumProxies offers residential premium in Cape Verde with city, state, and country-level targeting. Use Cape Verdean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Cape Verde websites
- E-commerce and price monitoring in Cape Verde
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Cape Verdean IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Cape Verde. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Cape Verde?

Yes. QuantumProxies offers residential proxies in Cape Verde from a pool of 90M+ real residential IPs across 200+ countries. You target Cape Verde at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Cape Verde residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Cape Verde traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Cape Verde proxies rotating or sticky?

Both. QuantumProxies rotates the Cape Verde IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Cape Verde residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Cape Verde targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Cape Verde proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Cape Verde targeting is included at no extra cost.

### What are Cape Verde residential proxies used for?

QuantumProxies customers use Cape Verde residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Sao Tome and Principe Residential Premium | Sao Tomean Proxy Service | Quantum Proxies

Get residential premium in Sao Tome and Principe. Sao Tomean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Sao Tome and Principe

QuantumProxies offers residential premium in Sao Tome and Principe with city, state, and country-level targeting. Use Sao Tomean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Sao Tome and Principe websites
- E-commerce and price monitoring in Sao Tome and Principe
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Sao Tomean IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Sao Tome and Principe. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Sao Tome and Principe?

Yes. QuantumProxies offers residential proxies in Sao Tome and Principe from a pool of 90M+ real residential IPs across 200+ countries. You target Sao Tome and Principe at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Sao Tome and Principe residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Sao Tome and Principe traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Sao Tome and Principe proxies rotating or sticky?

Both. QuantumProxies rotates the Sao Tome and Principe IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Sao Tome and Principe residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Sao Tome and Principe targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Sao Tome and Principe proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Sao Tome and Principe targeting is included at no extra cost.

### What are Sao Tome and Principe residential proxies used for?

QuantumProxies customers use Sao Tome and Principe residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Equatorial Guinea Residential Premium | Equatorial Guinean Proxy Service | Quantum Proxies

Get residential premium in Equatorial Guinea. Equatorial Guinean IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Equatorial Guinea

QuantumProxies offers residential premium in Equatorial Guinea with city, state, and country-level targeting. Use Equatorial Guinean residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Equatorial Guinea websites
- E-commerce and price monitoring in Equatorial Guinea
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Equatorial Guinean IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Equatorial Guinea. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Equatorial Guinea?

Yes. QuantumProxies offers residential proxies in Equatorial Guinea from a pool of 90M+ real residential IPs across 200+ countries. You target Equatorial Guinea at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Equatorial Guinea residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Equatorial Guinea traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Equatorial Guinea proxies rotating or sticky?

Both. QuantumProxies rotates the Equatorial Guinea IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Equatorial Guinea residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Equatorial Guinea targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Equatorial Guinea proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Equatorial Guinea targeting is included at no extra cost.

### What are Equatorial Guinea residential proxies used for?

QuantumProxies customers use Equatorial Guinea residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Gabon Residential Premium | Gabonese Proxy Service | Quantum Proxies

Get residential premium in Gabon. Gabonese IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Gabon

QuantumProxies offers residential premium in Gabon with city, state, and country-level targeting. Use Gabonese residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Gabon websites
- E-commerce and price monitoring in Gabon
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Gabonese IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Gabon. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Gabon?

Yes. QuantumProxies offers residential proxies in Gabon from a pool of 90M+ real residential IPs across 200+ countries. You target Gabon at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Gabon residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Gabon traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Gabon proxies rotating or sticky?

Both. QuantumProxies rotates the Gabon IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Gabon residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Gabon targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Gabon proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Gabon targeting is included at no extra cost.

### What are Gabon residential proxies used for?

QuantumProxies customers use Gabon residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Burundi Residential Premium | Burundian Proxy Service | Quantum Proxies

Get residential premium in Burundi. Burundian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Burundi

QuantumProxies offers residential premium in Burundi with city, state, and country-level targeting. Use Burundian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Burundi websites
- E-commerce and price monitoring in Burundi
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Burundian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Burundi. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Burundi?

Yes. QuantumProxies offers residential proxies in Burundi from a pool of 90M+ real residential IPs across 200+ countries. You target Burundi at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Burundi residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Burundi traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Burundi proxies rotating or sticky?

Both. QuantumProxies rotates the Burundi IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

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Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Burundi targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Burundi proxies with crypto?

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QuantumProxies customers use Burundi residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Djibouti Residential Premium | Djiboutian Proxy Service | Quantum Proxies

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- Proxy for Instagram, mobile proxy for TikTok and Facebook
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- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

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Our residential proxy network covers 200+ countries including Djibouti. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Djibouti?

Yes. QuantumProxies offers residential proxies in Djibouti from a pool of 90M+ real residential IPs across 200+ countries. You target Djibouti at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Djibouti residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Djibouti traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Djibouti proxies rotating or sticky?

Both. QuantumProxies rotates the Djibouti IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Djibouti residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Djibouti targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Djibouti proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Djibouti targeting is included at no extra cost.

### What are Djibouti residential proxies used for?

QuantumProxies customers use Djibouti residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Comoros Residential Premium | Comorian Proxy Service | Quantum Proxies

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## Use cases

- Web scraping and data collection from Comoros websites
- E-commerce and price monitoring in Comoros
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Comorian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Comoros. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Comoros?

Yes. QuantumProxies offers residential proxies in Comoros from a pool of 90M+ real residential IPs across 200+ countries. You target Comoros at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Comoros residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Comoros traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Comoros proxies rotating or sticky?

Both. QuantumProxies rotates the Comoros IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Comoros residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Comoros targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Comoros proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Comoros targeting is included at no extra cost.

### What are Comoros residential proxies used for?

QuantumProxies customers use Comoros residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Seychelles Residential Premium | Seychellois Proxy Service | Quantum Proxies

Get residential premium in Seychelles. Seychellois IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Seychelles

QuantumProxies offers residential premium in Seychelles with city, state, and country-level targeting. Use Seychellois residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Seychelles websites
- E-commerce and price monitoring in Seychelles
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Seychellois IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Seychelles. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Seychelles?

Yes. QuantumProxies offers residential proxies in Seychelles from a pool of 90M+ real residential IPs across 200+ countries. You target Seychelles at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Seychelles residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Seychelles traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Seychelles proxies rotating or sticky?

Both. QuantumProxies rotates the Seychelles IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Seychelles residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Seychelles targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Seychelles proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Seychelles targeting is included at no extra cost.

### What are Seychelles residential proxies used for?

QuantumProxies customers use Seychelles residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Mauritius Residential Premium | Mauritian Proxy Service | Quantum Proxies

Get residential premium in Mauritius. Mauritian IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Mauritius

QuantumProxies offers residential premium in Mauritius with city, state, and country-level targeting. Use Mauritian residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Mauritius websites
- E-commerce and price monitoring in Mauritius
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Mauritian IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Mauritius. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Mauritius?

Yes. QuantumProxies offers residential proxies in Mauritius from a pool of 90M+ real residential IPs across 200+ countries. You target Mauritius at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Mauritius residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Mauritius traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Mauritius proxies rotating or sticky?

Both. QuantumProxies rotates the Mauritius IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Mauritius residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Mauritius targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Mauritius proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Mauritius targeting is included at no extra cost.

### What are Mauritius residential proxies used for?

QuantumProxies customers use Mauritius residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Lesotho Residential Premium | Lesotho Proxy Service | Quantum Proxies

Get residential premium in Lesotho. Lesotho IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Lesotho

QuantumProxies offers residential premium in Lesotho with city, state, and country-level targeting. Use Lesotho residential IPs for web scraping, data collection, and geo-targeted automation.

## Use cases

- Web scraping and data collection from Lesotho websites
- E-commerce and price monitoring in Lesotho
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Lesotho IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Lesotho. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Lesotho?

Yes. QuantumProxies offers residential proxies in Lesotho from a pool of 90M+ real residential IPs across 200+ countries. You target Lesotho at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Lesotho residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Lesotho traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Lesotho proxies rotating or sticky?

Both. QuantumProxies rotates the Lesotho IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Lesotho residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Lesotho targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Lesotho proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Lesotho targeting is included at no extra cost.

### What are Lesotho residential proxies used for?

QuantumProxies customers use Lesotho residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Eswatini Residential Premium | Eswatini Proxy Service | Quantum Proxies

Get residential premium in Eswatini. Eswatini IPs for web scraping, geo-targeting, and automation. City and country targeting available.

## Residential Premium Eswatini

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## Use cases

- Web scraping and data collection from Eswatini websites
- E-commerce and price monitoring in Eswatini
- SEO monitoring and local search testing
- Ad verification and brand protection
- Social media management with Eswatini IPs
- Proxy for Instagram, mobile proxy for TikTok and Facebook
- Proxy for YouTube, Twitter, LinkedIn, Snapchat, Pinterest
- Proxy for WhatsApp, Telegram, Discord, Reddit
- Proxy for Netflix, Amazon, eBay, Shopify
- Mobile proxy for Instagram, proxy for Spotify, Airbnb

## Why choose us

Our residential proxy network covers 200+ countries including Eswatini. You get city, state, and country-level targeting, rotating and sticky sessions, and <500 ms latency. All plans are optimized for web scraping and automation with unlimited concurrent sessions.

## Frequently Asked Questions

### Does QuantumProxies offer residential proxies in Eswatini?

Yes. QuantumProxies offers residential proxies in Eswatini from a pool of 90M+ real residential IPs across 200+ countries. You target Eswatini at country, state or city level straight from the proxy username and choose rotating IPs or sticky sessions over HTTP, HTTPS or SOCKS5.

### How much do Eswatini residential proxies cost?

QuantumProxies bills per gigabyte, not per IP: premium residential proxies start at $2.50/GB and Residential Basic starts at $0.80/GB on the same pool. Eswatini traffic costs the same as any other country, there are no monthly fees, and volume plans lower the effective rate.

### Are Eswatini proxies rotating or sticky?

Both. QuantumProxies rotates the Eswatini IP on every request by default, or keeps the same IP with a sticky session of up to 120 minutes when a login, checkout or multi-step task needs one identity. You set the mode and the session length in the proxy username.

### Can I test Eswatini residential proxies for free?

Yes. New accounts can claim one free trial per person: 100 MB of residential bandwidth, valid 5 days, with no credit card. Verify your email and a mobile number by SMS in the dashboard, then check your Eswatini targeting before you buy. The trial is not offered in every country; the dashboard tells you if yours is excluded.

### Can I pay for Eswatini proxies with crypto?

Yes. QuantumProxies accepts 300+ cryptocurrencies, including USDT, with no KYC, as well as card and PayPal. Top up your balance, pick a residential plan, and Eswatini targeting is included at no extra cost.

### What are Eswatini residential proxies used for?

QuantumProxies customers use Eswatini residential IPs for web scraping and price monitoring on local sites, SEO and localized search checks, ad verification, market research and managing their own accounts from a local connection, with unlimited concurrent sessions and a 99.9% uptime SLA.


---

# Blog — full text of every post

# Cloudflare "Just a Moment" in Python: Why requests Fails

Cloudflare's 'Just a moment...' page is a JavaScript challenge, and Python requests cannot run JavaScript. Here is how to detect it, why it hits servers harder than laptops, why cloudscraper-style tricks stopped being enough, and what got through in our 29 September 2026 test.

'Just a moment...' is Cloudflare's challenge page. It asks the client to run JavaScript and prove it is a browser before the site answers. Python requests cannot run JavaScript, and from a datacenter server its IP and TLS handshake already look automated. What gets through is a real browser on a clean IP, or a web unlocker that runs one.

This guide shows how to detect the challenge in Python, why the same script passes on your laptop and fails on your server, why cloudscraper-era tricks stopped being enough, and what actually got through when we tested it on 29 September 2026. That includes the site where nothing we tried got past 'Just a moment'.

- **It is a challenge, not an error.** Cloudflare marks challenged responses with the header `cf-mitigated: challenge`. In our test they arrived as HTTP 403.
- **Headers will not fix it.** 'Enable JavaScript and cookies to continue' means the page wants a JavaScript engine. No User-Agent string supplies one.
- **Server versus laptop** is mostly IP reputation plus the TLS fingerprint. A residential IP alone did not pass Indeed or Glassdoor in our test.
- **What passed:** the Web Unlocker got Glassdoor (after a headless browser, 17.2 s) and Indeed (first attempt, 2.6 s).
- **Pin a session.** Reusing the browser's clearance cut a second Glassdoor request from 14.0 s to 1.4 s in our test.

## What the "Just a moment..." page actually is

Cloudflare calls it an interstitial Challenge Page: a full-page gate between the visitor and the site while Cloudflare decides whether the visitor is automated. Its [documentation on challenge pages](https://developers.cloudflare.com/cloudflare-challenges/challenge-types/challenge-pages/) describes three kinds. A non-interactive challenge only needs the browser to run the injected JavaScript. A managed challenge lets Cloudflare pick the challenge type from the request's signals. An interactive challenge asks the visitor to do something. When the check passes, the original request continues to the site and the browser gets a `cf_clearance` cookie that lets it skip the gate for a while.

A Python HTTP client never gets that far. It downloads the challenge page, has no engine to run the script, and hands you the HTML of the gate instead of the page you asked for.

## Why the challenge comes back as a 403, and how to detect it

In our test, every challenge page arrived with status 403, which is why `raise_for_status()` throws `403 Client Error: Forbidden` and people search for 'cloudflare just a moment 403'. The status alone cannot tell a challenge from any other refusal, though. The reliable signal is a header: Cloudflare [documents that a challenged response carries cf-mitigated: challenge](https://developers.cloudflare.com/cloudflare-challenges/challenge-types/challenge-pages/detect-response/), whatever resource you requested. Check that first, then the title as a fallback:

```python
import re
import requests

URL = "https://www.glassdoor.com/Reviews/Google-Reviews-E9079.htm"
HEADERS = {
    "User-Agent": (
        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
        "(KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36"
    ),
    "Accept-Language": "en-US,en;q=0.9",
}

def title_of(html: str) -> str:
    m = re.search(r"<title[^>]*>(.*?)</title>", html, re.I | re.S)
    return m.group(1).strip() if m else ""

def is_cloudflare_challenge(r: requests.Response) -> bool:
    if r.headers.get("cf-mitigated") == "challenge":      # documented by Cloudflare
        return True
    if "just a moment" in title_of(r.text).lower():
        return True
    return "enable javascript and cookies to continue" in r.text[:20000].lower()

r = requests.get(URL, headers=HEADERS, timeout=30)
print(r.status_code, is_cloudflare_challenge(r), title_of(r.text))
# 29 Sep 2026, plain request through a residential proxy (US exit):
# 403, body asking to 'Enable JavaScript and cookies to continue'
```

Do not retry a challenged request in a tight loop with the same client. Each retry fetches the same gate, and some sites answer repeated failures with stricter rules. That is how scrapers end up stuck in a 'Just a moment' loop.

## "Enable JavaScript and cookies to continue" and "your browser does not support JavaScript"

These strings are the fallback text of a challenge page, shown to clients that do not execute its script. When Python requests shows you one of them, the site is not complaining about your headers. It is telling you, literally, that it needs a JavaScript engine and a cookie jar that keeps what the script sets.

That is exactly what our plain residential run received from Indeed and Glassdoor: a 403 with 'Enable JavaScript and cookies to continue', from a clean home IP. Adding a Chrome User-Agent, an Accept-Language header or a Referer changes nothing, because the page is not reading them to decide. It is waiting for the script to run.

## Why your scraper works locally but gets blocked by Cloudflare on a server

This is the most common version of the complaint: the script works on a laptop, then gets 'Just a moment' as soon as it runs on a cloud VM. Two things change between those machines.

- **The IP.** On your laptop the script leaves from a home ISP address. On a VM it leaves from a hosting provider's range, which bot defences score as likely automated before they read anything else. Our Frankfurt datacenter server was refused by Glassdoor, Indeed, Zillow and Leboncoin, among others.
- **The TLS fingerprint.** Python's handshake looks like Python on both machines, but on a home IP a site may tolerate it and on a hosting IP it rarely will. Our explainer on [curl_cffi vs requests](https://quantumproxies.io/blog/curl-cffi-vs-requests) shows how much of the handshake a library controls.

The residential column of our test shows the limit of fixing only the IP. Zillow and Leboncoin served the real page to a plain request through a residential proxy. Indeed and Glassdoor still answered with the JavaScript challenge. Your laptop can hit the same wall on a stricter site. It simply hits it less often.

![Why a Python scraper passes Cloudflare from a laptop and gets the Just a moment challenge from a cloud server: home IP versus hosting IP, same Python TLS fingerprint, no JavaScript engine in either case](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1790701776/blog/generated/qp-unl-g3-diag1.png)
*Same script, two machines. The IP changes; the Python TLS handshake and the missing JavaScript engine do not.*

## Why cloudscraper-era tricks stop working

[cloudscraper](https://github.com/VeNoMouS/cloudscraper) was built for Cloudflare's older 'I'm Under Attack' page. That page mostly checked whether the client could run a JavaScript computation, so the library fetched the challenge, solved the script in an embedded interpreter, sent the answer back and kept the cookie, all on top of `requests`. For a long time that was enough, and it is the reason 'cloudscraper alternative' is now a search people make.

Several things have moved since then, and they do not depend on any one library version:

- **The handshake still says Python.** A library built on requests connects through Python's TLS stack, so the ClientHello does not match the browser its User-Agent claims to be. That mismatch is visible before any JavaScript runs.
- **The challenge is not just arithmetic any more.** Managed challenges pick the check from the request's signals, and Cloudflare's JavaScript detections read the browser environment. An interpreter that evaluates a script is not a browser that renders a page.
- **Clearance is bound to the client.** Cloudflare's [clearance documentation](https://developers.cloudflare.com/cloudflare-challenges/concepts/clearance/) says a cf_clearance cookie is tied to the visitor and device it was issued to, to prevent reuse across machines. Copying one from your browser into a script on another machine is designed to fail.
- **The IP is still yours.** Solving the page does not change a hosting-range IP, and some sites refuse those before any challenge is served.

As of 29 September 2026, the cloudscraper repository's last push was in June 2025. That is not a verdict on any particular site, and we did not benchmark it for this article. It does mean you should test it against your own targets rather than assume it works. The alternatives each fix part of the problem. curl_cffi reproduces a browser TLS handshake but runs no JavaScript. Playwright or another real browser runs the challenge but still needs a clean IP, and is heavy to operate at volume. The unlocker combines the two and tells you when neither worked.

## What gets through: the web unlocker path

The QuantumProxies.io Web Unlocker handles a GET in stages. First, up to three TLS attempts, each on a fresh residential exit under a different browser fingerprint. If every attempt comes back challenged, it escalates to a headless browser that runs the challenge. If the page is still blocked after that, you get an error status with `x-qp-unlocker-blocked` and a block class, never a challenge page dressed up as a 200. From Python it is a proxy setting:

```python
import os
import time
import requests
import urllib3

urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)

user = os.environ["QP_UNLOCK_USER"] + "-country-us"          # unlock-XXXXXXXX-country-us
PROXY = f"http://{user}:{os.environ['QP_UNLOCK_PASSWORD']}@unlock.quantumproxies.io:9000"

s = requests.Session()
s.proxies = {"http": PROXY, "https": PROXY}
s.verify = False                     # or the unlocker CA file from /api/v1/scraper/unlock/ca
s.headers["x-qp-session"] = "glassdoor-01"   # same value on every call: same exit, reusable clearance

for attempt in (1, 2):               # same page twice here; in practice, the next page
    t0 = time.monotonic()
    r = s.get(URL, timeout=120)
    print(attempt, r.status_code, f"{time.monotonic() - t0:.1f}s",
          "rendered:", r.headers.get("x-qp-unlocker-rendered"),
          "clearance:", r.headers.get("x-qp-clearance"),
          "block:", r.headers.get("x-qp-block-class"))
```

The `x-qp-*` headers are read by the unlocker and never forwarded to the site. If you would rather not deal with the certificate at all, the REST endpoint `POST https://app.quantumproxies.io/api/v1/scraper/unlock` takes the URL in a JSON body with your API key and returns `blocked`, `blockClass` and `vendor` in the response. Our [web unlocker API tutorial](https://quantumproxies.io/blog/web-unlocker-api-tutorial-python) walks through both.

## Measured: two Cloudflare-style walls that passed

Measured on 29 September 2026. Plain requests were curl with a Chrome User-Agent, from a Frankfurt datacenter server and through a residential proxy with a US exit. The unlocker used the residential tier with a US exit. Times are wall-clock for one request.

| Site | Plain, datacenter server | Plain, residential proxy | Web Unlocker |
| --- | --- | --- | --- |
| Glassdoor (company reviews) | 403, 'Security' page | 403, 'Enable JavaScript and cookies to continue' | 200, 2 attempts + headless browser, 17.2 s |
| Indeed (job search) | 403, 'Security Check' page | 403, 'Enable JavaScript and cookies to continue' | 200, 1 attempt, no browser, 2.6 s |

Glassdoor is the full path. Two TLS attempts were challenged, then the headless browser ran the challenge and returned the reviews page. Indeed is the interesting one: the challenge that the plain residential request received never appeared for the unlocker's first attempt. A browser TLS fingerprint on a fresh residential exit was enough, without a browser.

[Get past JavaScript challenges with the Web Unlocker](https://quantumproxies.io/web-unlocker)

## Reusing the clearance: why the second request is fast

The browser escalation is the slow part, and you do not want to pay for it on every page. When the headless browser passes a challenge, it earns a clearance. Send the same `x-qp-session` value, or keep the same `-session-<id>` in the proxy username, on the following requests and they leave from the same exit, reusing that clearance instead of running the browser again. The `x-qp-clearance` header tells you what happened on each call: `minted` when a new clearance was earned, `hit` when a stored one was reused, `miss` when there was nothing to reuse.

In a Glassdoor test on 29 September 2026, with the session pinned in the proxy username and two separate connections, the first request went through the browser in 14.0 seconds (`minted`) and the second came back in 1.4 seconds (`hit`). The pinning matters because of how Cloudflare binds clearance: it is tied to the visitor and device that earned it, and it stays valid for the duration the site configures unless Cloudflare decides the session looks suspicious. Change the exit or the fingerprint and you are a new visitor again.

![Timeline of two requests in one pinned unlocker session: the first escalates to a headless browser and mints a Cloudflare clearance in 14.0 seconds, the second reuses it and returns in 1.4 seconds](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1790701776/blog/generated/qp-unl-g3-diag2.png)
*First request pays for the browser; later requests in the same pinned session reuse the clearance.*

## When plain requests is still fine on a Cloudflare site

Plenty of sites run behind Cloudflare only as a CDN, or with bot rules that let ordinary traffic through, and plain requests works on them. Being 'on Cloudflare' is not a reason to reach for a browser. The signal is the response. If there is no `cf-mitigated: challenge` header, no 'Just a moment' title and no 403, keep the plain request, and escalate only the URLs that actually get challenged. The plain-first helper in our tutorial does exactly that.

Two neighbouring problems have their own guides. A page that says 'Error 1020 Access denied' is a firewall rule refusing you, not a challenge, and no amount of JavaScript fixes it; see [what triggers Cloudflare error 1020 and what fixes it](https://quantumproxies.io/blog/cloudflare-error-1020-access-denied). For the wider picture of Cloudflare's defences beyond Python, read [how to bypass Cloudflare challenges in 2026](https://quantumproxies.io/blog/how-to-bypass-cloudflare-challenges-in-2026-what-actually-matters-now). If the page behind the wall is Glassdoor, our [guide to scraping Glassdoor salaries and reviews](https://quantumproxies.io/blog/scrape-glassdoor-salary-reviews) covers the data side.

## Frequently asked questions

### Why does my scraper work locally but get blocked by Cloudflare in the cloud?

Because the IP changes. At home your script leaves from a residential ISP address; on a cloud VM it leaves from a hosting range that bot defences distrust on sight. The Python TLS handshake is the same on both, and on a stricter site it gets challenged even from home. In our test, a residential IP alone did not pass Indeed or Glassdoor.

### Why does Cloudflare's "Just a moment" page return a 403?

The challenge page is served instead of the page you asked for, and in our test it came with status 403, so requests raises '403 Client Error: Forbidden'. The status is not specific to challenges. Check the cf-mitigated response header, which Cloudflare documents as set to challenge on every Challenge Page response, or the 'Just a moment' title.

### Is cloudscraper still working, and what is a good alternative?

It may still work on sites with lenient settings, so test it against your targets. It runs on Python's TLS stack and solves scripts in an interpreter, while current challenges also look at the handshake and the browser environment. Alternatives: curl_cffi for a browser handshake, a real browser for the JavaScript, or a web unlocker that does both.

### Can Python requests pass a Cloudflare challenge on its own?

No. requests does not execute JavaScript, so it cannot complete a challenge that depends on running the page's script. It can fetch pages from Cloudflare sites that are not challenging you. Once cf-mitigated: challenge appears, you need a real browser, directly or through a service that runs one, and ideally a clean residential IP.

### How long does a Cloudflare clearance last?

As long as the site configures it to. Cloudflare calls the setting Challenge Passage, and clearance can end early if Cloudflare decides the session looks suspicious. The cf_clearance cookie is tied to the visitor and device that earned it, so it only helps if later requests keep the same exit and fingerprint, which is what pinning x-qp-session does.

The short version: 'Just a moment...' asks for a browser, so no header trick in requests will satisfy it. Detect it with `cf-mitigated`, keep plain requests for everything that is not challenged, send the challenged URLs through something that runs a real browser from a clean IP, and pin a session so you pay for that browser once rather than on every page.

[Try the Web Unlocker on residential exits](https://quantumproxies.io/web-unlocker/residential)


---

# Web Unlocker vs Residential Proxy vs Mobile Proxy: When You Need Which

We fetched the same URLs from a datacenter server, through a plain residential proxy and through a web unlocker. Some sites needed nothing, some only needed a residential IP, and some only opened for the unlocker. Here is what each layer fixes, and where the mobile tier fits.

A residential proxy changes where your request comes from. A web unlocker also changes what the request looks like: it sends it under a real browser TLS fingerprint, retries on fresh IPs and runs a headless browser when a JavaScript challenge appears. You need the unlocker only when a clean residential IP still gets blocked. Otherwise the proxy is enough.

That is the theory. To check it, we fetched the same URLs three ways on 29 September 2026 and kept the results site by site. Some pages needed nothing at all, some only needed a residential IP, and some only opened for the unlocker. The tables below show which was which.

- **No proxy needed:** docs.python.org, books.toscrape.com, Hacker News, Wikipedia and GitHub answered a plain request from a datacenter server.
- **A residential proxy was enough:** Zillow and Leboncoin blocked the datacenter server but served the real page through a plain residential proxy.
- **Only the unlocker got through:** Indeed, Glassdoor, Walmart and Best Buy refused both plain clients and returned the page through the unlocker.

## How we tested

Each URL was fetched three ways on 29 September 2026. First, plain curl from a datacenter server in Frankfurt with a Chrome User-Agent. Second, the same plain curl through a QuantumProxies.io residential proxy with a US exit (a French exit for Leboncoin). Third, through the Web Unlocker forward proxy on the residential tier, with the same exit country. The status is the final HTTP status the client saw. Times are wall-clock for one unlocker request.

## What each layer fixes

A modern bot wall checks several things before it sends a page, and each tool fixes a different subset. Knowing which wall you are hitting tells you what to buy.

| Wall | What the site checks | Plain residential proxy | Web Unlocker (residential) | Web Unlocker, Mobile tier |
| --- | --- | --- | --- | --- |
| IP reputation | The network the IP belongs to and its history | Fixes datacenter-range blocks | Residential exits, a fresh IP on each retry | 4G/5G carrier IPs shared by many phones |
| TLS and HTTP fingerprint | The handshake, HTTP/2 settings and header order | No change: it is still your client | Browser fingerprints, rotated on retry | Same as residential |
| JavaScript challenge | Whether the client runs the page's script and keeps its cookie | No | Escalates to a headless browser | Same as residential |

The first row is where most scrapers start and where a residential proxy earns its price. Hosting ranges are easy to recognise, and many sites refuse them outright. The second row is why a clean IP is sometimes not enough: the TLS handshake of curl, Python or Node looks nothing like Chrome's, and Cloudflare documents [JA3/JA4 fingerprints](https://developers.cloudflare.com/bots/additional-configurations/ja3-ja4-fingerprint/) as a way to identify clients by exactly that. Our guide to [TLS fingerprinting](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping) covers it in depth. The third row needs a real JavaScript engine.

![Anti-bot walls stacked in order, IP reputation, TLS fingerprint and JavaScript challenge, with the reach of a residential proxy and of a web unlocker marked against them](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1790752444/blog/generated/qp-unl-g2-diag1.png)
*A residential proxy clears the first wall. The unlocker clears all three.*

## Sites that needed no proxy at all

Start here, because it is the cheapest outcome. These pages answered a plain request from a datacenter server. Sending them through anything else costs money and adds latency for no gain.

| Site | Plain, datacenter server | Plain, residential proxy | Web Unlocker |
| --- | --- | --- | --- |
| docs.python.org | 200 | 200 | 200, 1.6 s |
| books.toscrape.com | 200 | 200 | 200, 1.9 s |
| news.ycombinator.com | 200 | 200 | 200, 4.1 s |
| en.wikipedia.org | 200 | 200 | 200, 1.9 s |
| github.com (repository page) | 200 | 200 | 200, 2.0 s |
| bbc.com (Technology) | 302 redirect | 302 redirect | 200, 1.4 s |

The BBC 302 is a redirect, not a block. Our test client did not follow redirects, and any client that does lands on the page.

## Where a plain residential proxy was enough

| Site | Plain, datacenter server | Plain, residential proxy | Web Unlocker |
| --- | --- | --- | --- |
| Zillow (Austin listings) | 403, PerimeterX 'Access to this page has been denied' | 200, real listings page | 200, 1 attempt, 2.7 s |
| Leboncoin (search, French exit) | 403, captcha page | 200, real results page | 200, 1 attempt, 1.4 s |
| Amazon (product page) | 200, product page | 200, product page | 200, 2 attempts + browser, 10.2 s |

Zillow and Leboncoin are the case a residential proxy was built for. The datacenter IP was refused, and the same request from a home IP got the page. The unlocker also worked, but it added nothing you needed.

Amazon is the cautionary row. Both plain clients got the product page on this run, yet the unlocker needed two attempts and a browser before it returned, and took 10.2 seconds. The unlocker bills every byte it moves, retries and browser loads included. On a page that did not need it, you pay for that extra work. This is one request on one day, so do not read it as a rule about Amazon. Read it as a rule about testing plain first.

## Where only the web unlocker got through

| Site | Plain, datacenter server | Plain, residential proxy | Web Unlocker |
| --- | --- | --- | --- |
| Indeed (job search) | 403, 'Security Check' page | 403, 'Enable JavaScript and cookies to continue' | 200, 1 attempt, 2.6 s |
| Glassdoor (company reviews) | 403, 'Security' page with captcha | 403, 'Enable JavaScript and cookies to continue' | 200, 2 attempts + browser, 17.2 s |
| Walmart (search) | 307 redirect, no results page | 307 redirect, no results page | 200, 1 attempt, 4.8 s |
| Best Buy (laptop category) | Connection failed, no response | Connection failed, no response | 200, 1 attempt, 6.3 s |

Here the residential IP alone did not help. Walmart, Best Buy and Indeed returned the real page on the unlocker's first TLS attempt, without a browser. Still, the plain residential column already had a clean home IP and failed, and the obvious remaining difference is what the request looked like. Glassdoor went further: it wanted JavaScript, so the unlocker needed two TLS attempts and then a headless browser, which is why it took 17.2 seconds.

Walmart needs a caveat of its own. We did not record where its 307 redirect pointed. We only know that neither plain client received the results page and the unlocker did.

[Use the Web Unlocker on residential exits](https://quantumproxies.io/web-unlocker/residential)

## Where the mobile tier fits

Mobile carriers put many phones behind each public IP (carrier-grade NAT), so a site that blocks a carrier address risks blocking real customers with it. That is why carrier IPs tend to carry more trust than residential ranges. We explain the mechanism in [why mobile proxies are trusted: CGNAT](https://quantumproxies.io/blog/cgnat-why-mobile-proxies-trusted).

The Web Unlocker has a Mobile tier that runs the same logic (browser fingerprints, retries, browser escalation, block reporting) on 4G/5G carrier exits. You select it with `-tier-mobile` in the proxy username, or `"tier": "mobile"` on the REST endpoint. It has its own prepaid GB balance. It is meant for sites that refuse residential ranges too, which is exactly what an `access_denied` block on the residential tier suggests.

## A cost-aware escalation ladder in Python

The tables point to one rule: climb only as far as the site forces you to. This function tries each rung in order and stops at the first one that returns a real page. It moves to the Mobile tier only when the residential tier reports an `access_denied` block. `HEADERS` and `looks_blocked()` are the helpers from our [web unlocker API tutorial in Python](https://quantumproxies.io/blog/web-unlocker-api-tutorial-python).

```python
import os
import requests
import urllib3

urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)

RESIDENTIAL = os.environ["QP_RESIDENTIAL_PROXY"]   # http://USER:PASS@HOST:PORT from your residential plan
UNLOCK_USER = os.environ["QP_UNLOCK_USER"]         # unlock-XXXXXXXX
UNLOCK_PASS = os.environ["QP_UNLOCK_PASSWORD"]

def unlocker(extra: str = "") -> dict:
    u = f"http://{UNLOCK_USER}-country-us{extra}:{UNLOCK_PASS}@unlock.quantumproxies.io:9000"
    return {"http": u, "https": u}

LADDER = [
    # name,              proxies,                                      verify, timeout
    ("plain",            {},                                           True,   30),
    ("residential",      {"http": RESIDENTIAL, "https": RESIDENTIAL},  True,   30),
    ("unlocker",         unlocker(),                                   False, 120),
    ("unlocker-mobile",  unlocker("-tier-mobile"),                     False, 120),
]

def climb(url: str):
    last = None
    for name, proxies, verify, timeout in LADDER:
        try:
            r = requests.get(url, headers=HEADERS, proxies=proxies, verify=verify, timeout=timeout)
        except requests.RequestException:
            continue                        # no response at all counts as a block
        last = r
        if not name.startswith("unlocker"):
            if not looks_blocked(r):
                return name, r
            continue
        if "x-qp-unlocker-blocked" not in r.headers:
            return name, r
        if r.headers.get("x-qp-block-class") != "access_denied":
            break                           # a different IP will not fix this wall
    return "blocked", last
```

In production, remember the rung per domain once you know it, so you do not pay for the failed rungs on every request. The unlocker may also send an `x-qp-hint` header with a suggestion, which is worth logging next to the block class.

![Escalation ladder for a scraper: plain request, then a residential proxy, then the web unlocker on residential exits, then the mobile tier, with the sites from the test placed on the rung where they first returned a page](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1790750868/blog/generated/qp-unl-g2-diag2.png)
*Climb only as far as the site forces you to.*

## How to decide, in five questions

1. Does a plain request from your server return the real page? Then you need neither. Stop there.
2. Does it fail from a datacenter IP but work from a residential one? Buy [residential proxies](https://quantumproxies.io/residential-proxies) and keep your own client.
3. Does it still fail from a clean residential IP, with a 403, a 'Just a moment' or 'Enable JavaScript' page, or a dropped connection? That is the unlocker's job.
4. Does the unlocker report `access_denied` on residential exits? Test the Mobile tier on that site before committing volume.

## Frequently asked questions

### Should I buy residential proxies or use a web unlocker?

Test your targets first. If a plain request from a residential IP returns the real page, as Zillow and Leboncoin did in our 29 September 2026 test, residential proxies are enough and cheaper to run. If a clean residential IP still gets a 403 or a JavaScript challenge, as Indeed and Glassdoor did, you need the unlocker.

### Do I need residential proxies, or would any proxy work?

It depends on the site. Wikipedia, GitHub and Hacker News answered a plain datacenter request in our test, so no proxy was needed. Zillow and Leboncoin refused the datacenter IP and accepted a residential one. Datacenter proxies share the first problem, because hosting ranges are easy for sites to recognise and refuse.

### Are mobile proxies more reliable than residential proxies for web scraping?

Carrier IPs are shared by many phones through CGNAT, so sites are more reluctant to block them, and that helps against IP-reputation blocks. They do not change your TLS fingerprint or solve JavaScript challenges on their own.

### Do mobile proxies reduce captchas?

They can reduce captchas that are triggered by IP reputation, because a carrier address looks like many ordinary phone users.

### How is the web unlocker billed compared with a residential proxy?

Both are billed per GB. The unlocker counts every byte it moves on your behalf, including retries, blocked pages and the browser's page load, and it uses its own prepaid balance per tier: residential exits and mobile carrier exits. The current price per GB is shown in the dashboard.

Residential proxies fix where a request comes from. The web unlocker also fixes what it looks like and whether it can run JavaScript. The Mobile tier changes the IP again for sites that refuse residential ranges. Buy the lowest rung your targets accept, and let the block class tell you when to climb.

[Compare the Web Unlocker tiers](https://quantumproxies.io/web-unlocker)

Targets that refuse residential ranges? See the [Web Unlocker on mobile exits](https://quantumproxies.io/web-unlocker/mobile).


---

# Web Unlocker API Tutorial: Python and Node.js, Blocked vs Unblocked

Working Python and Node.js code for a web unlocker API: the same request against a site that blocks plain clients and one that does not, how to read what the unlocker reports, and a helper that only pays for the unlocker when a block is detected.

A web unlocker API replays an HTTP request from a residential IP under a browser TLS fingerprint, retrying on a fresh IP and switching to a real browser when the site answers with a challenge. This web unlocker API tutorial shows it in Python and Node.js, on a site that blocks plain clients and one that does not.

Every result quoted below was measured on 29 September 2026: the same URL fetched with plain curl from a datacenter server in Frankfurt, with plain curl through a residential proxy with a US exit, and through the QuantumProxies.io Web Unlocker with a US exit. Where a site did not need the unlocker, we say so, because the cheapest request is the one that works without it.

- **Two ways in:** a forward proxy at `unlock.quantumproxies.io:9000` for code that already speaks proxy protocol, or `POST /api/v1/scraper/unlock` with your API key for everything else.
- **What you get back:** the origin's status, headers and body, plus `x-qp-*` headers saying how many attempts it took, whether a browser ran, and what kind of wall stopped it if one did.
- **When you do not need it:** Wikipedia, GitHub, docs.python.org, Hacker News and books.toscrape.com all answered plain requests in our test. Try plain first and escalate only on a detected block.

## What you need before you start

- A QuantumProxies.io account with Web Unlocker bandwidth. The unlocker bills from a prepaid GB balance, separate for the residential tier and the mobile tier (4G/5G carrier exits).
- For the forward proxy: a proxy sub-user created on the [Web Unlocker page of the dashboard](https://app.quantumproxies.io/unlock). It looks like `unlock-XXXXXXXX` with its own password. It is not your API key.
- For the REST endpoint: an API key from the dashboard, sent as `Authorization: Bearer`.
- Python 3.10 or newer with `requests`, and for the Node.js part Node 18 or newer with the `undici` package.

Keep both secrets in environment variables. The examples read `QP_UNLOCK_USER`, `QP_UNLOCK_PASSWORD` and `QP_API_KEY`. If the proxy password contains characters such as `@` or `:`, URL-encode it with `urllib.parse.quote` before you put it in a proxy URL.

## Step 1: see the block with plain Python requests

Start with the failure, so you know what you are fixing. The target is an Indeed job search. From our Frankfurt datacenter server it answered `403` with a page titled 'Security Check - Indeed.com'. Through a plain residential proxy it still answered `403`, this time with a body asking the client to 'Enable JavaScript and cookies to continue'. A clean home IP was not enough.

```python
import re
import requests

URL = "https://www.indeed.com/jobs?q=data+engineer&l=Austin%2C+TX"
HEADERS = {
    "User-Agent": (
        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
        "(KHTML, like Gecko) Chrome/150.0.0.0 Safari/537.36"
    ),
    "Accept-Language": "en-US,en;q=0.9",
}

def title_of(html: str) -> str:
    m = re.search(r"<title[^>]*>(.*?)</title>", html, re.I | re.S)
    return m.group(1).strip() if m else ""

r = requests.get(URL, headers=HEADERS, timeout=30)
print(r.status_code, "|", title_of(r.text))
# Our datacenter run on 29 Sep 2026 saw: 403 | Security Check - Indeed.com
```

Our measurement used curl with a Chrome User-Agent, not `requests`, and there is no reason to expect `requests` to fare better. A User-Agent string is one header. The anti-bot layer also reads the TLS handshake and the HTTP/2 settings, and those still say Python whatever User-Agent you set. That is why swapping headers rarely gets you past bot detection in Python requests; the handshake side is covered in our guide to [TLS fingerprinting and why clean IPs still get blocked](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping). A `403` means the server understood the request and refused it ([RFC 9110, section 15.5.4](https://www.rfc-editor.org/rfc/rfc9110.html#name-403-forbidden)). It does not mean your URL or your parameters are wrong.

## Step 2: the same call through the forward proxy

The forward proxy is the smallest change to existing code: pass it as a proxy and nothing else moves. Targeting rides in the username. `-country-us` picks the exit country, `-tier-mobile` switches to mobile exits, and `-profile-firefox` (or chrome, safari, safariios, edge, brave, mobile) pins one TLS fingerprint instead of letting retries rotate it.

```python
import os
import requests
import urllib3

urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning)

user = os.environ["QP_UNLOCK_USER"] + "-country-us"   # e.g. unlock-XXXXXXXX-country-us
password = os.environ["QP_UNLOCK_PASSWORD"]
PROXY = f"http://{user}:{password}@unlock.quantumproxies.io:9000"

r = requests.get(
    URL,
    headers=HEADERS,
    proxies={"http": PROXY, "https": PROXY},
    verify=False,   # or verify="qp-unlocker-ca.pem", see below
    timeout=120,
)
print(r.status_code, "|", title_of(r.text))
print("attempts:", r.headers.get("x-qp-unlocker-attempts"),
      "rendered:", r.headers.get("x-qp-unlocker-rendered"))
```

On 29 September this returned `200` with the real results page, titled 'Now Hiring: 2,000 Data Engineer Jobs in Austin, TX | Indeed', on the first TLS attempt, in 2.6 seconds, without starting a browser.

Why `verify=False`? To rewrite an HTTPS request, the unlocker has to terminate your client's TLS and present its own certificate for the target host. You have two clean options. Switch verification off for this session only, as above, which is what `curl -k` does. Or download the unlocker CA once and trust it explicitly, so verification stays on:

```bash
curl -H "Authorization: Bearer $QP_API_KEY" \
  -o qp-unlocker-ca.pem https://app.quantumproxies.io/api/v1/scraper/unlock/ca
```

Then pass `verify="qp-unlocker-ca.pem"` instead of `False`. The [requests advanced usage docs](https://requests.readthedocs.io/en/latest/user/advanced/) cover both the `proxies` argument and custom CA bundles. If you want neither, the REST endpoint below needs no certificate at all.

## Step 3: the REST endpoint, no proxy protocol

The REST endpoint runs the same engine behind a normal HTTPS call. You describe the request you would have made (url, method, headers, body) and get the origin's answer back as JSON. The only required field is `url`.

```python
import os
import requests

API_KEY = os.environ["QP_API_KEY"]

resp = requests.post(
    "https://app.quantumproxies.io/api/v1/scraper/unlock",
    headers={"Authorization": f"Bearer {API_KEY}"},
    json={
        "url": URL,
        "country": "us",
        # "tier": "mobile",        # mobile exits, billed on the mobile balance
        # "failOnBlock": True,     # HTTP 502 instead of 200 when every tier was blocked
    },
    timeout=130,
)
resp.raise_for_status()           # 402 = no unlocker GB left, 400 = bad input
data = resp.json()["payload"]

print(data["status"], "blocked:", data["blocked"])
print("attempts:", data["attempts"], "rendered:", data["rendered"],
      "escalated:", data["escalated"], "clearance:", data.get("clearance"))
if data["blocked"]:
    print("block class:", data.get("blockClass"), "vendor:", data.get("vendor"))
html = data.get("body") or ""     # text form; bodyBase64 is always present too
```

The response envelope is `{ type, message, payload }`. Inside `payload` you get `status` (the origin's status code), `headers`, `body` and `bodyBase64`, `finalUrl`, the fingerprint `profile`, `attempts`, `rendered`, `escalated`, `blocked` and, when something stopped the request, `blockClass` and `vendor`. A `usage` object reports the bytes debited for the call.

One behaviour to design around: by default, a request that stayed blocked after every attempt still comes back from the API as HTTP 200, with `blocked: true` and the block page in `body` for inspection. It is labelled, not disguised. If your pipeline treats any 200 as success, set `failOnBlock: true` and you get a 502 carrying the same diagnostics instead. Other fields worth knowing: `method` and `body` for POSTs, `render: "html"` to start in a browser, `waitForSelector`, and `returnCookies`.

![Flow of one Web Unlocker request: up to three TLS attempts on different exit IPs and browser fingerprints, then a headless browser if a JavaScript challenge appears, then either the page or a labelled block](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1790701775/blog/generated/qp-unl-g1-diag1.png)
*One GET through the unlocker: TLS attempts first, a real browser only when a JavaScript challenge appears, and a labelled result either way.*

[See how the Web Unlocker handles blocked requests](https://quantumproxies.io/web-unlocker)

## Step 4: read the x-qp headers and handle a reported block

Through the forward proxy, the unlocker reports on the response itself. These are the headers worth logging on every call:

| Header | What it tells you |
| --- | --- |
| x-qp-unlocker-attempts | How many attempts the request took, retries included |
| x-qp-unlocker-rendered / x-qp-unlocker-escalated | Set to 1 when a headless browser fetched the page / when the request moved up from the TLS tier |
| x-qp-unlocker-profile | Which browser fingerprint the returned attempt used |
| x-qp-clearance | What happened with the browser clearance cache on this call: minted, hit or miss |
| x-qp-session / x-qp-country | The exit session and country actually used |
| x-qp-unlocker-blocked | Present only when the page was still blocked after every attempt |
| x-qp-block-class / x-qp-vendor | What kind of wall it was, and which anti-bot vendor, when recognised |

A page that is still blocked never arrives as a silent 200. If the origin refused with its own error (403, 429, 503), that status is relayed unchanged with `x-qp-unlocker-blocked` set. If the origin served a challenge page with a 2xx, the proxy turns it into a 502 and puts the origin's code in `x-qp-origin-status`. So one check covers both:

```python
class Blocked(Exception):
    pass

s = requests.Session()
s.proxies = {"http": PROXY, "https": PROXY}
s.verify = False  # or "qp-unlocker-ca.pem"

NEXT_STEP = {
    "js_challenge":  "a browser could not clear it; retry later in a pinned session",
    "captcha":       "interactive captcha; decide in your own code",
    "access_denied": "the site denied access; retry with a fresh session or test tier-mobile",
    "rate_limited":  "the site is rate limiting; slow down and retry later",
    "fingerprint":   "the client fingerprint was refused; retry with another profile",
    "geo":           "the content depends on location; set the country explicitly",
    "timeout":       "the target was too slow; raise x-qp-timeout or retry",
}

def unlock_get(url: str, session_id: str | None = None) -> requests.Response:
    headers = {"x-qp-session": session_id} if session_id else {}
    r = s.get(url, headers=headers, timeout=120)
    if "x-qp-unlocker-blocked" in r.headers:
        cls = r.headers.get("x-qp-block-class", "unknown")
        raise Blocked(
            f"{url}: HTTP {r.status_code}, class={cls}, "
            f"vendor={r.headers.get('x-qp-vendor')}, next: {NEXT_STEP.get(cls, 'inspect the body')}"
        )
    return r
```

## Step 5: the Node.js version (web unlocker API in JavaScript)

In Node, `fetch` takes a `dispatcher`. Use `ProxyAgent` from `undici` for the forward proxy, and import `fetch` from the same package so the two versions match. The [ProxyAgent documentation](https://github.com/nodejs/undici/blob/main/docs/docs/api/ProxyAgent.md) lists the options used here: `token` for the Proxy-Authorization value and `requestTls` for the TLS settings towards the target.

```javascript
// unlock.mjs  (npm i undici)
import { readFileSync } from "node:fs";
import { fetch, ProxyAgent } from "undici";

const user = process.env.QP_UNLOCK_USER + "-country-us";
const pass = process.env.QP_UNLOCK_PASSWORD;

const dispatcher = new ProxyAgent({
  uri: "http://unlock.quantumproxies.io:9000",
  token: "Basic " + Buffer.from(user + ":" + pass).toString("base64"),
  requestTls: { rejectUnauthorized: false },
  // verified instead: requestTls: { ca: readFileSync("qp-unlocker-ca.pem") },
});

const url = "https://www.indeed.com/jobs?q=data+engineer&l=Austin%2C+TX";
const res = await fetch(url, { dispatcher, headers: { "x-qp-session": "indeed-001" } });

if (res.headers.get("x-qp-unlocker-blocked")) {
  console.error("blocked:", res.status, res.headers.get("x-qp-block-class"), res.headers.get("x-qp-vendor"));
} else {
  const html = await res.text();
  console.log(res.status, res.headers.get("x-qp-unlocker-attempts"), html.length);
}
```

The REST endpoint needs nothing beyond the `fetch` built into Node 18+:

```javascript
const resp = await fetch("https://app.quantumproxies.io/api/v1/scraper/unlock", {
  method: "POST",
  headers: {
    Authorization: "Bearer " + process.env.QP_API_KEY,
    "Content-Type": "application/json",
  },
  body: JSON.stringify({ url: "https://www.indeed.com/jobs?q=data+engineer&l=Austin%2C+TX", country: "us" }),
});
const { payload } = await resp.json();
console.log(payload.status, payload.blocked, payload.blockClass ?? "-", payload.attempts);
```

On axios, the usual pattern for HTTPS targets behind a proxy is to pass an agent from `https-proxy-agent` as `httpsAgent` and set `proxy: false`, or to call the REST endpoint above and skip proxy protocol entirely.

## Step 6: when you do not need the unlocker

The unlocker is billed per GB on every byte it moves, retries and browser page loads included. Sending it pages that a plain request fetches fine burns balance for nothing. In our run, these came back fine without any help:

| Site | Plain, datacenter server | Plain, residential proxy | Web Unlocker |
| --- | --- | --- | --- |
| docs.python.org (urllib.request page) | 200 | 200 | 200, 1.6 s |
| books.toscrape.com | 200 | 200 | 200, 1.9 s |
| news.ycombinator.com | 200 | 200 | 200, 4.1 s |
| en.wikipedia.org (Web scraping) | 200 | 200 | 200, 1.9 s |
| github.com (scrapy repository) | 200 | 200 | 200, 2.0 s |
| bbc.com (Technology) | 302 redirect | 302 redirect | 200, 1.4 s |

The BBC row is not a block. Our test client did not follow redirects, and the 302 is the site sending you to another URL. `requests` follows redirects by default and lands on the page.

So the right pattern is plain first, unlocker on a detected block. Detection needs care. The marker scan in our own test harness flagged the Wikipedia and GitHub pages as blocked because their bodies contain the word 'captcha', even though both returned the real page with a 200. Check the status code, Cloudflare's `cf-mitigated` header and the page title, not the whole body:

```python
from urllib.parse import urlsplit

BLOCK_STATUSES = {403, 429, 503}
BLOCK_TITLES = (
    "just a moment",                        # Cloudflare challenge
    "attention required",                   # Cloudflare block page
    "access denied",                        # Akamai and others
    "security check",
    "access to this page has been denied",  # PerimeterX
)
needs_unlocker: set[str] = set()            # domains that blocked plain requests

def looks_blocked(r: requests.Response) -> bool:
    if r.status_code in BLOCK_STATUSES:
        return True
    if r.headers.get("cf-mitigated") == "challenge":
        return True
    return any(t in title_of(r.text).lower() for t in BLOCK_TITLES)

def fetch(url: str, session_id: str | None = None) -> tuple[requests.Response, str]:
    host = urlsplit(url).hostname or ""
    if host not in needs_unlocker:
        try:
            r = requests.get(url, headers=HEADERS, timeout=20)
            if not looks_blocked(r):
                return r, "plain"
        except requests.RequestException:
            pass  # a reset or a timeout counts as a block too
        needs_unlocker.add(host)
    return unlock_get(url, session_id), "unlocker"   # from step 4; raises Blocked

for u in ("https://docs.python.org/3/library/urllib.request.html", URL):
    resp, route = fetch(u)
    print(route, resp.status_code, title_of(resp.text)[:60])
```

The `except` branch matters. Best Buy's laptop category never gave our plain clients an HTTP response at all: the connection failed from both the datacenter server and the residential proxy. Through the unlocker the same URL returned `200` on the first attempt in 6.3 seconds. A scraper that only checks status codes would never escalate that one.

## Measured results: four sites that needed the unlocker

Measured on 29 September 2026. Plain requests were curl with a Chrome User-Agent, once from a Frankfurt datacenter server and once through a residential proxy with a US exit. Web Unlocker requests used the residential tier with a US exit. Times are wall-clock for a single request.

| Site | Plain, datacenter server | Plain, residential proxy | Web Unlocker |
| --- | --- | --- | --- |
| Indeed (job search) | 403, 'Security Check' page | 403, 'Enable JavaScript and cookies to continue' | 200, 1 attempt, 2.6 s |
| Glassdoor (company reviews) | 403, 'Security' page with captcha | 403, 'Enable JavaScript and cookies to continue' | 200, 2 attempts + browser, 17.2 s |
| Walmart (search) | 307 redirect, no results page | 307 redirect, no results page | 200, 1 attempt, 4.8 s |
| Best Buy (laptop category) | Connection failed, no response | Connection failed, no response | 200, 1 attempt, 6.3 s |

In short: Indeed, Walmart and Best Buy passed on the first TLS attempt with no browser. Glassdoor needed the full path, two TLS attempts and then a headless browser to answer the JavaScript challenge, which is why it took 17.2 seconds. For Walmart we did not record where the 307 pointed. What we can say is that neither plain client received the results page and the unlocker did.

Repeat requests to a challenge-protected site get faster when you pin a session. Send the same `x-qp-session` value, or keep the same `-session-<id>` in the proxy username, and the clearance cookie earned by the browser is reused. In a Glassdoor test on 29 September 2026, with the session pinned in the username and two separate connections, the first request took 14.0 seconds through the browser and the second 1.4 seconds, with `x-qp-clearance: hit`. Our [guide to scraping Indeed job postings](https://quantumproxies.io/blog/scrape-indeed-job-postings) covers what to do with the page once you have it.

![Decision chart for a scraper: try a plain request first, and send the request through the web unlocker only when the status, the cf-mitigated header or the page title shows a block](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1790750868/blog/generated/qp-unl-g1-diag2.png)
*Plain first, unlocker on a detected block. The unlocker bills every byte it moves, so the cheapest request is the one that works without it.*

If you arrived here from a 403 that only happens outside the browser, our explainer on [why curl gets a 403 when the browser works](https://quantumproxies.io/blog/curl-403-but-browser-works) goes deeper into the diagnosis. For a site-by-site look at which layer you actually need, see [web unlocker vs residential proxy, tested](https://quantumproxies.io/blog/web-unlocker-vs-residential-proxy).

## Frequently asked questions

### Is there a free web unlocker API?

The open-source pieces are free: requests, curl_cffi for browser-like TLS, and Playwright for a real browser. Running them well is the work, because you also need clean exit IPs and a browser for JavaScript challenges. On QuantumProxies.io, creating an account is free, and unlocker traffic is billed per GB from a prepaid balance you top up in the dashboard.

### Can you scrape Glassdoor or Zillow with Python?

In our 29 September 2026 test, plain requests to a Glassdoor reviews page got a 403 from both a datacenter server and a residential proxy, and the unlocker returned the page after a browser escalation. Zillow blocked the datacenter server but served the page through a plain residential proxy. Check each site's terms before you collect anything.

### Can web scraping be detected?

Yes. Sites score the IP's network type and history, the TLS handshake, the HTTP/2 settings, header order and, on challenge pages, what JavaScript reports about the browser. A plain Python request fails several of those at once. That is why changing only the User-Agent rarely helps, and why the unlocker changes the IP, the fingerprint and, when needed, the whole client.

### Do I need to install a certificate to use the forward proxy?

Only for HTTPS through the classic forward proxy, because the unlocker terminates TLS to rewrite the request. Either skip verification for that session (verify=False in Python, -k in curl) or download the CA from /api/v1/scraper/unlock/ca with your API key and trust it. The REST endpoint needs no certificate at all.

### How do I keep the same IP across several requests?

Send the same x-qp-session header value on each request through the forward proxy, or put the same -session-\<id> in the proxy username. Calls sharing that session leave from the same exit, and a clearance cookie earned by the browser is reused. On the REST endpoint, pass a sessionId with rotation set to sticky. A sticky session can last from 3 to 1,440 minutes.

The whole pattern fits in one sentence: fetch plainly, detect a block by status, header and title, send only those URLs through the unlocker, and log the x-qp headers so you know what each page cost you. Start with the residential tier, and keep the Mobile tier for targets that refuse residential ranges too.

[Try the Web Unlocker on residential exits](https://quantumproxies.io/web-unlocker/residential)


---

# AI Agent Proxy Bandwidth Cost: The Real Numbers per Task

A browser agent downloads every image, font and tracker on every step. At 8 navigations a task that is 24 MB - about 700 GB a month at a thousand tasks a day. Here is where it goes and how to cut it.

The **AI agent proxy bandwidth cost** nobody budgets for is the one that arrives with the browser. An HTTP scraper fetches the HTML it parses and stops. An agent drives a real Chromium: it downloads the images so the vision step can see them, the web fonts so the layout settles, the analytics beacons because nobody told it not to - and it does that again on every navigation, on every retry, for every task. This post does the arithmetic out loud, shows you how to measure your own number instead of trusting ours, and lists the levers that take a residential gigabyte bill down by roughly 10x.

## The arithmetic: page weight times steps times tasks

Start from measurements we have published before: a full browser render of a modern page moves 2-5 MB once images, media, fonts and third-party scripts land, while the same page with assets blocked is often under 150 KB of HTML. Take 3 MB as a working average for a fresh page load. Now count navigations rather than steps - an agent that clicks around inside one page re-downloads very little, but every new URL is a fresh page. A realistic research or price-check task touches about eight of them:

- **Per task:** 8 navigations x 3 MB = **24 MB** across the proxy.
- **Per day:** 1,000 tasks x 24 MB = 24,000 MB = **~23 GB**.
- **Per month:** 23 GB x 30 = **~700 GB**.
- **Per invoice:** at the $1-6 per GB [the residential market runs](https://quantumproxies.io/residential-proxy-pricing), that is **$700-4,200 a month** - about $0.07 a task at a mid-range $3 per GB.

Seven cents a task sounds trivial until it is the largest line in your agent's unit economics. Unlike tokens, it scales with how heavy your targets are rather than how hard your task is: a trivial task on an image-dense marketplace costs more than a complex one on a text site. If per-GB pricing is new to you, our breakdown of [what a residential gigabyte actually buys](https://quantumproxies.io/blog/residential-proxy-pricing-per-gb-explained) covers the pages-per-GB side of the same equation.

## Measure your own AI agent proxy bandwidth cost

Ours is an average; yours depends entirely on your targets. Chromium can write a HAR file of every request it makes, and browser-use exposes that through `record_har_path`. Use `record_har_mode="full"` so the size fields are populated, and `record_har_content="omit"` so you get the byte counts without embedding every response body in the file:

```python
from browser_use import Browser

browser = Browser(
    proxy={
        "server": "http://gate.quantumproxies.io:8000",
        "username": "USER",
        "password": "PASS",
    },
    record_har_path="./runs/task-01.har",
    record_har_mode="full",     # 'minimal' drops the size fields you need
    record_har_content="omit",  # sizes yes, response bodies no
)
```

Then sum it. A proxy bills both directions, so request headers count too, and HAR writes `-1` when a size is unknown - clamp those to zero rather than letting them silently subtract:

```python
import json, sys

har = json.load(open(sys.argv[1]))
entries = har["log"]["entries"]

def size(d, *keys):
    return sum(max(0, d.get(k, 0) or 0) for k in keys)

total = 0
by_type = {}
for e in entries:
    up = size(e["request"], "headersSize", "bodySize")
    down = size(e["response"], "headersSize", "bodySize")
    total += up + down
    mime = e["response"].get("content", {}).get("mimeType", "?").split(";")[0]
    by_type[mime] = by_type.get(mime, 0) + up + down

print(f"{len(entries)} requests, {total/1_048_576:.2f} MB billed")
for mime, n in sorted(by_type.items(), key=lambda kv: -kv[1])[:8]:
    print(f"  {n/1024:8.0f} KB  {mime}")
```

Run that on three representative tasks and you have a real cost per task. The per-MIME breakdown is the useful part: on most consumer sites the top rows are images, video, fonts and analytics, and none of them feed your agent's reasoning.

![Statistics for AI agent bandwidth: 3 MB per fresh page, 24 MB per task, around 700 GB per month at a thousand tasks a day, and a 10x reduction with assets blocked](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776557/blog/generated/qp-b10-036-diag1.png)
*Eight navigations at 3 MB each is 24 MB a task. Multiply by your daily volume before you pick a per-GB plan.*

## Lever 1: stop downloading what the agent never reads

This is the big one and it is worth 5-10x on its own. In Playwright or Puppeteer you intercept requests and abort by resource type - the recipe is in our guide to [cutting a proxy GB bill](https://quantumproxies.io/blog/reduce-proxy-bandwidth-costs-scraping). In browser-use you have two blunter but effective tools: Chromium launch flags through `args`, and the default extension set, which ships uBlock Origin plus cookie handling and URL cleaning and is enabled by `enable_default_extensions`. Leave that on - every ad and tracker call it kills is a call you are not billed for.

```python
browser = Browser(
    proxy=PROXY,
    enable_default_extensions=True,   # uBlock Origin: fewer tracker requests
    args=[
        "--blink-settings=imagesEnabled=false",   # no image bytes at all
        "--disable-remote-fonts",                 # no web font downloads
        "--autoplay-policy=user-gesture-required",# no video streaming itself
        "--mute-audio",
    ],
)
```

One honest caveat: killing images blinds a vision-driven agent. If your agent reasons over screenshots, test it with images off before you ship - many tasks survive because the DOM still carries the text and structure, but a task that identifies products by photo will not. If it breaks, drop `imagesEnabled=false` and keep the fonts, media and tracker savings, which are still most of the win.

## Lever 2: fence the agent in

An agent that gets lost is an agent streaming video through your metered residential gateway. browser-use has `allowed_domains` and `prohibited_domains` for exactly this, with `allowed_domains` taking precedence when you set both. Patterns like `*.example.com` cover subdomains; wildcards in the TLD position are rejected deliberately, and lists past a hundred entries get optimised into sets. Set it on every production agent - it is a cost control before it is a safety control.

## Lever 3: reuse the profile, and cap the retries

A fresh incognito profile per run means an empty HTTP cache, so the agent re-downloads the same logo, stylesheet and framework bundle on every task against the same site. Pointing `user_data_dir` at a persistent directory lets the cache do its job across runs. The trade-off is identity: a cached, cookie-bearing profile is a stable fingerprint, so pin one profile to one sticky exit IP rather than letting it roam across the pool - the pairing is covered in our [browser-use proxy configuration guide](https://quantumproxies.io/blog/browser-use-proxy-configuration).

Retries are the other silent multiplier. Three attempts at a 3 MB page turn one failed navigation into 9 MB, and agents retry more than scrapers because the model keeps deciding to "try again". Cap it at one retry, and make the retry switch exit IP instead of repeating the same request through the same blocked address. Two attempts through two IPs beat five through one, at 40% of the bytes.

[See what a gigabyte costs on pay-per-GB residential](https://quantumproxies.io/residential-proxy-pricing)

![Checklist comparing levers that cut AI agent bandwidth - blocking assets, ad blocking, domain fencing, profile reuse, retry caps - against the habits that burn it](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776557/blog/generated/qp-b10-036-diag2.png)
*Four levers, stacked, take a browsing agent from 24 MB a task to roughly 2.4 MB without changing what it can do.*

## Lever 4: do not use an agent you do not need

This is the candid part. An agent earns its cost when the path is unknown - when it has to search, read, decide and navigate its way to data whose URL nobody could have written down in advance. When you already know the URL and the fields, driving a browser to get them is the most expensive way to do it. A [Scraper API](https://quantumproxies.io/scraper-api) that returns clean markdown or JSON delivers the same page as roughly 30-60 KB of extracted text instead of 3 MB of render, because the asset stripping and the parsing happen at the edge and you are charged for the result, not the raw traffic. On per-request pricing, which typically runs $1-3 per thousand successful requests across the market, eight pages costs cents.

The pattern that wins in production is hybrid: let the agent explore and decide, then hand the repeatable part to an API path. Once it has discovered that the price lives at a specific URL in a specific field, that lookup should never go through a browser again. Our notes on [headless browser versus HTTP requests](https://quantumproxies.io/blog/headless-browser-vs-http-requests-cost) quantify the same trade-off for classic scraping, and the wider agent stack is in [web infrastructure for AI agents](https://quantumproxies.io/blog/web-infrastructure-ai-agents).

## What the optimised bill looks like

Stack the levers and rerun the arithmetic. Assets blocked takes the average fresh page from 3 MB to roughly 300 KB, so eight navigations become 2.4 MB rather than 24 MB. A thousand tasks a day is then about 2.3 GB a day and 70 GB a month - $70-420 at market rates, against $700-4,200 before. Nothing about the agent's capability changed; it simply stopped paying to download photographs it never looked at.

## Frequently asked questions

### How much bandwidth does an AI agent use?

Budget around 3 MB per fresh page load with assets on, so roughly 24 MB for a task that touches eight URLs. Video-rich pages run several times higher; text-first sites run lower. Measure yours with a HAR recording rather than assuming - the spread between target sites is larger than the spread between agent frameworks.

### Why do agents cost more bandwidth than scrapers?

A scraper fetches one document and parses it. An agent renders the full page - images, fonts, media, analytics - because it needs the page to behave like a page, and it does that again on every navigation and every retry. It also explores: it visits pages a scraper would never request, because it does not know in advance which one holds the answer.

### Do the LLM API calls go through the proxy?

They should not. Configure the proxy on the browser session only. If you set `HTTP_PROXY` or `HTTPS_PROXY` as environment variables to be thorough, every model request travels through your metered residential gateway as well - prompts and responses, on every step. It is pure waste, and it is one of the easiest large savings to find in an existing agent.

### Is a scraping API cheaper than an agent?

For known URLs and known fields, almost always. You receive parsed markdown or JSON measured in tens of kilobytes rather than a multi-megabyte render, and per-request pricing across the market sits around $1-3 per thousand successful calls. The agent is worth its cost when the path has to be discovered - use it to explore, then hand the repeatable lookups to the API.

### Should agents use datacenter proxies to save money?

Where the target tolerates them, yes - [datacenter bandwidth](https://quantumproxies.io/datacenter-proxies) is several times cheaper per gigabyte and the speed is better. The catch is that agent traffic already looks non-human, so a datacenter IP on a protected site tends to fail, and a failed task costs its bytes twice. Default to datacenter on unprotected targets and reserve residential for the sites that actually filter by IP reputation.

Bandwidth is the quiet line item in agent economics, and it responds to boring engineering: measure with a HAR, block what the agent never reads, fence the domains, reuse the cache, cap the retries, and refuse to render a page whose URL you already know. Do all six and a 700 GB month becomes a 70 GB month with no loss of capability.

[Run your agents on pay-per-GB residential proxies](https://quantumproxies.io/residential-proxies)


---

# SOCKS5 Proxy Auth Relay: Build One, or Skip It Entirely

Chrome and many automation tools still can't authenticate a SOCKS5 proxy. A tiny local relay fixes that by holding the credentials — here is a minimal working one, the ready-made tools, and the cases where you do not need it at all.

A **SOCKS5 proxy auth relay** is a small local process that answers a proxy's username/password challenge on your behalf, then hands your tool a plain, no-auth endpoint on `127.0.0.1`. It exists to paper over a stubborn gap: Chromium has never supported authenticated SOCKS5 (tracked as Chromium bug 40829748), and plenty of automation tools accept only a bare `host:port`. A Reddit thread that made the rounds — someone frustrated enough to build a tiny relay because tools still could not handle authenticated SOCKS5 — is the whole genre in one sentence. This guide shows a minimal working relay, the ready-made tools, and, just as important, when you do not need one.

## The pattern: no-auth in front, authenticated behind

Every relay in this space does the same thing. It listens locally with no authentication, and for each connection it opens the upstream leg using your real credentials. Your tool connects to `127.0.0.1` — no password needed — and the relay performs the SOCKS5 auth handshake to the [SOCKS5 gateway](https://quantumproxies.io/socks5-proxies). The credentials live in one place, on loopback, and never touch the tool's config. That matters for a second reason: SOCKS5 is not encrypted and transmits credentials in cleartext, so keeping the authenticated leg on your own machine, bound to `127.0.0.1`, is the safe way to do this.

## The one-command relay: gost

You rarely need to hand-write a relay. `gost` is an open-source tunnelling tool that implements the full SOCKS5 spec including username/password auth, and it turns the whole job into a single command. Expose a no-auth SOCKS5 listener locally and forward to your authenticated upstream:

```bash
# local no-auth SOCKS5 on :1080  ->  authenticated SOCKS5 upstream
gost -L socks5://:1080 -F socks5://USER:PASS@gate.quantumproxies.io:PORT

# now point any tool at the loopback address, no credentials:
#   --proxy-server=socks5://127.0.0.1:1080   (Chrome, nodriver, zendriver)
```

If your tool speaks HTTP but not SOCKS5, the same command converts protocols — expose a local HTTP proxy that forwards to the authenticated SOCKS5 gateway. This is the clean answer to the recurring "convert SOCKS5 to HTTP proxy" question, and it beats the classic Privoxy config because gost handles the upstream auth in one place:

```bash
# local HTTP proxy on :8080  ->  authenticated SOCKS5 upstream
gost -L http://:8080 -F socks5://USER:PASS@gate.quantumproxies.io:PORT

# Chrome/curl/anything with an HTTP proxy setting can now use 127.0.0.1:8080
```

![Flow diagram of a local SOCKS5 auth relay: a tool connects to a no-auth loopback listener, which adds credentials and forwards to an authenticated proxy gateway](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776557/blog/generated/qp-b10-035-diag1.png)
*The relay holds the credentials on loopback and performs the SOCKS5 auth handshake, so the tool only ever sees a no-auth endpoint.*

## A minimal relay from scratch

If you would rather understand the moving parts, here is the smallest useful version in pure Python. It uses PySocks (`pip install PySocks`) to open the authenticated upstream leg and pipes bytes both ways. This particular sketch tunnels one target host — enough to scrape a single API through an authenticated SOCKS5 exit — which keeps it short and correct; a general SOCKS5 server that parses the client handshake is what tools like gost already do for you:

```python
import asyncio, socks   # PySocks

UP_HOST, UP_PORT = "gate.quantumproxies.io", 0000   # your SOCKS5 gateway
UP_USER, UP_PASS = "USER", "PASS"
TARGET = ("example.com", 443)                        # the one host to reach

async def pipe(reader, writer):
    try:
        while data := await reader.read(65536):
            writer.write(data)
            await writer.drain()
    finally:
        writer.close()

async def handle(local_r, local_w):
    # open the upstream leg with SOCKS5 auth (PySocks is blocking -> a thread)
    up = await asyncio.to_thread(
        socks.create_connection, TARGET,
        proxy_type=socks.SOCKS5, proxy_addr=UP_HOST, proxy_port=UP_PORT,
        username=UP_USER, password=UP_PASS,
    )
    up_r, up_w = await asyncio.open_connection(sock=up)
    await asyncio.gather(pipe(local_r, up_w), pipe(up_r, local_w))

async def main():
    server = await asyncio.start_server(handle, "127.0.0.1", 1080)
    async with server:
        await server.serve_forever()

asyncio.run(main())
```

For a full local SOCKS5 server that any client can point at, the community `socks-relay` project on GitHub is a good reference: it runs a no-auth or user/pass listener and relays to another SOCKS5 server, in a couple of hundred lines built on PySocks. The `socks-to-http-proxy` project (Rust) does the HTTP-conversion job if you prefer a compiled binary. Either way you are running the same pattern gost gives you in one line.

## When you do NOT need a relay

A relay is a hop you own, and often you can delete the whole problem instead. Skip it when any of these is true:

- **Your provider has an HTTP endpoint.** HTTP proxies authenticate with Basic auth in the URL, which almost every tool handles. Point at the HTTP gateway and the SOCKS5 auth headache disappears — the trade-offs are covered in [SOCKS5 vs HTTP](https://quantumproxies.io/blog/socks5-vs-http-proxy-difference).
- **IP whitelisting is available.** Register your egress IP with the provider and there are no credentials to relay at all. Every QuantumProxies plan supports whitelisting alongside user:pass on its [residential proxies](https://quantumproxies.io/residential-proxies) — the simplest fix whenever your IP is stable.
- **Your library already does SOCKS5 auth.** curl, Python `requests[socks]` and `httpx`, and most HTTP clients speak authenticated SOCKS5 natively. The relay is only for tools that cannot — chiefly Chromium-based browsers.

```bash
# no relay needed — curl authenticates SOCKS5 directly (socks5h resolves DNS
# through the proxy, avoiding leaks):
curl -x socks5h://USER:PASS@gate.quantumproxies.io:PORT https://httpbin.org/ip

# and HTTP Basic proxy auth is even more widely supported:
curl -x http://USER:PASS@gate.quantumproxies.io:PORT https://httpbin.org/ip
```

![Checklist comparing when a SOCKS5 auth relay is unnecessary versus when it earns its keep, covering HTTP endpoints, IP whitelisting, native library support and Chromium's SOCKS5 gap](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776556/blog/generated/qp-b10-035-diag2.png)
*Most setups can skip the relay: an HTTP endpoint, IP whitelisting, or a client that speaks SOCKS5 auth natively all remove the need for one.*

## The honest downside

Running your own relay adds a failure point. It is another process to supervise: if it crashes, every request behind it fails, and a bare script gives you no restart, no health check and no logging unless you add them. It has no rotation of its own — it forwards to whatever single upstream you configured, so exit rotation still has to come from the gateway. It adds a hop of latency, and it holds plaintext credentials in memory, which is exactly why it must bind to `127.0.0.1` and never a public interface. For a laptop scraping one site, that is fine. For anything you page on, prefer a fix with no new moving parts — whitelisting or an HTTP endpoint — over a relay you now have to keep alive.

The same relay pattern shows up across the stealth ecosystem, because Chromium's SOCKS5 gap is shared by every browser built on it. If you are wiring this into a specific framework, see [Playwright SOCKS5 authentication](https://quantumproxies.io/blog/playwright-socks5-proxy-authentication) and our [407 troubleshooting guide](https://quantumproxies.io/blog/fix-407-proxy-authentication-required) for the errors you will hit along the way.

## Frequently asked questions

### What is a SOCKS5 proxy auth relay?

A small local process that listens with no authentication and forwards each connection to an upstream SOCKS5 proxy using your username and password. It lets tools that cannot send SOCKS5 credentials — chiefly Chromium-based browsers — reach an authenticated proxy by pointing at a loopback address like `127.0.0.1:1080`. gost creates one in a single command.

### How do I convert a SOCKS5 proxy to an HTTP proxy?

You cannot convert the proxy itself; you run an intermediary that speaks HTTP locally and SOCKS5 upstream. `gost -L http://:8080 -F socks5://USER:PASS@host:port` exposes a local HTTP proxy that forwards to the authenticated SOCKS5 gateway. Dedicated tools like `socks-to-http-proxy` and Privoxy do the same job if you prefer them.

### Why can't Chrome use an authenticated SOCKS5 proxy?

Chromium has never implemented SOCKS5 username/password authentication — it is a long-standing limitation logged as Chromium bug 40829748. Unauthenticated SOCKS5 works through `--proxy-server=socks5://host:port`, but there is no way to supply credentials. A local relay or IP whitelisting is the standard fix, and a proxy-auth extension covers HTTP proxies.

### Is it safe to send SOCKS5 credentials to a relay?

Only over loopback. SOCKS5 is not encrypted and transmits credentials in cleartext, so a relay must bind to `127.0.0.1` and never a public interface — that keeps the authenticated leg on your own machine. The encrypted tunnel to the target is established end-to-end for HTTPS regardless, so the relay only ever sees TLS bytes it cannot read.

Reach for a relay only when the tool leaves you no choice. gost is the one-line answer, PySocks the from-scratch one — but the fastest fix for most people is to whitelist an IP or use an HTTP endpoint and run nothing extra at all. Fewer moving parts, fewer 3 a.m. pages.

[Get SOCKS5 proxies with IP whitelisting](https://quantumproxies.io/socks5-proxies)


---

# Authenticated Proxies in Anti-Detect Browsers: 2026 Support Map

Chromium has never accepted credentials on SOCKS5, and a launcher that only passes --proxy-server has nobody to answer the auth prompt. Here is which framework takes user:pass, which needs a helper, and which one is a dead end.

An authenticated proxy in an anti-detect browser fails in one of three ways, and the symptoms never change: a Chrome credentials popup nothing can dismiss, a 407 on every request, or a page that loads perfectly from your own IP. The proxy is rarely at fault. Chromium has never accepted a username and password on SOCKS5, and a launcher that only forwards `--proxy-server` to the binary has nobody to answer the browser's auth challenge. This is the 2026 map: which frameworks take `user:pass` natively, which need a helper, and where the road ends.

## One root cause, three symptoms

Chromium's proxy stack has a slot for a SOCKS5 server address and no slot for credentials. The request has sat on the Chromium tracker as issue 40323993 for years, the SwitchyOmega extension logged the Chrome team's confirmation in its own issue #1455, and ChromeDriver users chasing the same thing get pointed at crbug 40829748. Firefox is the exception — it authenticates SOCKS5 natively — which is why Camoufox lands in a different column from everything else here. If the protocol split is new to you, start with [SOCKS5 vs HTTP proxies](https://quantumproxies.io/blog/socks5-vs-http-proxy-difference).

HTTP and HTTPS proxies are a different story: the credentials work, just never from the command line. Chrome answers a 407 by raising an auth challenge, and something has to respond — in a normal browser, the popup you see. In automation it must be a loaded extension, a CDP handler subscribed to `Fetch.authRequired`, or the framework itself. Anything that only passes a launch flag leaves the challenge unanswered, and that is the hung page people keep screenshotting. The credential-format half is covered in [fixing 407 proxy authentication required](https://quantumproxies.io/blog/fix-407-proxy-authentication-required).

## Authenticated proxy support in anti-detect browsers: the 2026 map

Three buckets: credentials accepted by the API, credentials accepted only via a helper you build, and a limit of the engine that no configuration will move.

**Works natively with user:pass**

- **Playwright** — `proxy={server, username, password}` at launch or per context, documented for HTTP(S) only; the other half is in [Playwright SOCKS5 proxy authentication](https://quantumproxies.io/blog/playwright-socks5-proxy-authentication).
- **Patchright** — drop-in Playwright replacement, identical proxy object, and it deliberately keeps extensions enabled by dropping `--disable-extensions`. See [Patchright proxy setup](https://quantumproxies.io/blog/patchright-proxy-setup).
- **browser-use** — `ProxySettings(server=..., username=..., password=...)`, but pin the version: issue #2445 shows a config that routed on 0.1.45 and silently stopped on 0.5.4. See [browser-use proxy configuration](https://quantumproxies.io/blog/browser-use-proxy-configuration).
- **Camoufox** — Firefox engine, Playwright proxy dict, and the only one that also derives timezone, locale, coordinates and the spoofed WebRTC address from the exit IP via `geoip=True`. See [Camoufox proxy and GeoIP](https://quantumproxies.io/blog/camoufox-proxy-geoip).
- **Puppeteer** — launch `--proxy-server` with no credentials, then call `page.authenticate({username, password})` before navigating.

**Needs an extension, a relay or a CDP handler**

- **nodriver** — discussion #1798 has been the top result since March 2024: Chrome takes no credentials via browser args, and the accepted answer wires a CDP `Fetch` handler. Walkthrough in [nodriver proxy authentication](https://quantumproxies.io/blog/nodriver-proxy-authentication).
- **zendriver** — the fork inherits the gap; issue #208 asks for authenticated proxies and issue #10 has a user switching to a proxy extension instead. See [zendriver proxy with authentication](https://quantumproxies.io/blog/zendriver-proxy-with-authentication).
- **SeleniumBase UC Mode** — `--proxy=USER:PASS@host:port` works on Chromium, but only because it generates a Chrome extension for you; Chrome 137's extension changes broke exactly that, and issues #3046 and #3918 track auth proxies fighting the bypass. Checklist in [SeleniumBase UC Mode proxy not working](https://quantumproxies.io/blog/seleniumbase-uc-mode-proxy-not-working).
- **Plain Selenium with Chrome** — no native mechanism at all; the ecosystem answer is the same generated extension, which is all the helper packages on PyPI do.

**Never works: SOCKS5 with credentials**

- **Every Chromium framework above** — nodriver, zendriver, Patchright, SeleniumBase, Puppeteer and Playwright's Chromium all inherit the engine limit; Playwright at least throws `Browser does not support socks5 proxy authentication`.
- **Playwright issue #10567** — open since November 2021 and still labelled as collecting feedback. Do not plan around it landing.
- **Camoufox** — HTTP auth works on its Firefox engine, but users report getting SOCKS5 credentials working only by putting a local proxy in front, so treat that path as unclear rather than supported.
- **The honest fix** — use the HTTP endpoint, or whitelist your IP and drop credentials entirely.

![Three-column comparison of authenticated proxy support: frameworks with native user and password support, frameworks needing an extension or CDP handler, and SOCKS5 with credentials which never works in Chromium](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776556/blog/generated/qp-b10-010-diag1.png)
*Same Chromium core, three outcomes. The first column is a config change, the second is a build step, and the third is an engine limitation you route around.*

## Workaround 1: use the provider's HTTP endpoint

This fixes most of the threads linked above, and it costs nothing. If your provider exposes the same pool over HTTP and SOCKS5, point the browser at the HTTP gateway and credentials become a supported parameter instead of an unsupported one. Proxy-side DNS comes free: Chromium always defers name resolution to an HTTP proxy. Every QuantumProxies plan serves HTTP and [SOCKS5](https://quantumproxies.io/socks5-proxies) from the same gateway on the same credentials, so switching is a scheme change, not a new order.

```python
# Playwright, Patchright and Camoufox all take the same proxy object.
# Swap the import line; the proxy config does not change.
from playwright.sync_api import sync_playwright   # or: from patchright.sync_api import ...

PROXY = {
    "server": "http://gate.quantumproxies.io:PORT",  # HTTP endpoint, not socks5://
    "username": "USER",
    "password": "PASS",
}

with sync_playwright() as p:
    browser = p.chromium.launch(proxy=PROXY, headless=False)
    page = browser.new_page()
    page.goto("https://httpbin.org/ip")
    print(page.inner_text("pre"))
    browser.close()

# Camoufox: same dict, plus geoip so timezone/locale/WebRTC follow the exit IP.
# pip install -U "camoufox[geoip]"
# with Camoufox(geoip=True, proxy=PROXY) as browser: ...
```

## Workaround 2: IP whitelisting

The cleanest answer is to delete the auth step. With IP whitelisting you register the public IP of the machine running the browser and the gateway authorises it by source address — no username, no password, no popup, nothing for the framework to answer. Every problem on this page disappears at once, SOCKS5 included, because there is no credential left to pass. It is right for a fixed scraping server or a container behind a static egress IP, and wrong for laptops on changing networks. Whitelisting sits alongside `user:pass` on every QuantumProxies plan, so production can be whitelisted while development keeps credentials.

[Whitelist your IP on a 90M+ residential pool](https://quantumproxies.io/residential-proxies)

## Workaround 3: a generated Chrome auth extension, or a CDP handler

If you must keep credentials on a Chromium framework that will not take them, something inside the browser has to answer the challenge. Option one is an extension that sets the proxy and replies to `onAuthRequired` — exactly what SeleniumBase builds behind its `--proxy` flag. Under Manifest V3 the two permissions that make it work are `webRequest` and `webRequestAuthProvider`; miss the second and the listener never fires.

```js
// manifest.json (MV3) — webRequestAuthProvider is the one people forget
{
  "name": "proxy-auth",
  "version": "1.0",
  "manifest_version": 3,
  "permissions": ["proxy", "webRequest", "webRequestAuthProvider"],
  "host_permissions": ["<all_urls>"],
  "background": { "service_worker": "background.js" }
}

// background.js
const HOST = "gate.quantumproxies.io";
const PORT = 8080;              // your gateway port
const USER = "USER", PASS = "PASS";

chrome.proxy.settings.set({
  value: {
    mode: "fixed_servers",
    rules: { singleProxy: { scheme: "http", host: HOST, port: PORT } },
  },
  scope: "regular",
});

chrome.webRequest.onAuthRequired.addListener(
  () => ({ authCredentials: { username: USER, password: PASS } }),
  { urls: ["<all_urls>"] },
  ["blocking"],
);
```

Two caveats. Extensions do not load in every headless configuration, so this often forces headful plus a virtual display on servers. And the extension surface moves: SeleniumBase users lost proxy auth to a Chrome 137 extension change, so pin your browser and framework versions.

Option two skips the extension and answers the challenge over CDP. This is the accepted solution in the nodriver discussion, and the ordering trips everyone up: register the handlers before enabling the Fetch domain, and never await inside a handler or you deadlock the event loop.

```python
import asyncio, nodriver as uc

PROXY = "http://gate.quantumproxies.io:PORT"   # no credentials in the flag
USER, PASS = "USER", "PASS"

async def main():
    browser = await uc.start(browser_args=[f"--proxy-server={PROXY}"])
    tab = await browser.get("draft:,")

    async def on_auth(event: uc.cdp.fetch.AuthRequired):
        # fire-and-forget: awaiting here blocks every other request
        asyncio.create_task(tab.send(uc.cdp.fetch.continue_with_auth(
            request_id=event.request_id,
            auth_challenge_response=uc.cdp.fetch.AuthChallengeResponse(
                response="ProvideCredentials", username=USER, password=PASS),
        )))

    async def on_paused(event: uc.cdp.fetch.RequestPaused):
        asyncio.create_task(tab.send(uc.cdp.fetch.continue_request(request_id=event.request_id)))

    tab.add_handler(uc.cdp.fetch.RequestPaused, on_paused)
    tab.add_handler(uc.cdp.fetch.AuthRequired, on_auth)
    # enable AFTER the handlers are registered, or no event ever arrives
    await tab.send(uc.cdp.fetch.enable(handle_auth_requests=True))

    page = await browser.get("https://httpbin.org/ip")
    print(await page.get_content())

uc.loop().run_until_complete(main())
```

![Checklist contrasting the simple fixes for proxy authentication, such as using the HTTP endpoint and IP whitelisting, against the harder ones like generating an auth extension or writing a CDP handler](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776556/blog/generated/qp-b10-010-diag2.png)
*Order of operations: change the endpoint, then whitelist the IP. Only build an extension, a relay or a CDP hook when neither is possible.*

## Workaround 4: a local relay

A relay is a small proxy you run on localhost that talks to the upstream gateway with credentials and offers your framework an unauthenticated listener. The browser connects to `127.0.0.1`, sees no auth challenge, and the credential problem moves to a process that has no trouble with it. This is the only way to use SOCKS5 with credentials from Chromium at all, and what Camoufox users report doing. Open-source relays on GitHub take the upstream credentials as environment variables. Keep the listener bound to loopback — an open no-auth proxy on a public interface is somebody else's free bandwidth. Build versus install is covered in [proxy relay tools for SOCKS5 auth](https://quantumproxies.io/blog/proxy-relay-socks5-auth-tools).

```bash
# SeleniumBase UC Mode: one flag, extension generated for you
pytest test_proxy.py --uc --proxy=USER:PASS@gate.quantumproxies.io:PORT

# Relay route: credentials upstream, no auth on the local listener
SOCKS5_SERVER=gate.quantumproxies.io:PORT \
SOCKS5_USER=USER SOCKS5_PASSWORD=PASS \
  ./socks-relay.py 127.0.0.1:1080

# now every framework can use it, credentials and limitations gone
# playwright: proxy={"server": "socks5://127.0.0.1:1080"}
# nodriver:   browser_args=["--proxy-server=socks5://127.0.0.1:1080"]
```

## Which route to pick

- Fixed server or static egress IP: **whitelist it** and stop reading.
- Dynamic machines, HTTP targets: **the HTTP endpoint** with `user:pass`.
- No auth API (nodriver, zendriver, plain Selenium): **CDP handler** if you own the code, extension if you do not.
- SOCKS5 mandatory, or a tool that speaks nothing else: **local relay**.
- Bypass regressed the moment you added the proxy: suspect the **exit IP's reputation**, not the framework — check it with the free [IP quality checker](https://quantumproxies.io/ip-checker) first.

## Frequently asked questions

### Why does Chrome not support SOCKS5 with a username and password?

Because Chromium's network stack never implemented the SOCKS5 username and password authentication method. The request has been on the Chromium tracker for years as issue 40323993, and the Chrome team has confirmed it is unsupported in related extension threads. It is not a flag you are missing: no combination of command-line arguments passes SOCKS5 credentials to Chromium, and every Chromium-based framework inherits that.

### Which anti-detect framework has the best proxy support?

For authenticated HTTP proxies, the Playwright family — Playwright, Patchright, browser-use and Camoufox — is the least painful, because credentials are a first-class parameter. Camoufox goes furthest by aligning timezone, locale and WebRTC with the exit IP through its GeoIP option. The CDP-first tools, nodriver and zendriver, are strong on stealth but expect you to solve authentication yourself.

### Does an auth proxy break Cloudflare bypass in UC Mode?

It can, and the reports usually blame two separate things as one. The generated auth extension changes the browser's surface, and the proxy changes the exit IP — and an IP with poor reputation triggers hard challenges no framework can pass. Test the same target twice, once with the proxy and once with a whitelisted IP, before blaming the framework.

### Is IP whitelisting safer than user:pass?

Operationally it is simpler and removes a whole class of failure, since nothing has to answer a challenge and credentials never sit in a launch flag or process list. The trade-off is flexibility: it binds the pool to a fixed source address, so laptops on changing networks and autoscaling workers still need credentials. Most teams whitelist production and keep `user:pass` for development.

The map is short enough to memorise. Playwright and its forks take credentials; nodriver and zendriver make you build the answer; SeleniumBase builds it for you and occasionally breaks; SOCKS5 with credentials is a dead end in Chromium. The rest is choosing between HTTP endpoint, whitelisted IP, extension and relay — in that order, because that is also least to most maintenance.

[Get HTTP, SOCKS5 and IP whitelisting on one plan](https://quantumproxies.io/residential-proxies)


---

# Patchright Proxy Setup: Launch, Contexts, Auth and Docker

Patchright patches the CDP leaks that out Playwright before the browser starts. It does not touch your IP reputation — and its recommended stealth setup quietly changes how you rotate proxies.

Patchright is a patched, undetected build of Playwright that works as a drop-in replacement: change the import, keep the code. The patches land **before the browser process starts** — they remove the automation flags and the Chrome DevTools Protocol calls that let a site fingerprint a Playwright session in its first few milliseconds. What they do not touch is the network. Every Patchright proxy question comes back to that split, and to one detail the README buries: the setup the project recommends for maximum stealth is a persistent context, which quietly changes how you rotate exits. This is the proxy-focused guide — launch versus context, authenticated gateways, Docker, and an honest account of the ceiling.

## Install and the drop-in proxy

Patchright ships for Python, Node and .NET, and only patches Chromium — Firefox and WebKit are explicitly unsupported. Install it and pull real Google Chrome rather than the bundled Chromium, which the project recommends for stealth:

```bash
pip install patchright
patchright install chrome
# Node: npm i patchright && npx patchright install chrome
```

The proxy API is Playwright's, unchanged, because proxies are one of the few things Patchright deliberately leaves alone. Credentials go in dedicated fields, never inside the server URL — which is why authenticated proxies need no extension shim here, unlike Selenium or raw Puppeteer:

```python
from patchright.sync_api import sync_playwright

PROXY = {
    "server": "http://gate.quantumproxies.io:PORT",
    "username": "USER",
    "password": "PASS",
}

with sync_playwright() as p:
    browser = p.chromium.launch(channel="chrome", proxy=PROXY)
    page = browser.new_page()
    page.goto("https://httpbin.org/ip")
    print(page.text_content("body"))   # the exit IP
    browser.close()
```

That is the whole "does Patchright support proxies" answer: yes, identically to upstream Playwright, including the `bypass` list and the Chromium quirk that loopback addresses skip the proxy entirely — so testing against a local mock server will always look like the proxy is being ignored. If you are new to the underlying model, our [Playwright proxy integration guide](https://quantumproxies.io/blog/playwright-proxy-integration) covers the base behaviour, and the [anti-detect framework proxy map](https://quantumproxies.io/blog/anti-detect-frameworks-authenticated-proxies-map) compares which stacks accept credentials natively.

## Per-context proxies and the global stub

Contexts are the cheap rotation unit: separate cookies, storage and cache, created in milliseconds instead of the seconds a browser launch costs. Each one takes its own `proxy` option, so a single process can hold a US identity and a German identity at the same time. There is one documented Playwright gotcha that trips people up here — the browser must be launched with a global proxy for per-context proxies to work on Chromium. If every context overrides it, the global value is never used and can be any placeholder string:

```js
const { chromium } = require('patchright');

(async () => {
  // the global proxy is never used — it only enables the per-context option
  const browser = await chromium.launch({
    channel: 'chrome',
    proxy: { server: 'http://per-context' },
  });

  for (const job of jobs) {
    const context = await browser.newContext({
      proxy: {
        server: 'http://gate.quantumproxies.io:PORT',
        username: 'USER-country-' + job.country,   // geo in the username
        password: 'PASS',
      },
    });
    const page = await context.newPage();
    try {
      await page.goto(job.url, { timeout: 30000 });
      // ...extract...
    } finally {
      await context.close();   // burns the cookies with the exit
    }
  }
  await browser.close();
})();
```

Pointed at a rotating gateway, each context leaves from a different address in a 90M+ residential pool with no list management on your side — that is what [rotating proxies](https://quantumproxies.io/rotating-proxies) do server-side. Note where the geo and session controls live in that snippet: in the username, not in a custom header. That matters more in Patchright than in plain Playwright, because the project's own guidance is to avoid custom headers and user-agent overrides, since injected values are themselves a detection surface. Username-parameter control keeps the browser's request shape untouched.

![Comparison diagram of Patchright proxy configuration at launch with per-context rotation versus a persistent context with one proxy per process](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776555/blog/generated/qp-b10-009-diag1.png)
*The trade-off nobody states: fast rotation lives in contexts, maximum stealth lives in a persistent profile — and a persistent profile has exactly one context.*

## The persistent-context trade-off

Patchright's recommended stealth configuration is not `launch()`. It is `launch_persistent_context()` with a real Chrome channel, a user data directory, no viewport override and headed mode — and explicitly without custom headers or a spoofed user agent. That setup also persists whatever clearance cookies a challenge hands you, so a solved challenge is reusable across runs. The proxy consequence is structural: a persistent context *is* the context. There is no `newContext()` to hang a second proxy on, so one process equals one exit identity.

```python
from patchright.sync_api import sync_playwright

with sync_playwright() as p:
    ctx = p.chromium.launch_persistent_context(
        user_data_dir="profiles/it-01",   # one profile per identity
        channel="chrome",
        headless=False,
        no_viewport=True,
        proxy={
            "server": "http://gate.quantumproxies.io:PORT",
            "username": "USER-country-it-session-it01",   # sticky, pinned to the profile
            "password": "PASS",
        },
        # do NOT pass user_agent or extra_http_headers here
    )
    page = ctx.new_page()
    page.goto("https://example.com")
    ctx.close()
```

So rotation becomes a process-level decision: one profile directory per identity, one sticky session pinned to it, and a worker pool instead of a context loop. Keep the pairing stable — a profile that accumulated cookies behind an Italian exit and then reappears behind a Brazilian one is a contradiction no CDP patch can hide. Practical rule: name the directory after the session id, delete the directory when you burn the session, and never share a profile across two exits.

## Running Patchright in Docker behind a proxy

Containerising a stealth browser has two traps, and both have proxy consequences. The first is `--no-sandbox`: the usual fix for Chrome refusing to start as root, and a flag anti-bot vendors happily read. Run as a non-root user instead. The second is headless mode — the project recommends headed, so use a virtual display rather than reaching for the headless switch:

```bash
# Dockerfile
FROM python:3.12-slim

RUN apt-get update && apt-get install -y --no-install-recommends \
      xvfb ca-certificates && rm -rf /var/lib/apt/lists/*

RUN pip install --no-cache-dir patchright \
 && patchright install --with-deps chrome

RUN useradd -m app
USER app
WORKDIR /home/app
COPY --chown=app:app scrape.py .

# headed under a virtual display: no --no-sandbox, no HeadlessChrome tell
CMD ["xvfb-run", "-a", "python", "scrape.py"]

# build & run:
#   docker build -t patchright-worker .
#   docker run --ipc=host --shm-size=1g patchright-worker
```

The `--ipc=host` and larger `/dev/shm` are the standard Chromium-in-Docker fixes for tab crashes under load, straight from the Playwright container docs. One proxy-specific trap: if you run a local relay to add credentials to a SOCKS5 endpoint, `127.0.0.1` inside the container is the container, not your host. Either put the relay in the same container, address the host explicitly, or run the relay as a sidecar on a shared network. And keep the profile directory on a volume if you are using persistent contexts, otherwise every container restart throws away the clearance cookies you paid bandwidth to earn.

## What the patches cover, and what they never will

It is worth knowing exactly what you are buying. Patchright's headline fix is the `Runtime.enable` leak — it runs JavaScript in isolated execution contexts instead of enabling the domain that gives the game away. It disables the Console API to close `Console.enable` (so `page.on("console")` logging is gone, which is a real cost when you are debugging a proxy failure). It rewrites Playwright's default flags: adds `--disable-blink-features=AutomationControlled`, removes `--enable-automation`, and puts back `--disable-popup-blocking`, `--disable-component-update`, `--disable-default-apps` and `--disable-extensions`. It also reaches into closed shadow roots with ordinary locators.

Read that flag list as a bandwidth line item too. Restoring component updates and default apps means a browser that phones home in the background — through your metered exit. Measure a session's transfer before you scale, and block image, font and media resource types on the context to keep per-page cost down. None of it touches the other wall: a patched browser on a burnt datacentre IP is still a burnt IP, and the request is refused on reputation before any of this cleverness is evaluated. Check an address with the free [IP quality checker](https://quantumproxies.io/ip-checker) before you conclude the patches failed, and put [residential proxies](https://quantumproxies.io/residential-proxies) under the browser so the two layers are solving different problems.

![Wall diagram showing Patchright's CDP patches passing the automation check but a flagged exit IP still being blocked on reputation](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776555/blog/generated/qp-b10-009-diag2.png)
*Patches decide what the browser says about itself. Proxies decide where it appears to come from. Fixing one and ignoring the other still ends in a block.*

## Frequently asked questions

### How do I set a proxy in Patchright?

Exactly as in Playwright: pass `proxy={"server": "http://host:port", "username": "USER", "password": "PASS"}` to `chromium.launch()`, `launch_persistent_context()` or `new_context()`. Patchright does not patch the proxy layer, so every upstream behaviour — the bypass list, the loopback exception — applies unchanged.

### Does Patchright support SOCKS5 proxy authentication?

No, and it is a Chromium limitation rather than a Patchright one: Chromium has no mechanism for SOCKS credentials, so authenticated SOCKS5 endpoints fail. Use the HTTP port of the same gateway with the username and password fields, or authenticate by IP whitelist and keep the SOCKS5 scheme — every QuantumProxies plan supports whitelisting as an alternative to user:pass. The full workaround set is in our [Playwright SOCKS5 authentication guide](https://quantumproxies.io/blog/playwright-socks5-proxy-authentication), which applies unchanged here.

### Can Patchright use a different proxy per context?

Yes, if you launched the browser with a global proxy value — even a placeholder — because Chromium only enables per-context proxies when one is present at launch. The exception is the persistent-context setup Patchright recommends for stealth: that gives you a single context, so rotation means a separate process with its own profile directory.

### Is Patchright Chromium-only?

Yes. The project states plainly that only Chromium-based browsers are patched; Firefox and WebKit are unsupported. If you need Firefox-engine stealth with geo derived from the proxy exit, that is a different tool — see our [Camoufox proxy and geoip guide](https://quantumproxies.io/blog/camoufox-proxy-geoip).

### Do I still get blocked with Patchright?

On hard targets, yes. Independent testing shows headless mode still leaking a HeadlessChrome tell, and challenge pages that a patched browser reaches but cannot clear. The patches close the cheap automation checks; IP reputation, TLS fingerprints and challenge solving are separate problems that need separate answers.

Treat Patchright as what it is: a very good fix for one specific class of leak, delivered without asking you to rewrite a line of Playwright. Pair it with exits that are clean, sticky where identity matters, and verified before the run — then the remaining failures are actually about the target, not about your setup. This is technical guidance, not legal advice: automate within the law and the site's terms.

[Put Patchright on clean residential exits](https://quantumproxies.io/residential-proxies)


---

# Camoufox Proxy and GeoIP: Your Exit IP Is the Fingerprint

Turn on geoip and Camoufox derives your timezone, locale, coordinates and spoofed WebRTC address from the proxy's exit IP. That makes a mislabelled proxy louder than no proxy at all.

Most Camoufox proxy tutorials stop at the two lines that set `proxy` and `geoip=True`. The consequence is what nobody writes down: with `geoip` enabled, Camoufox derives your timezone, locale, latitude, longitude and the spoofed WebRTC address *from the proxy's exit IP*. The proxy stops being a network hop and becomes the source of truth for the whole identity. Feed it a mislabelled or recycled exit and Camoufox builds a perfectly coherent fingerprint around a lie — a stronger signal than no spoofing at all. Here is the setup, the errors people paste into Google, the SOCKS5 gap, and how to check an exit first.

## What geoip actually derives from your proxy

Camoufox is an anti-detect Firefox build that wraps Playwright's Python API, so the proxy config is Playwright-shaped. The geo layer is what makes it different. Per the project docs, `geoip=True` (or a target IP address) makes Camoufox use the target IP's longitude, latitude, timezone, country and locale, and spoof the WebRTC IP address — then goes further, calculating the browser language from the distribution of language speakers in that region rather than defaulting to the country's official language. The lookups run against a MaxMind-format database that ships as an optional extra:

```bash
pip install -U "camoufox[geoip]"
python -m camoufox fetch
```

The `[geoip]` extra is optional in the packaging sense only — the docs call it heavily recommended if you are using proxies, and that is understated. Without it you get a stealth browser running on your host machine's timezone and locale while its IP claims to be in another country. Here is the minimal working setup with an authenticated HTTP gateway:

```python
from camoufox.sync_api import Camoufox

with Camoufox(
    geoip=True,
    humanize=True,          # cursor movement, not a fingerprint setting
    headless=False,
    proxy={
        "server": "http://gate.quantumproxies.io:PORT",
        "username": "USER",
        "password": "PASS",
    },
) as browser:
    page = browser.new_page()
    page.goto("https://httpbin.org/ip")
    print(page.text_content("body"))   # should be the exit IP, not yours
```

Note the shape of the `proxy` dict: credentials go in separate `username` and `password` fields, never inside the `server` URL. That is inherited from Playwright and it is the reason authenticated proxies are painless here — no extension shim, no auth dialog to dismiss. The async API is identical via `AsyncCamoufox`. For how this compares with the other stealth stacks, see our [map of authenticated proxy support across anti-detect frameworks](https://quantumproxies.io/blog/anti-detect-frameworks-authenticated-proxies-map).

## Why the wrong proxy unmasks you

Anti-bot systems rarely hunt for a single bad value. They hunt for **contradictions** — two signals that cannot both be true of the same human. A browser reporting `Europe/Rome` from an IP that geolocates to Ohio is one. Camoufox's geoip feature exists to kill that class of contradiction, and it does the job well. The catch is that it always resolves the contradiction in favour of the IP. If the database says your exit is in Germany but the address is a recycled datacentre range that half the internet already flags as a proxy, Camoufox will dutifully dress your browser as a German home user sitting on an ASN no German home user has ever used.

That makes exit quality a fingerprinting problem, not only a blocking one. Two checks belong in every run: the exit's real ASN and country, and whether the IP already carries a fraud or proxy score. Our free [IP quality checker](https://quantumproxies.io/ip-checker) answers both, and [residential proxies](https://quantumproxies.io/residential-proxies) on real ISP ranges in 200+ countries are what make the derived identity plausible at all. None of it exempts you from the layer below — the engine still emits a TLS handshake, and [JA3/JA4 fingerprinting](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping) reads it before your spoofed values are ever sent.

![Flow diagram showing a residential exit IP feeding Camoufox geoip lookup, which derives timezone, locale, coordinates and WebRTC address before the fingerprint is injected](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776554/blog/generated/qp-b10-008-diag1.png)
*With geoip on, five identity signals are computed from one input: the exit IP. Choose that input badly and the whole chain is coherently wrong.*

## The Camoufox proxy errors you will actually hit

Three failures dominate the issue tracker, and none of them mean your credentials are wrong:

- **`InvalidProxy: Failed to connect to proxy`** — raised before the browser starts, and it is a geoip side effect. Camoufox resolves your exit address through a list of public IP APIs so it knows what to look up. Those endpoints are HTTPS, so a proxy that cannot CONNECT-tunnel TLS fails the check even when plain HTTP through it succeeds (discussion #397). Drop `geoip` and the same proxy 'works' — exactly the wrong fix.
- **`Page.goto: NS_ERROR_PROXY_CONNECTION_REFUSED`** — the Firefox-level refusal. Issue #294 documents it for `launch_server()`: a proxy string that works in a normal launch fails when the browser is started as a server and driven over its WebSocket endpoint, credentials valid. Verify the proxy in a direct launch first so you know which layer is broken.
- **geoip plus an IPv6 exit** — the lookup errors out where the same database is fine for IPv4 (discussion #241). On an IPv6 pool, resolve the address yourself and pass it in.

The clean workaround for the first and third case is documented but under-used: `geoip` accepts an IP address, not only `True`. Resolve the exit yourself through the same proxy, then hand Camoufox the answer. You skip the internal lookup entirely, and as a bonus you get to log which exit each session ran on:

```python
import requests
from camoufox.sync_api import Camoufox

HOST = "gate.quantumproxies.io:PORT"
USER, PASS = "USER-session-a1b2", "PASS"     # sticky session id in the username

PROXY = {"server": f"http://{HOST}", "username": USER, "password": PASS}
url = f"http://{USER}:{PASS}@{HOST}"          # percent-encode odd characters

# 1) resolve the exit through the same gateway and session
exit_ip = requests.get(
    "https://api.ipify.org", proxies={"http": url, "https": url}, timeout=15
).text.strip()

# 2) hand Camoufox the address instead of letting it discover one
with Camoufox(geoip=exit_ip, proxy=PROXY, humanize=True) as browser:
    page = browser.new_page()
    page.goto("https://browserscan.net")
    print("session exit:", exit_ip)
```

Two details matter. Use a **sticky session** so the IP resolved in step one is still the exit in step two — under per-request rotation those are different addresses and the derived geo is wrong from the first page load. And percent-encode credentials containing `@`, `:` or `#`: the dict form is immune, the URL form is not.

## Camoufox and SOCKS5: the WebRTC and auth gap

SOCKS5 is where Camoufox users get stuck, and the reason is more interesting than a missing feature. Issue #368 frames it exactly right: without a proxy that carries UDP, WebRTC can expose you. WebRTC negotiates over UDP, HTTP proxies are TCP-only, and SOCKS5 is the one common protocol with a UDP association mode — which is why people want it here specifically. Camoufox's answer is to spoof the WebRTC address from the geoip data instead of routing the media path, and that covers the common leak. The `block_webrtc` option removes the surface altogether, at the cost of looking like a browser with WebRTC disabled.

Authenticated SOCKS5 is the harder gap. Discussion #334 is a user asking for the trick and reporting that the only thing that worked was running a local proxy server to forward browser traffic into a SOCKS5 endpoint with login and password. That is still the state of play, and it leaves you three options, in order of preference:

- **Authenticate by IP whitelist.** Add your machine or server address to the allowed list and the SOCKS5 endpoint needs no credentials at all. Every QuantumProxies plan exposes HTTP and SOCKS5 endpoints and supports whitelisting as an alternative to user:pass, which makes this the one-line fix rather than the exotic one.
- **Use the HTTP port of the same gateway.** Unless you specifically need UDP, HTTP(S) with credentials in the dict is less trouble. Our breakdown of [SOCKS5 versus HTTP proxies](https://quantumproxies.io/blog/socks5-vs-http-proxy-difference) covers when the difference matters.
- **Run a local relay** that accepts an unauthenticated connection on `127.0.0.1` and adds credentials upstream — the workaround from #334. Point Camoufox at `socks5://127.0.0.1:1080` and let the relay authenticate.

[Get SOCKS5 endpoints with IP whitelisting](https://quantumproxies.io/socks5-proxies)

![Checklist comparing a coherent Camoufox identity built on a verified residential exit against contradictory signals from a mislabelled proxy](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776554/blog/generated/qp-b10-008-diag2.png)
*The failure mode is not a missing value. It is a confident value that disagrees with the IP behind it.*

## A pre-flight checklist before you trust geoip

1. Resolve the exit IP through the proxy and log it with the session id. If you cannot name the address a run used, you cannot debug the block it got.
2. Check the exit's real country and ASN against what the pool claims. Country mismatches poison every derived signal.
3. Pin a sticky session for the whole browser lifetime. Rotating mid-session changes the IP under a fingerprint computed for the old one.
4. Load a fingerprint test page once per pool, not once per project — the timezone, locale and WebRTC values change with the exit.
5. Pick `block_webrtc` or geoip-based WebRTC spoofing per target, and keep it consistent within a session.

## Frequently asked questions

### How do I set a proxy in Camoufox?

Pass a Playwright-style dict to the `Camoufox()` constructor: `proxy={"server": "http://host:port", "username": "USER", "password": "PASS"}`. Credentials belong in the separate fields, not in the server URL. Add `geoip=True` alongside it so timezone, locale and coordinates are derived from that exit instead of your host machine.

### Does Camoufox support SOCKS5 proxies?

The proxy dict accepts a `socks5://` server, but authenticated SOCKS5 is the known sore point — discussion #334 reports a local relay as the only reliable route, and full SOCKS5 support is still an open enhancement request (#368). The practical fix is IP whitelisting, which removes the credential requirement entirely, or using the gateway's HTTP port.

### What does geoip=True do in Camoufox?

It looks the exit IP up in a MaxMind-format database and uses the result to set the browser's longitude, latitude, timezone, country and locale, spoof the WebRTC address, and pick a plausible language for the region. It needs the `camoufox[geoip]` extra installed. You can also pass an IP string instead of `True` to skip the self-discovery step.

### Why do I get InvalidProxy: Failed to connect to proxy?

Because the geoip pre-check could not reach a public IP API through your proxy. Those endpoints are HTTPS, so the proxy must support CONNECT tunnelling; a gateway that only forwards plain HTTP fails here while appearing to work elsewhere. Test with an HTTPS request through the same proxy, or resolve the exit yourself and pass it as `geoip="1.2.3.4"`.

Camoufox's geoip option is the best argument in the ecosystem for spending money on IP quality instead of on more evasion code. It takes the hardest part of fingerprint consistency — making the browser agree with the network — and solves it automatically, on the condition that the network is telling the truth. Buy the exit first, then turn geoip on. If you need Chromium rather than Firefox, the same discipline carries over to our [Patchright proxy setup guide](https://quantumproxies.io/blog/patchright-proxy-setup). This is technical guidance, not legal advice: scrape within the law and the target's terms.

[Run Camoufox on verified residential exits](https://quantumproxies.io/residential-proxies)


---

# curl_cffi vs requests: What It Fixes and What It Cannot

Swapping requests for curl_cffi turns a lot of 403s into 200s. It also does nothing at all for a burnt IP. Here is the line between the two, and a fifteen-minute test that tells you which side your problem is on.

The curl_cffi vs requests question usually arrives mid-incident: a scraper that ran for months starts returning 403 on the first call, someone on Reddit says to swap the client, and it works. That is a real effect with a real explanation — but the way it gets repeated ("just use curl_cffi") hides both what is happening and where it stops helping. requests is not slow or badly written. It has exactly one disadvantage in a scraping context, it is a big one, and it has nothing to do with the API you type. This is where the two clients genuinely differ, what changes when you switch, and the one thing impersonation will never fix no matter which library you pick.

## The one difference that matters

Both libraries send the same headers. The difference is one layer down, in the TLS handshake that opens the connection before a single HTTP byte moves. requests sits on urllib3 and OpenSSL, which advertise a cipher list, extension set and ordering that belong to Python and nothing else. curl_cffi is a binding to a patched fork of curl that reproduces a browser's ClientHello byte for byte, along with its HTTP/2 SETTINGS frame — so its JA3, JA3N and Akamai hashes match real Chrome rather than a scripting library. Anti-bot vendors keep databases of these signatures; a mismatch between a Chrome User-Agent header and a Python handshake is a contradiction you cannot talk your way out of. We unpacked the mechanics in [JA3 and JA4 fingerprinting](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping), and the same effect explains why [curl gets a 403 where your browser gets a 200](https://quantumproxies.io/blog/curl-403-but-browser-works) on an identical URL.

Everything else in the comparison follows from the implementation. Because curl_cffi wraps libcurl, it inherits HTTP/2, HTTP/3, websockets and asyncio, none of which requests has ever supported. Because requests is pure Python, it installs on anything and has a decade of ecosystem behind it. Both statements are true at once, and which one dominates depends entirely on your target.

## A reproducible test you can run in five minutes

Do not take anyone's pass-rate table on faith, including ours. The fingerprint difference is directly observable: point both clients at a TLS-echo endpoint and compare the hashes they report back. If the two lines match, your build is not impersonating anything.

```python
# pip install requests curl_cffi
import requests
import curl_cffi

URL = "https://tls.browserleaks.com/json"

a = requests.get(URL, timeout=30).json()
b = curl_cffi.get(URL, impersonate="chrome", timeout=30).json()

print("requests   ja3n:", a["ja3n_hash"], "| akamai:", a.get("akamai_hash", "-"))
print("curl_cffi  ja3n:", b["ja3n_hash"], "| akamai:", b.get("akamai_hash", "-"))

# Two different ja3n hashes = impersonation is working. The curl_cffi README
# documents aa56c057ad164ec4fdcb7a5a283be9fc as a Chrome-matched ja3n value.
# The akamai (HTTP/2) fingerprint is usually empty for requests: it is
# HTTP/1.1 only, so there is no SETTINGS frame to fingerprint in the first place.
```

Since v0.15 there is a one-liner version of the same check: `curl-cffi get tls.browserleaks.com/json --impersonate chrome`. Run it before you debug anything else — it separates "my impersonation is misconfigured" from "my impersonation is fine and something else is blocking me", which are two completely different afternoons.

![Side-by-side comparison of requests and curl_cffi across protocol support, concurrency, fingerprinting and portability](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776553/blog/generated/qp-b10-007-diag1.png)
*requests wins on portability and ecosystem; curl_cffi wins on protocols and fingerprints. Neither wins on IP quality — that is not a client feature.*

## What curl_cffi does not fix: IP reputation

Here is the part the swap-the-library advice leaves out. A TLS fingerprint answers the question "what software is this?". It says nothing about "where is this coming from?" — and that second question is answered by a separate lookup against your exit IP: which ASN owns it, is it a hosting provider or a consumer ISP, has it appeared in abuse feeds, how many other sessions have hit this site from the same address in the last hour. A flawless Chrome handshake arriving from a cloud VM in a datacenter range is a Chrome browser that has apparently been installed in a server rack. That is not more convincing than python-requests. In some cases it is less, because the contradiction is sharper.

The project's own FAQ puts IP quality first in its list of factors, ahead of request rate and JavaScript fingerprints, when explaining why impersonation alone may not be enough. That ordering is not an accident: reputation is the cheapest signal for a defender to evaluate and the hardest for an attacker to fake, because unlike a header or a cipher list you cannot generate it locally. If your requests-based scraper was already running through a datacenter pool and getting blocked, moving to curl_cffi on the same pool changes one of two failing checks. You will see partial improvement on soft targets and no improvement at all on hard ones — which is exactly the confused outcome people report.

The fix for that axis is address quality, not code: [residential IPs](https://quantumproxies.io/residential-proxies) from real consumer ISP allocations, which is what 90M+ addresses across 200+ countries buys you. If you want to check what your current exit looks like before changing anything, our free [IP quality checker](https://quantumproxies.io/ip-checker) reports the ASN and classification a target would see.

## The 2x2 that tells you which axis is broken

Rather than guessing, test both variables independently against your real target. Four requests, four lines of output, and the result names your problem:

```python
import requests
import curl_cffi

TARGET = "https://your-target.example/api/items"
DC  = "http://USER:PASS@your-datacenter-gateway:PORT"
RES = "http://USER:PASS@gate.quantumproxies.io:PORT"

def probe(label, fn):
    try:
        print(f"{label:26} -> {fn().status_code}")
    except Exception as e:
        print(f"{label:26} -> {type(e).__name__}")

probe("requests  + datacenter",
      lambda: requests.get(TARGET, proxies={"https": DC}, timeout=30))
probe("curl_cffi + datacenter",
      lambda: curl_cffi.get(TARGET, proxy=DC, impersonate="chrome", timeout=30))
probe("requests  + residential",
      lambda: requests.get(TARGET, proxies={"https": RES}, timeout=30))
probe("curl_cffi + residential",
      lambda: curl_cffi.get(TARGET, proxy=RES, impersonate="chrome", timeout=30))
```

Read the four results like a truth table:

- **Only the datacenter rows fail** — it is IP reputation. The client is irrelevant; buy better exits.
- **Only the requests rows fail** — it is the TLS fingerprint. Switch client and keep your existing pool.
- **Only the last row passes** — both checks are live. You need impersonation and clean IPs together; this is the common case on serious targets.
- **All four fail** — you are past what any HTTP client can do. That means a JavaScript challenge, a token you are not generating, or an account-level block. Reach for a real browser or a managed [Scraper API](https://quantumproxies.io/scraper-api).
- **All four pass** — you never had a fingerprint problem. Do not add the dependency.

Run it a few dozen times rather than once. Both blocking layers are probabilistic, and a single 200 tells you almost nothing.

[Test the residential row with real household IPs](https://quantumproxies.io/residential-proxies)

![Diagram showing a browser-matched TLS handshake from a datacenter IP being blocked while the same handshake from a residential IP passes](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776554/blog/generated/qp-b10-007-diag2.png)
*Impersonation and IP reputation are separate gates. Fixing one and leaving the other is why 'I switched to curl_cffi and nothing changed' is such a common report.*

## When the extra dependency is not worth it

Candour is cheaper than a rewrite. Stay on requests when:

- **You are calling an API you are authorised to call.** Documented endpoints with your own key do not fingerprint you. Adding impersonation there is cargo cult.
- **Your deployment target is awkward.** curl_cffi ships compiled wheels and needs Python 3.10 or newer since v0.14. requests runs on effectively anything, including old images and constrained embedded environments.
- **You depend on the requests ecosystem.** Custom adapters, requests-cache, requests-oauthlib and similar all hook the transport layer that curl_cffi deliberately does not expose.
- **You need status-code retries out of the box.** urllib3's `Retry` with `status_forcelist` retries on 429 and 503; curl_cffi's `retry` parameter only re-runs on transport exceptions.
- **Your blocks are behavioural.** Rate limits, account bans and per-session quotas do not care about the handshake at all.

And there is a middle path most people miss: you do not have to abandon requests to get the handshake. The maintainers point at curl-adapter, which mounts curl_cffi as a requests transport adapter, and httpx-curl-cffi on PyPI, which does the same for httpx. You keep your existing code and ecosystem, and only the bytes on the wire change.

## Migration gotchas worth knowing first

The API is close enough that most scripts run after changing the import, but the compatibility page lists real differences and it pays to read them before a large port. Redirect response bodies are not retained in `Response.history`. Cookies with empty domains can be lost across redirects. Streaming response objects cannot be pickled, although normal responses can. The files API differs slightly. And there are no transports or adapters at all, because the library is deliberately welded to libcurl-impersonate. Proxy configuration also differs in a small way that trips people up:

```python
# requests: dict, and retries mounted on an adapter
import requests
from requests.adapters import HTTPAdapter
from urllib3.util.retry import Retry

s = requests.Session()
s.mount("https://", HTTPAdapter(max_retries=Retry(total=4, status_forcelist=[429, 503])))
r = s.get(url, proxies={"https": "http://USER:PASS@gate.quantumproxies.io:PORT"}, timeout=30)

# curl_cffi: single proxy string preferred, retries are a session parameter
from curl_cffi import Session
from curl_cffi.requests import RetryStrategy

s = Session(
    impersonate="chrome",
    proxy="http://USER:PASS@gate.quantumproxies.io:PORT",
    retry=RetryStrategy(count=4, delay=1.0, backoff="exponential"),
    timeout=30,
)
r = s.get(url)  # note: retry fires on transport errors, not on 429/503
```

The full proxy surface — dict keys, `proxy_auth`, per-request rotation, async and the `https://` prefix that produces an unhelpful WRONG_VERSION_NUMBER error — is covered step by step in our [curl_cffi proxy guide](https://quantumproxies.io/blog/curl-cffi-proxy-guide). If you are staying put, the equivalent reference for the other side is our [Python Requests proxy guide](https://quantumproxies.io/blog/python-requests-proxy-guide).

## Frequently asked questions

### Is curl_cffi faster than requests?

Yes, and the project's benchmarks put it on par with aiohttp and pycurl rather than with requests. The gain comes from libcurl doing the work in C plus HTTP/2 multiplexing, not from clever Python. For a handful of sequential calls the difference is invisible; at high concurrency, especially with async, it is substantial.

### Is curl_cffi safe to use?

It is MIT licensed, widely deployed and ships precompiled wheels, so there is no build step to audit. One caveat is worth acting on: a v0.15.0 advisory covers redirect-based SSRF. If you fetch URLs supplied by other people, set `allow_redirects="safe"` or disable redirects. Impersonating a browser is a technical measure, not permission to ignore a site's terms.

### Does curl_cffi bypass Cloudflare?

It removes the TLS and HTTP/2 fingerprint tell, which clears basic protection levels. It cannot execute a JavaScript challenge, solve Turnstile, or fix a flagged exit IP. The maintainers say as much in their FAQ, and recommend a better proxy pool plus browser automation for the higher tiers.

### curl_cffi vs httpx or tls_client — which should I use?

httpx gives you HTTP/2 and async but no fingerprint impersonation, so it lands between requests and curl_cffi on stealth. tls_client also spoofs TLS profiles and benchmarks similarly; curl_cffi has the larger community and adds HTTP/3 and websockets. If httpx is already in your stack, the httpx-curl-cffi transport gets you impersonation without a rewrite.

The short version: switch to curl_cffi when your target reads handshakes, stay on requests when it does not, and never expect either choice to launder a datacenter IP. The clients differ on one axis, the proxies on another, and blocked scrapers are almost always a story about both. Run the four probes, read the truth table, and fix the axis the data points at instead of the one the internet shouted about.

[Fix the axis impersonation cannot reach](https://quantumproxies.io/residential-proxies)


---

# curl_cffi Proxy Guide: Setup, Auth, Rotation and Async

curl_cffi gives you a browser-shaped TLS handshake. A proxy gives you a clean exit IP. Here is exactly how to wire the two together — and why the https:// prefix in your proxies dict is throwing ErrCode 35.

curl_cffi is the Python binding to a curl-impersonate fork: it reproduces a real browser's TLS/JA3 and HTTP/2 fingerprints instead of announcing itself as urllib3. That fixes one axis of blocking. The other is the exit IP, which is where a curl_cffi proxy comes in — and where the documentation gets thin. The official proxy section runs about fifteen lines, and a GitHub issue from February 2023 still ranks in the top five for this topic. This guide covers the whole surface: the `proxy` parameter, the requests-style dict and its real key names, `proxy_auth`, sessions, per-request rotation, async, SOCKS5 — and the exact error strings you will paste into a search box.

## curl_cffi proxy syntax: prefer proxy= over the proxies dict

curl_cffi accepts two forms. The native one is a single `proxy=` string, added in v0.6.0; the `proxies=` dict exists for requests compatibility, and the docs recommend the single parameter unless you genuinely need different proxies per scheme. Internally they collapse to the same thing — `proxy="..."` becomes `{"all": "..."}` — and both work on the module helpers, on `Session`, on `AsyncSession` and on individual requests.

```python
# pip install curl_cffi --upgrade    (Python 3.10+ since v0.14)
import curl_cffi

PROXY = "http://USER:PASS@gate.quantumproxies.io:PORT"

# Native form — one string, applies to every scheme
r = curl_cffi.get(
    "https://tls.browserleaks.com/json",
    impersonate="chrome",
    proxy=PROXY,
    timeout=30,
)
print(r.status_code, r.json()["ja3n_hash"])

# requests-compatible form
r = curl_cffi.get(
    "https://httpbin.org/ip",
    impersonate="chrome",
    proxies={"http": PROXY, "https": PROXY},
    timeout=30,
)
print(r.json())  # {'origin': '<proxy exit IP>'}
```

Four things about that dict are worth knowing, because none of them are obvious from the README:

- **The valid keys are `all`, `http`, `https`, `ws` and `wss`.** `all` is the catch-all; the websocket keys matter only for the WebSocket client.
- **Per-host keys work too.** `https://api.example.com` or `all://example.com` routes just that host through a given proxy — useful for sending one difficult domain through residential IPs and leaving the rest direct.
- **You cannot pass both.** `proxy=` plus `proxies=` on the same call raises `TypeError: Cannot specify both 'proxy' and 'proxies'`, and the same check runs at session level.
- **Environment variables are honoured** — `http_proxy`, `https_proxy`, `ws_proxy`, `wss_proxy`. Pass `trust_env=False` to a `Session` when a corporate variable hijacks your scraper.

One note on imports: since v0.10.0 the package is callable directly (`curl_cffi.get`, `curl_cffi.Session`). Older tutorials use `from curl_cffi import requests`, which still works but reads badly next to the real requests library — and explains why half the snippets online look like a different project.

## The https:// trap: ErrCode 35 and WRONG_VERSION_NUMBER

This single mistake generates more curl_cffi proxy questions than everything else combined. Issue #6 in the project tracker — opened and closed on the same day in February 2023 — still ranks on page one, because the error it produces reads like a TLS bug rather than a config typo:

```python
# WRONG: this asks curl to open a TLS connection *to the proxy itself*
proxies = {"https": "https://USER:PASS@gate.quantumproxies.io:PORT"}

# Failed to perform, ErrCode: 35, Reason:
# 'error:100000f7:SSL routines:OPENSSL_internal:WRONG_VERSION_NUMBER'

# RIGHT: plain HTTP CONNECT, then the TLS tunnel runs through to the target
proxies = {"https": "http://USER:PASS@gate.quantumproxies.io:PORT"}

# Or skip the dict entirely
proxy = "http://USER:PASS@gate.quantumproxies.io:PORT"
```

The key names the protocol of the *target*; the value names how you reach the *proxy*. A normal HTTPS-over-HTTP proxy takes a plain-text `CONNECT`, then tunnels your encrypted traffic through untouched — so the proxy URL starts with `http://` even when every URL you fetch is HTTPS. HTTPS-over-HTTPS proxies exist but are rare and must be explicitly supported by the gateway. Requests words the same failure far more helpfully — *your proxy appears to only use HTTP and not HTTPS* — which is why an identical config can look like a curl_cffi-specific bug. Recent versions do warn and link issue #6, but it is only a warning: the request still fails.

## Authentication: URL credentials or proxy_auth

Authenticated gateways accept the usual embedded form, `http://USER:PASS@host:port`, with the usual catch: an unescaped `@`, `:` or `/` in the password splits the URL in the wrong place and produces an auth failure that looks like a dead proxy. curl_cffi offers an escape hatch requests does not — a `proxy_auth` tuple passed to libcurl as separate username and password options, so no encoding is involved at all.

```python
import curl_cffi
from urllib.parse import quote

# Option A — credentials in the URL, password URL-encoded
pw = quote("p@ss:word", safe="")
r = curl_cffi.get(
    "https://httpbin.org/ip",
    proxy=f"http://USER:{pw}@gate.quantumproxies.io:PORT",
    impersonate="chrome",
    timeout=30,
)

# Option B — keep credentials out of the URL entirely
r = curl_cffi.get(
    "https://httpbin.org/ip",
    proxy="http://gate.quantumproxies.io:PORT",
    proxy_auth=("USER", "PASS"),
    impersonate="chrome",
    timeout=30,
)
print(r.json())
```

A third option removes this class of bug entirely: IP whitelisting. Every [QuantumProxies residential plan](https://quantumproxies.io/residential-proxies) lets you authorise your server's IP instead of sending user:pass, so the proxy URL becomes a bare `http://gate.quantumproxies.io:PORT` — nothing to encode, no secret in your source tree. If the credentials themselves are being rejected, our guide to [every cause of 407 Proxy Authentication Required](https://quantumproxies.io/blog/fix-407-proxy-authentication-required) covers the rest.

![Flow diagram of a curl_cffi request travelling through a rotating proxy gateway to the target site with a browser-matched TLS handshake](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776553/blog/generated/qp-b10-006-diag1.png)
*The proxy tunnels the handshake rather than terminating it, so browser impersonation survives the hop and the target sees a clean exit IP.*

## Sessions, cookies and the credential-reuse detail

A `Session` holds cookies, connection pooling and your defaults in one place, which is what you want for anything multi-step. Set `impersonate` and `proxy` once and every request inherits them:

```python
from curl_cffi import Session

with Session(
    impersonate="chrome",
    proxy="http://USER-session-a1b2:PASS@gate.quantumproxies.io:PORT",
    timeout=30,
    retry=3,
) as s:
    s.get("https://httpbin.org/cookies/set/foo/bar")
    r = s.get("https://httpbin.org/cookies")
    print(r.json(), s.cookies.get_dict())
```

Two behaviours deserve a callout. First, whenever a proxy is configured curl_cffi switches on libcurl's proxy-credential-no-reuse option: a new connection is forced when the proxy username changes, and the TLS session cache is keyed on the proxy address, so a previous exit IP cannot leak into a later request through a reused session. If you encode sticky-session IDs in the username, as most rotating gateways do, you get that isolation for free. Second, `retry` (an int, or a `RetryStrategy` from `curl_cffi.requests` with delay, backoff and jitter) only re-runs on a transport exception. It does **not** retry a 403 or 429 the way urllib3's `status_forcelist` does — that loop is still yours to write. The compatibility docs list retries as unsupported, which is stale: the parameter landed in v0.15.0.

[Point curl_cffi at a rotating residential gateway](https://quantumproxies.io/rotating-proxies)

## Per-request rotation and async

curl_cffi advertises asyncio with proxy rotation on each request, and that is literal: a `proxy=` argument on an individual call overrides whatever the session holds. You rarely need a proxy list to exploit it — a rotating gateway assigns a fresh exit server-side on every connection, so one endpoint plus concurrency is already rotation. Where you do want control (one stable IP per worker, per account, per cart) put a session token in the username and let the gateway pin that exit.

```python
import asyncio
from curl_cffi import AsyncSession

GATE = "gate.quantumproxies.io:PORT"
URLS = ["https://httpbin.org/ip"] * 20

async def fetch(session, url, worker):
    # one sticky exit IP per worker; drop the -session- suffix for full rotation
    proxy = f"http://USER-session-{worker}:PASS@{GATE}"
    r = await session.get(url, proxy=proxy, timeout=30)
    return r.status_code, r.json()["origin"]

async def main():
    async with AsyncSession(impersonate="chrome", max_clients=10) as s:
        return await asyncio.gather(
            *(fetch(s, u, i % 5) for i, u in enumerate(URLS))
        )

for status, ip in asyncio.run(main()):
    print(status, ip)
```

`max_clients` caps the concurrent curl handles in the pool (10 by default), so it is your real concurrency dial — bolting a semaphore onto an unbounded gather is the usual mistake. The same sizing logic applies to any async client, which we covered in [async Python scraping with httpx and aiohttp](https://quantumproxies.io/blog/python-async-scraping-httpx-aiohttp-proxies). Whether to rotate per request or pin a session depends on whether the site tracks state across requests; the trade-offs are in [sticky sessions vs rotating proxies](https://quantumproxies.io/blog/sticky-sessions-vs-rotating-proxies).

![Checklist contrasting working curl_cffi proxy configurations with the five mistakes that break them](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776553/blog/generated/qp-b10-006-diag2.png)
*Most curl_cffi proxy failures are one of five things — and four of them are a single character in a string.*

## SOCKS5, HTTP/3 and the safety switches

SOCKS needs no extra install — libcurl is compiled in, so unlike requests there is no `[socks]` extra to remember. Use `socks5h://USER:PASS@gate.quantumproxies.io:PORT`: the `h` pushes DNS resolution to the proxy, which stops leaks from your own network and resolves geo-fenced hostnames from the exit's location. curl_cffi detects the `socks` prefix and skips the HTTP tunnelling flag, since the SOCKS protocol handles that itself. Every plan here exposes HTTP and [SOCKS5 endpoints](https://quantumproxies.io/socks5-proxies) on the same gateway, so switching is a scheme swap rather than a new order.

- **HTTP/3 over a proxy** arrived in v0.15.0 alongside http/3 fingerprints, but it needs a SOCKS5 server that speaks UDP, not a plain HTTP gateway. Niche until your target rewards QUIC.
- **SSRF hardening.** The same release carried an advisory: if you fetch URLs supplied by other people, redirects can be walked into your internal network. Set `allow_redirects="safe"`, or turn redirects off.
- **Debugging.** v0.15 shipped a CLI: `curl-cffi get tls.browserleaks.com/json --impersonate chrome` tells you in one line whether impersonation is landing, before you blame the proxy.

## When curl_cffi plus a proxy is enough

More often than people expect. If the target serves JSON from an internal API or server-rendered HTML, and the only obstacle is a fingerprint check, a matched handshake plus a residential exit clears it at a fraction of a browser's cost and latency. The project's FAQ is blunt about the ceiling: fingerprints are one factor among several, alongside IP quality, request rate and JavaScript checks, and higher protection tiers need both a better proxy pool and real browser automation. When impersonation is configured correctly and you are still blocked, the remaining variable is nearly always the exit IP — isolating that in five minutes is the subject of [curl_cffi vs requests](https://quantumproxies.io/blog/curl-cffi-vs-requests). If you would rather run neither, the [Scraper API](https://quantumproxies.io/scraper-api) handles fingerprints, proxies and optional JS rendering behind one call.

## Frequently asked questions

### How do I use a proxy with curl_cffi?

Pass `proxy="http://USER:PASS@host:port"` to any request method, session or async session. The requests-style `proxies={"http": ..., "https": ...}` dict also works, but the project recommends the single parameter unless you need different proxies per scheme. Passing both raises a TypeError.

### Why does curl_cffi throw ErrCode 35 WRONG_VERSION_NUMBER?

Because the proxy URL starts with `https://`. A standard proxy expects a plain-text CONNECT request and then tunnels your TLS through; an `https://` prefix makes curl try to TLS-handshake with the proxy itself, which answers in plain HTTP. Change the value to `http://` — the `https` key refers to the target, not the hop.

### Does curl_cffi support SOCKS5 proxies?

Yes, natively — libcurl is bundled, so there is no optional extra to install. Use the `socks5h://` scheme so hostnames are resolved by the proxy rather than your machine. SOCKS4, SOCKS4a and plain `socks5://` are also accepted; the library skips HTTP tunnelling for any proxy whose scheme starts with socks.

### Can curl_cffi rotate proxies on every request?

Yes. A `proxy=` argument on an individual call overrides the session default, including inside an `AsyncSession`, which is what the README means by asyncio with per-request rotation. With a rotating gateway you often need no logic at all: the same endpoint hands out a different exit IP per connection.

### Can curl_cffi bypass Cloudflare?

Sometimes. It removes the TLS and HTTP/2 fingerprint tell, which is enough for basic protection levels. It cannot execute JavaScript challenges, solve Turnstile, or repair a datacenter IP that a reputation database has already flagged. Treat impersonation as one of three requirements, not the answer.

The whole configuration is smaller than its reputation: one `proxy` string, `impersonate` set once on the session, a timeout on every call, and credentials either URL-encoded or passed as a `proxy_auth` tuple. Get those right and the remaining variable is IP quality — a perfect Chrome handshake from a flagged datacenter address is still a flagged datacenter address. Our breakdown of [JA3 and JA4 fingerprinting](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping) explains why the two checks are independent.

[Get residential IPs that match your impersonation](https://quantumproxies.io/residential-proxies)


---

# Browser-Use Proxy Configuration: Per-Session Exit IPs

Search for a browser-use proxy and Google hands you Chrome's settings dialog. This is the other thing: routing the browser-use AI agent library through authenticated residential IPs, one per agent.

Search for **browser-use proxy** and Google hands you Chrome's settings dialog, the `chrome.proxy` extension API and a corporate PAC file tutorial. None of that is what you were looking for. You want to route [browser-use](https://github.com/browser-use/browser-use) - the Python library with 108k GitHub stars that lets an LLM drive a real browser - through an authenticated proxy, so your agent does not hammer a target from your office IP. This is that guide: where the parameter actually lives, why it silently stops working after an upgrade, how to give every parallel agent its own exit IP, and what happens to a long task when the IP moves under it.

## Where the browser-use proxy parameter actually lives

The proxy is a property of the *browser session*, not of the agent. In the current library, `Browser` is an alias for `BrowserSession` - the docs are explicit that they are exactly the same class - so any tutorial you find using one name applies to the other. The parameter is `proxy`, and the docs type it as `ProxySettings` with four fields: `server`, `bypass`, `username` and `password`. An equivalent dict works, which is what most people pass:

```python
import asyncio
from browser_use import Agent, Browser
# llm = ...  your model of choice; see the browser-use docs for the import

PROXY = {
    "server": "http://gate.quantumproxies.io:8000",  # scheme is mandatory
    "username": "USER",
    "password": "PASS",
    "bypass": "localhost,127.0.0.1",                  # keep local calls off the proxy
}

browser = Browser(proxy=PROXY, headless=False)

async def main():
    agent = Agent(
        task="Open https://api.ipify.org?format=json and report the IP you see",
        llm=llm,
        browser_session=browser,
    )
    await agent.run()

asyncio.run(main())
```

Two details people get wrong. First, credentials belong in the `username` and `password` fields, not stuffed into `server` - Chromium will not answer a proxy auth challenge from a URL-embedded password, and browser-use has no dialog to type it into. Second, `server` needs a scheme. `gate.quantumproxies.io:8000` is not a proxy URL; `http://gate.quantumproxies.io:8000` is. If credentials are giving you trouble at all, [whitelisting your server's IP](https://quantumproxies.io/residential-proxies) removes user:pass from the equation entirely - the gateway recognises the caller and the browser never sees a 407.

## Why your browser-use proxy config silently does nothing

The most-visited page on this topic after the docs is GitHub issue #2445, filed in July 2025: a proxy that worked in 0.1.45 stopped taking effect on 0.5.4, and the only clue was the agent cheerfully reporting `DNS_PROBE_FINISHED_NXDOMAIN` in its own summary. That failure mode - the agent narrating a network error as if it were a fact about the website - is the signature of a proxy that is half-configured. Work through this list before you burn more tokens:

1. You passed `proxy=` to a session the agent never received. Create one `Browser`, pass that exact object, and do not let a default session get created behind your back.
2. You set `cdp_url`. Connecting to an already-running Chrome means the proxy belongs to that browser's launch flags (`--proxy-server=...`), not to your session config - browser-use cannot retrofit it.
3. A global `HTTP_PROXY` or `HTTPS_PROXY` env var is fighting the session setting, or worse, quietly routing your LLM API calls through metered bandwidth.
4. The proxy itself is dead. Test it outside the agent first - it costs nothing and rules out half the search space.

```python
import requests

PROXY_URL = "http://USER:PASS@gate.quantumproxies.io:8000"
r = requests.get(
    "https://api.ipify.org?format=json",
    proxies={"http": PROXY_URL, "https": PROXY_URL},
    timeout=20,
)
print(r.status_code, r.text)   # must NOT be your own IP
```

If that prints a foreign IP, the credentials and gateway are fine and the problem is in the session wiring. If it prints your own address, or a 407, fix that first. Our free [IP checker](https://quantumproxies.io/ip-checker) tells you what the exit looks like from the other side - ASN, type and reputation - which is the second thing to check when pages load but every one of them is a CAPTCHA.

![Checklist matching browser-use proxy symptoms (DNS errors, real IP leaking, config that worked on an older version) with the fixes to check](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776552/blog/generated/qp-b10-005-diag1.png)
*The config usually looks right. The failure is almost always the session the agent actually received, the missing scheme, or a global env var.*

## One proxy per session, so parallel agents do not share an exit IP

This is the whole reason the parameter sits on the session rather than on a global config. Run ten agents through one shared `Browser` and the target sees ten times the traffic from one address, which is the fastest way to get a residential IP burned. Build the session inside the coroutine instead, and give each one its own sticky session identifier so the gateway pins it to a single exit for the life of the task:

```python
import asyncio, secrets
from browser_use import Agent, Browser

def session_proxy(sid: str, country: str = "us"):
    return {
        "server": "http://gate.quantumproxies.io:8000",
        "username": f"USER-country-{country}-session-{sid}",
        "password": "PASS",
    }

async def run_task(task: str, country: str):
    sid = secrets.token_hex(3)                  # e.g. a1b2c3
    browser = Browser(
        proxy=session_proxy(sid, country),
        user_data_dir=None,                     # incognito: no shared cookies
        allowed_domains=["*.example.com"],      # keep the agent on target
    )
    agent = Agent(task=task, llm=llm, browser_session=browser)
    return await agent.run()

async def main():
    await asyncio.gather(
        run_task("Find the price of SKU-1", "us"),
        run_task("Find the price of SKU-1", "de"),
        run_task("Find the price of SKU-1", "gb"),
    )

asyncio.run(main())
```

Three flags are doing real work there. `user_data_dir=None` runs incognito, so agents cannot inherit each other's cookies and quietly merge two identities onto one profile. `allowed_domains` restricts navigation to a pattern list - note that wildcards in the TLD position, like `example.*`, are rejected on purpose, and lists past a hundred entries are optimised into sets with pattern matching switched off. And the session identifier in the username is what makes the exit IP stable; the exact flag names for country and session live in your dashboard, but the shape is the same everywhere.

## Choosing the exit country per task

Agents that shop, compare prices or check availability are wrong by default if they browse from the wrong country. Because the proxy is per session, the country is a per-task argument - swap `country-us` for `country-de` and the same task returns German pricing. Pick from the 200+ countries in the pool, and keep the rest of the browser coherent with it: pass a matching language through `args` (Chromium accepts `--lang=de-DE`) rather than letting a German exit IP request pages in US English. For mobile-only surfaces and the highest-trust exits, [mobile IPs](https://quantumproxies.io/mobile-proxies) behave differently again, because carrier NAT puts thousands of real users behind the same address.

[Give every agent its own residential exit IP](https://quantumproxies.io/residential-proxies)

![Flow showing a task queue fanning out to one browser-use session per agent, each with its own sticky proxy session, so the target site sees distinct residential IPs](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776552/blog/generated/qp-b10-005-diag2.png)
*Build the session inside the task, not outside it. One Browser per agent, one sticky session per Browser, one IP per identity.*

## What happens when the IP rotates mid-task

Agents are slow in a way scrapers are not. Between the default 0.5s pause after each action, a 0.25s minimum page-state wait and a 0.5s network-idle wait, browser-use spends over a second per step before the model has said anything - and the model round-trip is usually several seconds more. A fifteen-step task therefore runs for one to two minutes of wall clock. If your exit IP rotates per request, the site will see a different address on every one of those steps: the login drops, the cart empties, and the agent reports that the checkout button vanished.

The fix is a sticky session whose window comfortably exceeds your worst-case task duration, not your average one. Time a few real runs, take the slowest, and add margin - agents retry, and a retry doubles the clock. When a task genuinely needs to outlive any sticky window, shard it: log in and export state, then resume in a fresh session with the cookies you saved via `storage_state`. And if you are choosing between per-request rotation and sticky at all, our [infrastructure checklist for AI agents](https://quantumproxies.io/blog/web-infrastructure-ai-agents) covers the rest of the layer around this decision.

## Keep the proxy off your LLM calls

This one costs real money and almost nobody catches it. Setting `HTTPS_PROXY` as an environment variable to make the proxy "apply everywhere" also routes every model API call through your residential gateway - prompts and responses, on every step, billed per gigabyte for the privilege of going the long way round. Configure the proxy on the `Browser` only and leave the process environment alone. While you are counting bytes, note that browser-use loads uBlock Origin by default through `enable_default_extensions`: leave it on, because every ad request it kills is one you do not pay for. The full arithmetic is in our breakdown of [what an AI agent costs in bandwidth](https://quantumproxies.io/blog/ai-agent-bandwidth-cost-proxies), and the classic-scraping version of the trade-off is in [headless browser vs HTTP requests](https://quantumproxies.io/blog/headless-browser-vs-http-requests-cost).

## Frequently asked questions

### How do I set a proxy in browser-use?

Pass `proxy=` when you construct the `Browser` (also exported as `BrowserSession`), then hand that object to the `Agent`. The value carries `server` with an explicit `http://` scheme, plus `username`, `password` and an optional `bypass` list. There is no agent-level proxy setting - it belongs to the session.

### Why is my browser-use proxy config not working?

In order of likelihood: the agent is running on a different session from the one you configured, `server` is missing its scheme, you set `cdp_url` so the browser was launched elsewhere without proxy flags, or a global proxy env var is overriding you. Verify the proxy with a plain HTTP client first - a DNS error inside the agent log usually means no proxy is attached at all.

### Can each browser-use agent use a different IP?

Yes, and you should. Create the `Browser` inside each task coroutine with its own proxy credentials rather than sharing one instance. Adding a unique session identifier to the gateway username pins each agent to a distinct exit for the duration of its run, so ten parallel agents look like ten users instead of one very busy one.

### Which proxy type suits browser-use agents best?

Rotating residential for research and price checks where each task is independent, sticky residential for anything with a login or a cart, and mobile when the target is hostile or mobile-only. Datacenter IPs are fine for internal targets and unprotected pages, and they are far cheaper per gigabyte - which matters, because a browser agent moves a lot of gigabytes.

### Does a proxy stop browser-use from being detected?

No. A proxy fixes the IP layer only; the fingerprint of an automated Chromium is a separate problem, and so is the behaviour of an agent that clicks with millisecond precision. Trusted residential exits remove the easiest signal, but pair them with a stealth-oriented browser build if the target runs serious bot management.

Nothing here is exotic: the proxy is a session property, and the two things that break it are a missing scheme and a session you never handed over. Get those right, give each parallel agent its own sticky exit, and keep the gateway away from your model API calls. For the wider picture, see our [map of anti-detect frameworks and authenticated proxies](https://quantumproxies.io/blog/anti-detect-frameworks-authenticated-proxies-map).

[Run browser-use on 90M+ residential IPs across 200+ countries](https://quantumproxies.io/residential-proxies)


---

# SeleniumBase UC Mode Proxy Not Working: Causes and Fixes

The complaint is always the same: UC Mode beats Cloudflare without a proxy and fails with one, or the IP simply never changes. Both symptoms have concrete causes — and neither is a SeleniumBase bug.

Search **seleniumbase uc mode proxy** and you land on the same three pages: a Stack Overflow question where the IP never changes across three different proxy services, GitHub issue [seleniumbase/SeleniumBase#3046](https://github.com/seleniumbase/SeleniumBase/issues/3046) ("UC mode doesn't work with proxy", filed August 2024 on version 4.29.9, closed as unable to reproduce), and a discussion thread where the maintainer's answer is two sentences long: proxies with authentication need a Chrome extension, and you may simply have a bad proxy. Both halves of that answer are correct, and together they explain almost every failure. Here is the long version, plus the debug order that finds the cause.

## Two different failures that look identical

Before changing anything, work out which problem you have, because the fixes share nothing. **Failure A: the exit IP never changes.** Your script runs, pages load, and the target sees your real address — the proxy was never in the path. **Failure B: the proxy works and the site blocks you.** UC Mode sails through Cloudflare with no proxy, then hits a challenge loop the moment you add one, which is exactly what issue #3046 describes. Failure A is a plumbing problem. Failure B is an IP reputation problem. Treating one as the other is why these threads run for pages.

## Why authenticated proxies need an extension — and why that matters in UC Mode

Chrome has no command-line way to supply proxy credentials. The `--proxy-server` flag silently discards any `user:pass@` you embed, and the resulting `407` challenge surfaces as a native dialog that WebDriver cannot touch. So when you pass a proxy string containing credentials, SeleniumBase generates a small Chrome extension on the fly, writes it to a temporary folder, and loads it at launch so it can answer the challenge for you. That is the mechanism the maintainer refers to, and the same one described in our guide to [authenticated proxies in Selenium](https://quantumproxies.io/blog/selenium-proxy-setup-authenticated).

UC Mode adds moving parts around that: it launches Chrome first, attaches a patched chromedriver afterwards, and disconnects the driver during stealthy actions. The extension has to load before any of that happens, and if it does not, nothing raises an exception — Chrome browses directly, and you get Failure A. The usual cause is version drift. Chrome 137 changed extension behaviour enough to break proxy authentication until SeleniumBase shipped an update, so an old pinned version plus a current Chrome fails silently every time. Upgrade first, debug second.

## SeleniumBase UC Mode proxy formats that actually work

Format mistakes account for a surprising share of "proxy ignored" reports. SeleniumBase takes the proxy as a plain string, with or without credentials, in both the `Driver` and `SB` managers and on the command line:

```python
from seleniumbase import Driver, SB

# Authenticated: SeleniumBase builds a proxy-auth extension for this
driver = Driver(uc=True, proxy="USER:PASS@gate.quantumproxies.io:PORT")

# IP-whitelisted: no credentials, no extension
with SB(uc=True, proxy="gate.quantumproxies.io:PORT") as sb:
    sb.uc_open_with_reconnect("https://httpbin.org/ip", 4)
    print(sb.get_text("body"))     # must NOT be your own IP

# Same thing from pytest:
#   pytest test_x.py --uc --proxy=USER:PASS@gate.quantumproxies.io:PORT
```

Three rules that follow from this. Do not wrap the string in `http://` and credentials at the same time unless you have verified your version handles it — `USER:PASS@HOST:PORT` is the documented shape. Do not expect SOCKS5 with credentials to work at all: that is a Chromium limitation, identical to the one we cover for [Playwright SOCKS5 authentication](https://quantumproxies.io/blog/playwright-socks5-proxy-authentication), and no framework patches around it. And if your password contains `@` or `:`, rotate it to something alphanumeric rather than debugging a parser.

## The fix that removes the whole failure class

If the machine running your scraper has a stable public IP, authenticate it instead of the request. Register the address with your provider — every QuantumProxies plan supports IP whitelisting alongside user:pass — then pass a bare `host:port`. No credentials means no extension: one fewer component that breaks on a Chrome update, one fewer file loaded into a browser you want to keep unremarkable. On a VPS this is the highest-value change in this post.

The limit is topological, not technical: whitelisting authenticates a machine, so autoscaled containers, CI runners and anything behind a rotating NAT still need credentials. For those, keep the extension path and keep SeleniumBase current.

![Flow diagram of how SeleniumBase UC Mode launches a proxied Chrome browser: auth extension, late chromedriver attachment, clean residential exit IP](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776551/blog/generated/qp-b10-004-diag1.png)
*Every box is a place the proxy can drop out of the chain. Whitelisting deletes the first one, which is also the one that breaks on Chrome updates.*

## Verify the exit IP before you blame UC Mode

This is step zero and most people skip it. Prove the traffic leaves through the proxy, in isolation, before you touch a stealth setting. Test the same credentials outside the browser first — if curl cannot use them, no framework will:

```bash
# 1. Does the proxy work at all, outside any browser?
curl -x http://USER:PASS@gate.quantumproxies.io:PORT https://httpbin.org/ip

# 2. Is the toolchain current? (Chrome 137+ broke older extension handling)
pip install -U seleniumbase && sbase get chromedriver

# 3. Does the proxy work WITHOUT the stealth patches?
python -c "from seleniumbase import Driver; \
d=Driver(proxy='USER:PASS@gate.quantumproxies.io:PORT'); \
d.get('https://httpbin.org/ip'); \
print(d.find_element('tag name','body').text); d.quit()"
```

If step 1 fails, the problem is the proxy or the credentials. If step 1 passes and step 3 fails, the problem is the extension or the Chrome version. If both pass and only `uc=True` fails, then — and only then — is it a UC Mode interaction. Knowing which exit you actually got matters as much as knowing that you got one: our free [IP quality checker](https://quantumproxies.io/ip-checker) reports the address, its type and its reputation, which is the difference between "the proxy works" and "the proxy will get through".

## When the proxy works and Cloudflare still wins

This is Failure B, and it is not a bug in anything. UC Mode makes the browser look human; it cannot make the network look residential. Route a stealth browser through a datacenter subnet that a hundred other scrapers already burned and you get the hard version of the challenge — the one that never resolves however many times you click it. No browser framework solves that, because the verdict is made before the fingerprint is even read. Our notes on [Cloudflare error 1020](https://quantumproxies.io/blog/cloudflare-error-1020-access-denied) and on [avoiding CAPTCHAs while scraping](https://quantumproxies.io/blog/avoid-captcha-while-scraping) both land in the same place: the CAPTCHA is a symptom, IP reputation is the cause.

Three things change the outcome. Move to [residential IPs](https://quantumproxies.io/residential-proxies): real household addresses across 200+ countries carry reputation a datacenter range cannot. Use a sticky session for anything with a login or a cart, since rotation mid-flow reads as session hijacking, and [rotating exits](https://quantumproxies.io/rotating-proxies) for wide stateless crawls. And match the exit country to the locale you emulate — a German exit with an `en-US` locale and a New York timezone scores as an anomaly.

Two environment details close the loop. UC Mode is detectable in headless mode, so on Linux use the virtual display (`xvfb=True`) rather than `headless=True` — that is why several "works on Windows, crashes on Ubuntu" reports resolve once the display is fixed, and why PyAutoGUI-based helpers like `uc_gui_click_captcha()` need a display to click anything. And test `incognito=True` both ways with an auth proxy: extensions and incognito are a fragile pair, and your credentials ride in an extension.

![Debug checklist for SeleniumBase UC Mode proxy problems, ordered from exit IP verification to stealth and proxy type changes](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776551/blog/generated/qp-b10-004-diag2.png)
*Work the left column top to bottom. Most tickets close on the first two lines, long before anyone needs to touch a stealth setting.*

## The debug checklist, in order

1. **Verify the exit IP changed.** Load an IP echo endpoint and read it. Everything below is pointless until this passes.
2. **Test the proxy outside the browser** with curl or requests, using the exact same credentials.
3. **Upgrade SeleniumBase and the driver.** Chrome 137's extension changes broke proxy auth on older versions.
4. **Drop `uc=True` temporarily.** If the proxy works in plain mode, you have isolated the interaction.
5. **Switch to IP whitelisting** if the box has a fixed address — this removes the extension from the picture entirely.
6. **Use xvfb, not headless,** on Linux; UC Mode is detectable headless and the CAPTCHA helpers need a display.
7. **Only now change stealth settings:** toggle incognito, raise `reconnect_time`, then change proxy type.

CDP Mode, the documented successor to plain UC Mode, changes none of this: the proxy constraints come from Chrome, not the framework, so the same checklist applies. For the cross-framework view of who supports authenticated proxies, our [anti-detect framework proxy map](https://quantumproxies.io/blog/anti-detect-frameworks-authenticated-proxies-map) lays it out side by side.

## Frequently asked questions

### Why is my IP not changing with SeleniumBase UC Mode?

Almost always because the proxy-auth extension did not load, so Chrome browsed directly. Nothing raises an error when that happens. Upgrade SeleniumBase, confirm the proxy string is `USER:PASS@HOST:PORT`, and test the same credentials with curl. If the machine has a stable public IP, whitelist it and drop the credentials entirely.

### Why does UC Mode bypass Cloudflare without a proxy but not with one?

Because your own connection has a clean reputation and the proxy exit does not. Shared datacenter ranges are heavily flagged, and a flagged IP gets the hard challenge that no automation can clear. Move the job to residential or mobile exits and test again before changing any stealth setting — the browser was never the problem.

### Does SeleniumBase UC Mode work with SOCKS5 proxies?

Without credentials, yes. With credentials, no — Chromium has never implemented SOCKS5 username/password authentication, so no Selenium-family framework can add it. Use the HTTP endpoint of the same gateway with credentials, or whitelist your IP and keep the SOCKS5 endpoint unauthenticated.

### Can I run UC Mode with a proxy in headless mode?

You can, but you should not. UC Mode is detectable in headless mode, and the CAPTCHA helper methods need a real display because they drive the mouse through PyAutoGUI. On a Linux server use `xvfb=True` for a virtual display instead; that combination is what the maintained examples target.

### How do I use proxy rotation with SeleniumBase?

Point at a rotating gateway rather than managing a list: each new connection gets a different exit from the pool, with no code changes. For flows that must keep one identity across several pages, request a sticky session in the username parameters so the exit holds for the session window, and start a fresh driver per identity.

UC Mode is not fighting your proxy. It is stacking a stealth launch sequence on top of a credential mechanism Chrome never designed for automation, and then a burnt IP finishes the job. Remove the extension by whitelisting, verify the exit before you touch anything else, and give the browser an IP that was not already spent.

[Run UC Mode on clean residential IPs](https://quantumproxies.io/residential-proxies)


---

# Playwright SOCKS5 Proxy Authentication: Why It Fails, 4 Fixes

Playwright accepts a socks5:// server and then refuses your username and password. The limitation is Chromium's, not Playwright's, and it has been open since 2021 — here are the four ways around it, ranked.

Playwright SOCKS5 proxy authentication does not exist, and knowing that up front saves an evening. Pass a `socks5://` server together with a username and password and Playwright refuses before the browser ever navigates. The feature request that everybody lands on, [microsoft/playwright#10567](https://github.com/microsoft/playwright/issues/10567), was opened in November 2021, is still open, and still carries the `P3-collecting-feedback` label. The limitation is not Playwright's to fix: it lives in Chromium. This post shows the exact error strings, explains why no extension or config flag rescues you, and gives four fixes — the one-line HTTP swap, IP whitelisting, a local relay, and Firefox.

## The error you are searching for

Every version of this problem produces one of two strings. In Node you get `Error: Browser does not support socks5 proxy authentication`; in Python, older releases prefix it with `playwright._impl._api_types.Error:` and newer ones with `playwright._impl._errors.Error:`. The message is the same, and it is thrown at launch, not at navigation:

```js
const { chromium } = require('playwright');

// Fails immediately — no page is ever created
const browser = await chromium.launch({
  proxy: {
    server: 'socks5://gate.quantumproxies.io:PORT',
    username: 'USER',
    password: 'PASS',
  },
});
// Error: Browser does not support socks5 proxy authentication

// Python raises the same thing:
// playwright._impl._errors.Error: Browser does not support
// socks5 proxy authentication
```

There is a quieter variant. If you drop the credential fields and stuff them into the server string instead — `socks5://USER:PASS@host:1080` — nothing throws. Chromium simply ignores the userinfo part of the URL, tries an unauthenticated handshake, and the gateway rejects it. You then see `net::ERR_SOCKS_CONNECTION_FAILED` or a plain timeout on the first `goto()`, which sends people hunting for network bugs that are not there.

## Where Playwright SOCKS5 proxy authentication actually breaks

Playwright's own documentation is explicit: the `username` and `password` fields on the proxy option are described as credentials to use "if HTTP proxy requires authentication". SOCKS is supported only as a scheme. Underneath, Chromium never implemented the username/password sub-negotiation from RFC 1929 for SOCKS5, which is why the Chromium issue tracker entry on SOCKS5 authentication (40323993) has collected years of comments, why the SwitchyOmega extension warns users the moment they select SOCKS5 with credentials, and why Brave and Edge behave identically. It is one engine, one gap, inherited by everything built on it.

This is also why the trick that rescues Selenium users does not help here. A Manifest V3 extension can answer a proxy challenge through `chrome.webRequest.onAuthRequired`, but that hook fires on HTTP `407 Proxy Authentication Required` responses. A SOCKS5 handshake is a byte-level negotiation on the socket before any HTTP exists, so there is no event to intercept. And do not confuse the context option `httpCredentials` with proxy auth: it answers `401` challenges from the website you are visiting, never the proxy. For the full picture across stealth frameworks, our [map of authenticated proxies in anti-detect frameworks](https://quantumproxies.io/blog/anti-detect-frameworks-authenticated-proxies-map) covers who supports what.

## Fix 1: use the HTTP endpoint of the same gateway

This is the fix for roughly nine users in ten, and it is one line. Serious providers expose the same IP pool over both protocols on different ports — every QuantumProxies plan ships [HTTP and SOCKS5 endpoints](https://quantumproxies.io/socks5-proxies) with the same credentials and the same session syntax. Switch the scheme and the port, keep everything else, and Playwright's native credential fields do their job:

```python
from playwright.sync_api import sync_playwright

with sync_playwright() as p:
    browser = p.chromium.launch(proxy={
        # was: "socks5://gate.quantumproxies.io:SOCKS_PORT"
        "server": "http://gate.quantumproxies.io:PORT",
        "username": "USER",
        "password": "PASS",
    })
    page = browser.new_page()
    page.goto("https://httpbin.org/ip")
    print(page.text_content("body"))   # must be the proxy exit IP
    browser.close()
```

You lose nothing measurable. For browser traffic an HTTP proxy opens a `CONNECT` tunnel and carries the same encrypted bytes a SOCKS5 tunnel would; the differences between the two protocols matter for UDP and non-HTTP traffic, not for a page load. Our breakdown of [SOCKS5 versus HTTP proxies](https://quantumproxies.io/blog/socks5-vs-http-proxy-difference) has the detail. And because the proxy object is also accepted by `newContext()`, the same credentials give you per-context rotation exactly as described in our [Playwright proxy integration](https://quantumproxies.io/blog/playwright-proxy-integration) guide.

## Fix 2: IP whitelisting keeps socks5:// alive

If you genuinely need the SOCKS5 scheme — a proxy that only speaks SOCKS, a tool chain that assumes it — authenticate the machine instead of the request. Register the scraper's public IP with your provider, remove the credentials, and Chromium is happy because there is nothing to negotiate:

```js
const { chromium } = require('playwright');

const browser = await chromium.launch({
  proxy: { server: 'socks5://gate.quantumproxies.io:PORT' }, // no creds
});
const page = await browser.newPage();
await page.goto('https://httpbin.org/ip');
console.log(await page.textContent('body'));
await browser.close();
```

Whitelisting authenticates a machine, not a script, and that is the whole trade-off. A VPS or an office egress with a stable address works perfectly; ephemeral CI runners, autoscaled containers and anything behind a rotating NAT will fail the moment the address changes. Verify the exit before you trust a run — a silently direct connection looks exactly like a working proxy until your target starts blocking your own IP. Our free [IP quality checker](https://quantumproxies.io/ip-checker) tells you what the exit actually is, not just that it responded.

![Comparison of four fixes for Playwright SOCKS5 proxy authentication: HTTP endpoint, IP whitelisting, local relay and Firefox](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776550/blog/generated/qp-b10-003-diag1.png)
*The HTTP endpoint swap costs one line and no capability. Everything to the right of it buys you the socks5:// scheme at a price.*

## Fix 3: a local relay that strips the credentials

When the IP cannot be whitelisted and the provider has no HTTP port, put a translator in front of the browser. The pattern is always the same: a local listener with no authentication forwards to the upstream SOCKS5 endpoint with credentials attached. With gost, that is a single command:

```bash
# Local no-auth HTTP listener -> authenticated upstream SOCKS5
gost -L=http://127.0.0.1:8080 \
     -F=socks5://USER:PASS@gate.quantumproxies.io:PORT

# Playwright then points at the local hop, with no credentials:
#   proxy: { server: 'http://127.0.0.1:8080' }
```

Two rules. Bind the listener to `127.0.0.1`, never `0.0.0.0` — a no-auth proxy reachable from the internet is an open relay that will be found and abused within hours. And treat the relay as a process you must supervise: if it dies, Chromium falls back to a connection error rather than a direct request, which is at least loud. This approach has become common enough that practitioners publish small purpose-built relays; we compare the options in our guide to [SOCKS5 auth relay tools](https://quantumproxies.io/blog/proxy-relay-socks5-auth-tools).

## Fix 4: run Firefox instead of Chromium

Firefox implements SOCKS5 username/password authentication natively, which is the difference the Playwright issue thread keeps pointing at. Swap the browser type and the error disappears:

```python
from playwright.sync_api import sync_playwright

with sync_playwright() as p:
    browser = p.firefox.launch(proxy={
        "server": "socks5://gate.quantumproxies.io:PORT",
        "username": "USER",
        "password": "PASS",
    })
    page = browser.new_page()
    page.goto("https://httpbin.org/ip")
    print(page.text_content("body"))   # confirm the exit before trusting it
    browser.close()
```

Do the verification step, every time. Playwright not throwing is not proof the credentials were used — only an IP echo is. And be clear about what you are buying: a different rendering engine, a different fingerprint surface, and a stealth ecosystem that skews heavily Chromium. If your target already accepts Firefox this is free. If you picked Chromium for anti-bot reasons, switching engines to solve a proxy problem is the wrong trade — take fix 1 and keep your browser.

## The decision, in one line each

- **Provider has an HTTP port:** use it. One line, native auth, same exits, no extra process.
- **Fixed public IP:** whitelist it and keep `socks5://` with no credentials.
- **Neither:** run a local relay bound to loopback and point Playwright at `127.0.0.1`.
- **Already on Firefox:** pass the credentials and verify the exit IP once.
- **Never:** credentials inside the `server` string. Chromium drops them without a word.

![Checklist of Playwright SOCKS5 proxy configurations that work in Chromium versus configurations that throw or fail silently](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776551/blog/generated/qp-b10-003-diag2.png)
*Chromium accepts the SOCKS5 scheme and never the credentials. Everything on the right of this list fails — half of it without an error.*

## Frequently asked questions

### Does Playwright support SOCKS5 proxy authentication?

Not with Chromium. Playwright's proxy option documents username and password as HTTP(S) credentials, and Chromium has no SOCKS5 username/password implementation to hand them to, so the launch throws. Firefox in Playwright does support it. The tracking issue, microsoft/playwright#10567, has been open since November 2021 with no fix scheduled.

### What does 'Browser does not support socks5 proxy authentication' mean?

It means you passed credentials alongside a `socks5://` server to a Chromium launch. Playwright validates the combination and refuses rather than opening a browser that would silently ignore them. Either move to the gateway's HTTP port and keep the credential fields, or authenticate by IP whitelist and remove them entirely.

### How do I use a SOCKS5 proxy with Playwright in Python?

Pass `proxy={"server": "socks5://host:port"}` with no username or password, and have the provider authorise your machine's public IP. If the IP is not stable, use the HTTP endpoint of the same gateway with credentials, or forward through a local relay. Always confirm the exit against an IP echo endpoint.

### Can a Chrome extension add SOCKS5 authentication?

No. The extension trick used for authenticated HTTP proxies relies on `chrome.webRequest.onAuthRequired`, which fires on HTTP 407 responses. SOCKS5 authenticates during the socket handshake, before any HTTP request exists, so no extension API can see it. Proxy switcher extensions warn about this limitation for the same reason.

### Is SOCKS5 faster than HTTP for Playwright scraping?

Not meaningfully. HTTPS traffic through an HTTP proxy uses a `CONNECT` tunnel, so both protocols carry the same encrypted stream with comparable overhead. SOCKS5's real advantages are UDP support and protocol neutrality, neither of which a browser page load uses. Pick whichever endpoint authenticates cleanly.

The short version: stop trying to make Chromium do something it has never done. Move the job to the HTTP endpoint, or whitelist and drop the credentials — and if you must keep `socks5://` with a rotating egress, put a relay in the middle rather than a workaround in your code. Once authentication is out of the way, the thing that decides whether the run succeeds is the pool behind it: [residential exits](https://quantumproxies.io/residential-proxies) across 200+ countries, with per-request rotation or sticky sessions when a flow needs one identity.

[Get HTTP and SOCKS5 endpoints on one plan](https://quantumproxies.io/socks5-proxies)


---

# Zendriver Proxy With Authentication: Setup and Workarounds

Zendriver is the community-maintained fork of nodriver — faster to fix, but with the same authenticated-proxy gap. Here is the full proxy setup, what actually differs, and the workarounds that get user:pass working.

A **zendriver proxy** is set up exactly like a nodriver one — which is both the good news and the catch. zendriver (the `cdpdriver/zendriver` project) is the community-maintained fork of nodriver: an async-first, undetected browser-automation framework driving Chrome straight over the DevTools Protocol, no WebDriver in sight. It exists because nodriver's single maintainer rarely merged outside fixes, so the community forked to accept bug fixes, add features and take issues on GitHub. What it did not fix is authenticated proxies. This guide covers the full proxy setup, what genuinely differs from nodriver, and the workarounds that get `user:pass` working.

## Install and basic proxy setup

Installation is one line — `pip install zendriver` — and the API mirrors nodriver almost symbol for symbol, so `import zendriver as zd` is often the only change when porting a script. An unauthenticated proxy goes through `browser_args`, and the request exits from the proxy IP:

```python
import zendriver as zd

async def main():
    browser = await zd.start(
        browser_args=["--proxy-server=gate.quantumproxies.io:PORT"],
    )
    page = await browser.get("https://httpbin.org/ip")
    print(await page.get_content())   # shows the proxy exit IP
    await browser.stop()

zd.loop().run_until_complete(main())
```

That works because it is just a Chrome flag. Add credentials — `--proxy-server=http://USER:PASS@host:port` — and Chromium silently discards the `USER:PASS@` part, the proxy replies `407`, and a native login dialog appears that zendriver cannot fill. This is a Chrome limitation, not a zendriver bug, so no version bump will make the flag accept a password.

## The zendriver proxy authentication gap

The gap is openly tracked in zendriver's issues — a feature request thread (#10) and a dedicated "Proxy with auth" issue (#208) — which is itself a difference worth noting: on nodriver the same question is buried in a discussion the maintainer answered once and moved on. One user on issue #10 sums up the state of play bluntly: the proxy server option has no way to authenticate, so they use a proxy extension instead and it works fine. That is the field-tested consensus, and it points straight at the same three fixes nodriver users rely on.

## Fix 1: IP whitelisting (the simplest)

If your job runs from a machine with a stable public IP, skip credentials entirely. Register the egress IP in your provider dashboard and the gateway authenticates you by source address — the zendriver code stays the plain `--proxy-server` snippet above, with zero auth logic. Every QuantumProxies plan supports IP whitelisting alongside user:pass, which makes it the default recommendation whenever your IP is fixed. The one limit is that it authenticates a machine, not a script, so ephemeral runners and containers behind NAT need one of the next two methods.

![Comparison of nodriver and zendriver showing shared CDP architecture and proxy auth gap but different maintenance models](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776550/blog/generated/qp-b10-002-diag1.png)
*zendriver keeps nodriver's stealth and API while adding an open issue tracker — the proxy auth gap, though, is inherited unchanged.*

## Fix 2: answer the challenge over CDP

Because zendriver exposes the DevTools Protocol the same way nodriver does, you can intercept the auth challenge in-process: register `RequestPaused` and `AuthRequired` handlers, then enable the `Fetch` domain with `handle_auth_requests=True` and reply with `continue_with_auth`. The two non-obvious rules are identical to nodriver — add the handlers *before* enabling the domain, and fire responses with `asyncio.create_task` so awaiting them cannot deadlock the loop:

```python
import asyncio
import zendriver as zd

async def main():
    browser = await zd.start(browser_args=["--proxy-server=gate.quantumproxies.io:PORT"])
    tab = await browser.get("draft:,")            # blank tab first

    async def on_auth(event):
        asyncio.create_task(tab.send(zd.cdp.fetch.continue_with_auth(
            request_id=event.request_id,
            auth_challenge_response=zd.cdp.fetch.AuthChallengeResponse(
                response="ProvideCredentials", username="USER", password="PASS",
            ),
        )))

    async def on_request(event):
        asyncio.create_task(tab.send(
            zd.cdp.fetch.continue_request(request_id=event.request_id)))

    # handlers FIRST, then enable the domain
    tab.add_handler(zd.cdp.fetch.RequestPaused, on_request)
    tab.add_handler(zd.cdp.fetch.AuthRequired, on_auth)
    await tab.send(zd.cdp.fetch.enable(handle_auth_requests=True))

    page = await browser.get("https://httpbin.org/ip")
    await asyncio.sleep(3)
    print(await page.get_content())
    await browser.stop()

zd.loop().run_until_complete(main())
```

The full walkthrough of why the handler order matters, and what happens when you get it wrong, lives in our [nodriver proxy authentication guide](https://quantumproxies.io/blog/nodriver-proxy-authentication) — the mechanics are shared, so there is no reason to reproduce them twice.

## Fix 3: a proxy-auth extension, and SOCKS5

The route that issue #10 endorses is a generated Chrome extension: a Manifest V3 manifest plus a worker that sets the proxy and answers `chrome.webRequest.onAuthRequired`, loaded with `--load-extension` under `--headless=new`. It handles any proxy type, including SOCKS5, which matters because authenticated SOCKS5 never works through the flag — Chromium has no username/password support for SOCKS5 (Chromium bug 40829748). The alternative for SOCKS5 is a local relay that holds the credentials and offers a no-auth endpoint on `127.0.0.1`, covered in [the proxy relay guide](https://quantumproxies.io/blog/proxy-relay-socks5-auth-tools). Every QuantumProxies plan ships both HTTP and [SOCKS5 endpoints](https://quantumproxies.io/socks5-proxies), so you can often sidestep the whole problem by using HTTP, which handles Basic auth cleanly.

## What actually differs from nodriver

The fork is not cosmetic. In public benchmarks pitting nodriver, zendriver, Selenium and Playwright against modern anti-bot systems, the nodriver/zendriver family was the strongest at getting through, with zendriver edging ahead thanks to unmerged upstream fixes it carries. Practically, the differences that affect proxy work are: an active issue tracker where problems get triaged, a steadier release cadence, isolated browser contexts you can spin up per session, and batteries-included conveniences kept from nodriver. None of that closes the auth gap — but it means fixes land faster when they do, and it makes zendriver the easier fork to run many parallel sessions on. For rotating and pooling exits across those concurrent contexts, our notes on [proxy pool management](https://quantumproxies.io/blog/proxy-pool-management-best-practices) apply to zendriver unchanged, whether you route through [rotating proxies](https://quantumproxies.io/rotating-proxies) or pin sticky sessions for logged-in flows.

One disambiguation: a separate Rust crate also named `zendriver` exists on docs.rs. It is unrelated to the Python fork discussed here — if you are scraping in Python, `pip install zendriver` is the one you want.

![Flow of authenticating a zendriver proxy: install, start with the proxy flag, whitelist the IP, or fall back to a CDP auth handler](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776550/blog/generated/qp-b10-002-diag2.png)
*Whitelist when your egress IP is stable; answer the CDP challenge when it is not. The user:pass flag is a dead end either way.*

## Frequently asked questions

### How do I use a proxy with zendriver?

Pass the address through `browser_args` when you call `zendriver.start()`: `browser_args=["--proxy-server=host:port"]`. That routes all traffic through the proxy for an unauthenticated endpoint. For an authenticated proxy you cannot put `user:pass` in the flag — whitelist your IP, use a CDP `Fetch.AuthRequired` handler, or load a proxy-auth extension.

### Does zendriver support authenticated proxies?

Not through a built-in parameter — the gap is tracked in issues #10 and #208. Chromium ignores credentials in the proxy flag, so you authenticate another way: IP whitelisting at the provider, a CDP handler that answers the challenge in-process, a generated Chrome extension, or a local relay that holds the credentials for you.

### What is the difference between nodriver and zendriver?

zendriver is a community-maintained fork of nodriver with the same CDP architecture, stealth goals and API. The difference is upkeep: zendriver takes issues and pull requests on GitHub, ships unmerged upstream bug fixes, and releases more regularly. Proxy authentication behaves identically in both — the fixes in this guide work for either.

### Can zendriver use an authenticated SOCKS5 proxy?

Not via the flag, because Chromium never implemented SOCKS5 username/password auth (Chromium bug 40829748), and zendriver inherits that. Use a proxy-auth extension, run a local relay that adds the credentials, or point zendriver at your provider's HTTP endpoint instead — HTTP Basic proxy auth works reliably where SOCKS5 auth does not.

zendriver is the sharper of the two forks to build on today, but it hands you the same authenticated-proxy problem nodriver does. Whitelist when your IP is fixed, answer the CDP challenge when it is not, and keep the extension and relay as fallbacks. Whichever you choose, the exit IP does the heavy lifting — a maintained fork on a burned datacenter address still gets blocked.

[Give zendriver clean residential exits](https://quantumproxies.io/residential-proxies)


---

# Nodriver Proxy Authentication: The Three Fixes That Work

The top result for nodriver proxy authentication is a GitHub discussion, not a guide. nodriver has no native user:pass support — here are the three fixes that work, and the one-line shortcut most people miss.

Search **nodriver proxy authentication** and the top ten results are a GitHub discussion, a demo repo, a couple of Stack Overflow threads about a different library, and one Reddit post — no actual guide. The reason is simple: nodriver, the async CDP successor to undetected-chromedriver (that project has 12.8k GitHub stars and 1.3k forks), has no native way to pass `user:pass` to a proxy. Chrome ignores credentials embedded in a command-line flag, and nodriver does not paper over it. This guide is the page that discussion thread should have become: what works, what does not, and the three fixes that get an authenticated proxy running.

## Plain proxy works; authenticated proxy does not

An unauthenticated proxy is a one-liner. Pass the address through `browser_args` and every request exits from the proxy IP:

```python
import nodriver as uc

async def main():
    browser = await uc.start(
        browser_args=["--proxy-server=gate.quantumproxies.io:PORT"],
    )
    page = await browser.get("https://httpbin.org/ip")
    print(await page.get_content())   # shows the proxy exit IP

uc.loop().run_until_complete(main())
```

Now add credentials — `--proxy-server=http://USER:PASS@host:port` — and it breaks. Chromium strips the `USER:PASS@` segment because the flag format has no credential slot, then the proxy answers with `407 Proxy Authentication Required` and Chrome raises a native login dialog that lives outside the DOM. nodriver cannot see or fill it. That 407 is the same wall covered in [our guide to fixing 407 errors](https://quantumproxies.io/blog/fix-407-proxy-authentication-required): the proxy is rejecting you, not the browser. So every real fix has to answer the challenge some other way.

## Fix 1: IP whitelisting — no credentials, no dialog

This is the shortcut the GitHub threads never mention, and it is the simplest by a distance. If your scraper runs from a machine with a stable public IP, register that IP in your provider dashboard and drop credentials entirely — the gateway authenticates you by source address. The nodriver code stays the plain `--proxy-server` snippet above, no auth code at all. Every QuantumProxies plan supports IP whitelisting alongside user:pass on its [residential proxies](https://quantumproxies.io/residential-proxies), so this is the recommended path whenever your egress IP is fixed. Its only limit is topological: it authenticates a machine, not a script, so ephemeral cloud runners, containers behind NAT, and CI boxes with changing IPs need one of the next two fixes.

![Comparison of four nodriver proxy authentication routes: IP whitelisting, a CDP Fetch auth handler, a generated Chrome extension, and a local relay](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776549/blog/generated/qp-b10-001-diag1.png)
*Whitelisting costs zero code when your IP is fixed; the CDP handler and extension answer the credential challenge when it is not.*

## Fix 2: answer the challenge with a CDP Fetch handler

nodriver speaks the Chrome DevTools Protocol directly, so you can intercept the auth challenge in-process — no extension file needed. Enable the `Fetch` domain with `handle_auth_requests=True`, then respond to each `AuthRequired` event with `continue_with_auth`. Two details, both from the answer on discussion #1798, are the difference between working and hanging:

- **Register the handlers before enabling the domain.** nodriver's internal `enable` call overrides your handler registration, so if you add them afterwards no events ever fire — the number-one reason people report 'it does nothing'.
- **Fire and forget the responses.** Awaiting the reply inside the handler blocks the event loop and deadlocks the whole browser. Wrap each send in `asyncio.create_task` so it runs without blocking.

```python
import asyncio
import nodriver as uc

PROXY = "gate.quantumproxies.io:PORT"   # host:port for --proxy-server
USER, PASS = "USER", "PASS"

class Scraper:
    def __init__(self):
        uc.loop().run_until_complete(self.run())

    async def run(self):
        browser = await uc.start(browser_args=[f"--proxy-server={PROXY}"])
        self.tab = await browser.get("draft:,")        # blank tab first

        # 1) handlers BEFORE enabling the Fetch domain
        self.tab.add_handler(uc.cdp.fetch.RequestPaused, self.on_request)
        self.tab.add_handler(uc.cdp.fetch.AuthRequired, self.on_auth)
        # 2) only now turn on interception with auth handling
        await self.tab.send(uc.cdp.fetch.enable(handle_auth_requests=True))

        page = await browser.get("https://httpbin.org/ip")
        await asyncio.sleep(3)
        print(await page.get_content())

    async def on_auth(self, event):
        # fire-and-forget: awaiting here deadlocks the loop
        asyncio.create_task(self.tab.send(uc.cdp.fetch.continue_with_auth(
            request_id=event.request_id,
            auth_challenge_response=uc.cdp.fetch.AuthChallengeResponse(
                response="ProvideCredentials", username=USER, password=PASS,
            ),
        )))

    async def on_request(self, event):
        asyncio.create_task(self.tab.send(
            uc.cdp.fetch.continue_request(request_id=event.request_id)))

if __name__ == "__main__":
    Scraper()
```

One caveat surfaced in the same thread: a user found this worked on plain HTTP pages but failed on HTTPS, and the culprit was a low-quality proxy, not the code — swapping to a better exit fixed it. That is the recurring lesson of stealth scraping: the handler answers the challenge, but IP reputation decides whether the site lets you in.

## Fix 3: a generated Chrome extension

The other community pattern builds a tiny Chrome extension at startup that both sets the proxy and answers the credential challenge through `chrome.webRequest.onAuthRequired` — the same trick that works in Selenium and Puppeteer. You write a small manifest plus a background worker into a temp directory and load it via `--load-extension`:

```python
import nodriver as uc

async def main():
    # ext_dir holds a Manifest V3 extension: manifest.json + worker.js that
    # calls chrome.proxy.settings.set(...) and returns authCredentials from
    # chrome.webRequest.onAuthRequired. Generate it once, then load it:
    browser = await uc.start(browser_args=[
        "--load-extension=" + ext_dir,
        "--headless=new",   # extensions only load in the NEW headless mode
    ])
    page = await browser.get("https://httpbin.org/ip")
    print(await page.get_content())

uc.loop().run_until_complete(main())
```

The full manifest and worker are identical to the Manifest V3 files in our [Selenium proxy authentication guide](https://quantumproxies.io/blog/selenium-proxy-setup-authenticated) — copy them verbatim, only the launch call changes. Two gotchas repeat everywhere: extensions load only under `--headless=new` (plain `--headless` fails), and an unpacked directory is more reliable across Chrome versions than a packed zip. The extension handles any proxy type, which makes it the fallback when the CDP route is fighting you.

## The fourth option: a local relay

If you would rather not touch nodriver at all, run a small local relay that holds the credentials and presents a no-auth endpoint on `127.0.0.1`. nodriver then points at the loopback address with the plain flag and never sees a challenge. This is the cleanest route for SOCKS5, where Chromium refuses authenticated proxies outright (tracked as Chromium bug 40829748). We cover the minimal relay, the ready-made tools, and when it is overkill in [the proxy relay guide](https://quantumproxies.io/blog/proxy-relay-socks5-auth-tools).

## A note on SOCKS5

Unauthenticated SOCKS5 works through the flag — `--proxy-server=socks5://host:port` — but authenticated SOCKS5 does not, and no CDP handler saves you because Chromium has never shipped SOCKS5 username/password support. The practical answers are the same three: whitelist the IP, run a relay, or use the provider's HTTP endpoint instead. Every QuantumProxies plan exposes both HTTP and [SOCKS5 proxies](https://quantumproxies.io/socks5-proxies) on the same gateway, so switching to the HTTP endpoint is often the fastest SOCKS5 fix of all. For anti-detect browsers as a family, the [authenticated-proxy map](https://quantumproxies.io/blog/anti-detect-frameworks-authenticated-proxies-map) compares nodriver, zendriver and the rest side by side.

![Flow showing how IP whitelisting at the proxy gateway lets a nodriver script run with a plain proxy flag and no credential dialog](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785776549/blog/generated/qp-b10-001-diag2.png)
*When the egress IP is stable, whitelisting authenticates the machine and the auth code disappears entirely.*

## Frequently asked questions

### Does nodriver support authenticated proxies?

Not natively. You can pass an unauthenticated proxy through `browser_args=["--proxy-server=host:port"]`, but `user:pass` in that flag is stripped by Chromium. To authenticate you either whitelist your IP with the provider, answer the challenge with a CDP `Fetch.AuthRequired` handler, generate a proxy-auth Chrome extension, or run a local relay that holds the credentials.

### Why does my nodriver auth handler receive no events?

Almost always because you enabled the `Fetch` domain before registering the handlers. nodriver's internal `enable` overrides the registration, so events never reach your callback. Add the `RequestPaused` and `AuthRequired` handlers first, then call `fetch.enable(handle_auth_requests=True)`. Also wrap your responses in `asyncio.create_task` so awaiting them cannot block the loop.

### Can nodriver use a SOCKS5 proxy with a username and password?

No. Chromium does not support authenticated SOCKS5 (Chromium bug 40829748), and nodriver inherits that limit. Unauthenticated SOCKS5 works via `--proxy-server=socks5://host:port`. For authenticated SOCKS5, whitelist your IP, run a local relay that adds the credentials, or switch to the provider's HTTP endpoint, which handles Basic auth cleanly.

### nodriver or zendriver for authenticated proxies?

Both share the same gap and the same fixes, because zendriver is a community fork of nodriver. zendriver has a more active issue tracker where the auth question is openly discussed, but the working methods are identical. If you are on the fork, the fork-specific setup mirrors everything here — the CDP handler and whitelisting behave the same.

The honest summary: nodriver will not do proxy auth for you, and that is fine once you know the map. Whitelist when your IP is stable, reach for the CDP handler or extension when it is not, and keep a relay in your back pocket for SOCKS5. The code above answers the challenge — but a clean residential exit is what actually gets you through the door.

[Run nodriver on whitelisted residential IPs](https://quantumproxies.io/residential-proxies)


---

# Python vs Node.js for Web Scraping: A Decision Guide for Teams

Both languages can scrape anything. The honest answer to 'which is better' is: it depends on your team and your stack. Here's the ecosystem map, the real trade-offs, and side-by-side code to decide with.

Ask which language is better for web scraping and you'll get a religious war. The honest answer is duller and more useful: both Python and Node.js can scrape anything — static pages, JavaScript-heavy apps, APIs, at any scale — so the decision isn't about capability. It's about your team's existing skills, where the data goes next, and what your stack already looks like. This guide maps both ecosystems, lays out the real trade-offs, and gives you side-by-side code to decide with.

## The ecosystem map

Every tool in one language has a near-equivalent in the other. Python has been at this longer — BeautifulSoup dates to 2004 — but Node has caught up hard:

- **HTTP:** Python's `requests` (and async `httpx`/`aiohttp`) vs Node's `axios` and `got` — the latter powering `got-scraping` with proxy, retry and header rotation built in.
- **Parsing:** `BeautifulSoup` and `lxml` vs `Cheerio`, which mimics jQuery. Both do CSS selectors; lxml also does fast XPath.
- **Browsers:** Selenium and Playwright on the Python side, Puppeteer and Playwright on the Node side. Playwright is cross-language, so this is close to a wash.
- **Frameworks:** Scrapy (Python) vs Crawlee (Node). Both give you queues, retries, concurrency and proxy rotation out of the box.

## Where Python pulls ahead

Two things keep Python the default for many scraping teams. First, string processing and data reshaping — the bread and butter of extraction — are more ergonomic in Python; things like stripping specific characters or slicing text that need a helper in JavaScript are one-liners in Python. Second, the data usually ends up in Python anyway: `pandas`, analysis notebooks, ML pipelines. If scraping is step one of a data workflow, staying in one language is a real advantage. And Scrapy is, by wide consensus, the most complete scraping framework in existence — there's no true equivalent on the Node side.

```python
import requests
from bs4 import BeautifulSoup

proxies = {"http": "http://USER:PASS@gate.quantumproxies.io:8000",
           "https": "http://USER:PASS@gate.quantumproxies.io:8000"}

html = requests.get("https://example.com/products",
                    proxies=proxies, timeout=20).text
soup = BeautifulSoup(html, "html.parser")

names = [el.get_text(strip=True) for el in soup.select("h2.title")]
print(names)
```

![Side-by-side ecosystem map of Python and Node.js web scraping tools: requests vs axios, BeautifulSoup vs Cheerio, Scrapy vs Crawlee](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335225/blog/generated/qp-b9-101-diag1.png)
*The tool names differ, the coverage barely does — both languages handle the full scraping workflow.*

## Where Node.js pulls ahead

Node's advantages are structural. It was async from day one, so concurrent fetching is native rather than bolted on, and it handles JSON without a parser because JSON is JavaScript. If your product is already a JavaScript full-stack, scraping in the same language means shared code, shared types and one deploy story. Node's smaller package sizes and faster cold starts also make it the stronger fit for serverless — lightweight scrapers on Lambda spin up quicker than a Python equivalent dragging compiled dependencies. Cheerio's jQuery-like API is instantly familiar to any web developer:

```js
import axios from 'axios';
import * as cheerio from 'cheerio';

const proxy = {
  host: 'gate.quantumproxies.io', port: 8000,
  auth: { username: 'USER', password: 'PASS' },
};

const { data } = await axios.get('https://example.com/products',
  { proxy, timeout: 20000 });
const $ = cheerio.load(data);

const names = $('h2.title').map((_, el) => $(el).text().trim()).get();
console.log(names);
```

One caveat worth internalising: don't reach for a headless browser just because Node makes Puppeteer easy. Driving a full browser to fetch data you could get from an XHR call is slower, heavier and more detectable — the same trap exists in Python. Prefer plain HTTP requests and only render when the page genuinely requires it, in either language.

## Anti-bot tooling is a wash

Neither language wins on getting past blocks, because the hard part isn't the language — it's the infrastructure. Proxy rotation, header and User-Agent management, and TLS fingerprint handling all exist in both ecosystems (Scrapy middleware and got-scraping/Crawlee cover the basics). What actually determines your success rate is the quality of your IPs and how coherent your requests look, not whether you wrote them in Python or JS. Both connect to the same [residential proxies](https://quantumproxies.io/residential-proxies), and both benefit equally from a [Scraper API](https://quantumproxies.io/scraper-api) that handles fingerprinting and rendering for you. Our roundup of [the best proxies for web scraping](https://quantumproxies.io/blog/best-proxies-for-web-scraping) covers Scrapy, Playwright and Selenium regardless of language.

## Hiring and maintenance

The unglamorous factor that often decides it: who maintains this? Scrapers break constantly — redesigns, anti-bot changes, sites that move to client-side rendering — so the language your team is fluent in matters more than any benchmark. Python has the deeper pool of data-focused engineers who reach for scraping; JavaScript has the larger overall developer population. Pick the one your team can fix at 3am, because that's the skill you'll actually exercise. If the real question is whether to build any of this in-house, our guide on [build vs buy for scraping infrastructure](https://quantumproxies.io/blog/build-vs-buy-scraping-infrastructure) puts numbers on the maintenance tax.

![Decision checklist for choosing Python or Node.js for web scraping based on data workflow, stack, serverless needs and team skills](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335225/blog/generated/qp-b9-101-diag2.png)
*It's a fit question: match the language to where your data goes and what your team already runs.*

[Scrape from Python or Node with one API](https://quantumproxies.io/scraper-api)

## Frequently asked questions

### Is Python or Node.js better for web scraping?

Neither is universally better — both handle every part of the workflow. Python edges ahead for string processing, data analysis and the Scrapy framework, so it's the common default when scraping feeds a data pipeline. Node.js wins when your stack is already JavaScript, you're deploying serverless, or you need real-time app integration. Choose based on team skills and where the data goes, not raw capability.

### Is Scrapy better than Crawlee?

Scrapy is the more mature and complete framework, with the deeper ecosystem for large-scale crawling — queues, throttling, retries, pipelines and proxy middleware, all battle-tested over years. Crawlee is excellent and closes much of the gap on the Node side with strong browser and session handling. If framework maturity is your top priority, Scrapy leads; if staying in JavaScript matters more, Crawlee is more than capable.

### Does the language affect getting blocked?

Barely. Anti-bot systems judge your IP reputation, TLS fingerprint and header coherence — none of which depend on Python versus Node. Both languages can rotate proxies, set realistic headers and manage fingerprints. Your block rate is driven by proxy quality and how human your requests look, so invest there rather than in the language choice.

### Can I mix Python and Node.js?

Yes, and teams do. A common pattern is scraping in whichever language fits the target, then normalising output to JSON so downstream steps are language-agnostic. Using a Scraper API makes this trivial — both languages call the same HTTP endpoint and get back the same structured data, so the collection layer isn't tied to either runtime.

Stop looking for the winner — there isn't one. Python for data-heavy pipelines and Scrapy; Node.js for JavaScript stacks and serverless; both equally dependent on good proxies and coherent requests to actually get the data. Match the language to your team and your workflow, and put your energy into the infrastructure that decides success rates. If async performance is your concern specifically, our guide on [async Python scraping with httpx and aiohttp](https://quantumproxies.io/blog/python-async-scraping-httpx-aiohttp-proxies) shows Python closing the concurrency gap.

[Get structured data in any language](https://quantumproxies.io/scraper-api)


---

# How to Monitor Google Reviews Across Multiple Locations at Scale

At 10 locations, review management is a daily task. At 200, it's an operational system. Here's how agencies and franchises pull Google reviews across every branch, normalize them, and act on trends before they hurt the brand.

Managing Google reviews for one business profile is a quick daily task. Managing them across 10, 50 or 200 locations is a different beast — it stops being a task and becomes an operational system. Each location has its own Google Business Profile, its own star rating and its own stream of feedback, and the native workflow makes you switch between them one at a time. For agencies and franchises, that does not scale. This guide shows how to monitor Google reviews across every location programmatically: pull them at scale, normalize them, enforce response SLAs, and act on trends before they hurt the brand.

## Why the native workflow breaks at scale

The built-in Google Business Profile route works for two or three branches: sign in, switch to a location, open its reviews, reply, then repeat for the next. Past a handful of listings the cracks show — reviews get missed, replies come too slowly, and different local teams answer in wildly different tones. Picture a chain with 180 outlets across 18 cities: every unnoticed negative review is a missed chance to fix something, and there is no way to see that three cities are all complaining about the same wait time. The problem is not the replies; it is the lack of a system that sees every location at once.

## Pull reviews at scale with the reviews vertical

Instead of clicking through listings, pull each location's reviews programmatically. A [SERP API with a reviews vertical](https://quantumproxies.io/serp-api) returns a business's Google reviews as structured JSON — rating, text, date, owner response and reviewer — and because you can target each request to the location, you get accurate, local results per branch. Loop over your locations and you have every review in one place, on whatever cadence you set:

```python
import requests

API = "https://api.quantumproxies.io/serp"
HEAD = {"Authorization": "Bearer YOUR_API_KEY"}

locations = [
    {"id": "downtown", "place_id": "PLACE_ID_1", "geo": "Austin,Texas"},
    {"id": "north",    "place_id": "PLACE_ID_2", "geo": "Dallas,Texas"},
]

def pull_reviews(loc, sort="newest"):
    r = requests.get(API, headers=HEAD, params={
        "engine": "google", "vertical": "reviews",
        "place_id": loc["place_id"], "location": loc["geo"],
        "sort": sort,
    }, timeout=30)
    return r.json().get("reviews", [])

all_reviews = {loc["id"]: pull_reviews(loc) for loc in locations}
```

![Flow diagram of a multi-location review pipeline: every location, pull reviews with the reviews vertical, normalize to one schema, feed a dashboard](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335224/blog/generated/qp-b9-100-diag1.png)
*One pipeline across every branch: pull the reviews vertical per location, normalize, and surface trends and alerts.*

## Normalize every branch into one schema

Raw review payloads are only useful once they share a shape. Normalize every review into a flat record with the same fields for every location: review date, star rating, review text, owner response, a stable location id and name, and a direct URL to the review. That single schema is what makes cross-location reporting possible — you can filter by branch, sort by recency, flag anything below a rating threshold, and compare cities against each other. Without normalization you have 200 inboxes; with it, you have one dataset.

```python
def normalize(loc_id, loc_name, review):
    return {
        "location_id": loc_id,
        "location_name": loc_name,
        "date": review["date"],
        "rating": review["rating"],
        "text": review.get("snippet", ""),
        "owner_response": review.get("response"),
        "url": review.get("link"),
        "needs_reply": review.get("response") is None and review["rating"] <= 3,
    }

rows = [normalize(loc["id"], loc["id"], rv)
        for loc in locations for rv in all_reviews[loc["id"]]]
```

## Set response SLAs, keep tone consistent

Speed and consistency are what a multi-location brand actually competes on. Once every review is in one normalized store, set a response SLA — for example, every review below three stars gets a reply within 24 hours — and alert when a location breaches it. Give local teams flexible, location-specific templates so replies stay personal (naming the branch and the experience) while holding a unified brand voice. This is the same discipline agencies apply across clients; our guide on [how agencies scale client operations](https://quantumproxies.io/blog/how-agencies-use-proxies-to-scale-client-operations) covers the workflow side, and [scraping product reviews at scale](https://quantumproxies.io/blog/scraping-product-reviews-with-proxies) covers the sentiment techniques.

Ownership is what makes an SLA real. Assign each location or region a responsible owner and use the normalized store to route new reviews automatically — a low-star review at the Dallas branch pages the Dallas manager, not a shared inbox nobody watches. Head office keeps oversight and reporting while local teams keep the context that makes a reply sound human. That split — central visibility, local ownership — is the pattern almost every successful multi-location program lands on, whether it is a franchise group or an agency handling dozens of clients.

[Pull multi-location reviews with the SERP API](https://quantumproxies.io/serp-api)

![Checklist comparing the manual per-listing Google Business Profile workflow against a centralized review pipeline for multiple locations](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335224/blog/generated/qp-b9-100-diag2.png)
*Franchises and agencies outgrow the native workflow fast: a centralized pipeline is what stops reviews slipping through.*

## Turn reviews into a reputation dashboard

Replying is only half the job — the other half is learning. With every location's reviews normalized, you can build a reputation dashboard that surfaces patterns no single reply reveals: recurring praise (several branches lauded for friendly staff), repeated complaints (multiple cities criticised for slow service), and keyword themes customers repeat most. Add sentiment scoring, critical flags for urgent issues, and a positive/negative split per location, and reviews stop being isolated comments and become an operational signal. If three locations spike on the same complaint keyword this week, that is a process problem, not a customer-service one.

## Reporting stakeholders can act on

Agencies and regional managers live and die by the report. Because the data is already normalized, you can generate location-level and roll-up reports on demand — average rating trend, response rate against SLA, review volume, and the top themes per branch — and export them for client presentations or internal reviews. Combining Google reviews with other sources like [Trustpilot](https://quantumproxies.io/blog/scrape-trustpilot-reviews) gives a fuller reputation picture, and pulling [Google Maps business data](https://quantumproxies.io/blog/scrape-google-maps-business-data) alongside reviews ties reputation to visibility. Schedule those reports on the same cadence you pull reviews, and stakeholders get a living reputation picture rather than a snapshot that is already stale the day it lands.

## Frequently asked questions

### How do I monitor Google reviews across multiple locations?

Pull each location's reviews programmatically with a SERP API reviews vertical, targeting the request to each branch so results are locally accurate, then normalize every review into one schema (rating, text, date, owner response, location id, URL). That single dataset lets you monitor, filter, alert and report across all locations from one place instead of switching between Google Business Profile listings.

### Can I pull Google reviews without the official API?

Yes. A SERP API's reviews vertical returns a business's public Google reviews as structured JSON — rating, text, date and owner response — without you managing Google Business Profile access per location. It is the practical route for agencies and franchises that need reviews across many businesses or clients, where the native per-listing workflow does not scale.

### How fast should I respond to reviews?

Set an explicit response SLA and enforce it — a common target is replying to any review below three stars within 24 hours, and acknowledging all reviews within a few days. The exact window matters less than consistency: a centralized system that flags every unanswered review and alerts on SLA breaches is what keeps slow replies and missed feedback from damaging a multi-location brand.

### What should a multi-location review dashboard show?

Per-location average rating and trend, response rate against your SLA, review volume, and the recurring keyword themes in customer feedback — plus critical flags for urgent issues and a positive/negative sentiment split. The goal is to move from replying to individual reviews to spotting patterns across branches, so a complaint repeated in several cities becomes a process fix, not a one-off apology.

Stop switching between listings. Pull every location's reviews with the reviews vertical, normalize them into one schema, enforce a response SLA, and mine the whole set for trends. That is how agencies and franchises turn scattered feedback into a reputation system they can actually run.

[Monitor reviews across every location with the SERP API](https://quantumproxies.io/serp-api)


---

# Build a Price Comparison Website: The Data Layer

Anyone can build the front end of a price comparison site. The data layer — sourcing, matching the same product across stores, and refreshing it economically — is the actual business. Here's how to build it.

You can build the front end of a price comparison site in a weekend — search, filters, listing pages, a checkout redirect. That's not the business. The business is the **data layer**: where the prices come from, how you prove two listings are the same product, and how you keep it fresh without your costs eating the affiliate revenue. Google Shopping alone is used as a price comparison tool by 59% of American shoppers, and around 60% regularly check a few comparison sites before buying — the demand is enormous, and the moat is entirely in the data. Here's how to build that layer.

## The site is the easy part; the data is the business

A comparison site doesn't sell anything. It collects product data and prices from many stores, presents them side by side, and links out to the merchant — earning on the click or the resulting sale. That means your entire value proposition is the accuracy, breadth, and freshness of your data. A beautiful UI over stale or wrongly-matched prices is worthless; a plain UI over a clean, current dataset is a real product. Build outward from the data, not inward from the design.

## Where the prices come from

There are four ways to source prices, and they trade coverage against effort:

- **Web scraping** — automated collection from any store's public pages, in real time, with no cooperation required. The only universal method; you own its reliability.
- **Vendor API** — structured data straight from the merchant. Clean when available, but only some stores offer one.
- **Data feeds** — partners hand you XML or CSV. Structured, but only as fresh as the last export.
- **On-demand quoting** — for services, insurance, or finance, where the site relays a request and the vendor replies. Slow and high-touch.

In practice, scraping is the backbone because it's the only method that works on every store regardless of whether they cooperate. APIs and feeds are welcome bonuses where you can get them, layered on top of a scraping foundation.

![Flow diagram of a price comparison data layer: source, collect, normalize, refresh, serve](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335223/blog/generated/qp-b9-099-diag1.png)
*Five stages from a retailer's page to a row on your site. Normalization is the stage that makes or breaks the product.*

## The normalization problem

This is the stage that sinks most comparison sites. The same product wears a different title, a different SKU, and different photos in every store. Before you can show "this item, cheapest here," you have to prove those listings are the same product — that's entity resolution, and it's the genuinely hard part. You also normalize the mundane: currencies to one unit, sizes and quantities to comparable units, and variant handling so a colour option isn't counted as a separate product. Modern matching leans on attribute-and-image models rather than exact identifiers; our guide on [AI product matching](https://quantumproxies.io/blog/ai-competitor-price-matching) covers the technique in depth.

```python
def normalize(offer):
    return {
        "key": product_key(offer["title"], offer.get("brand"), offer.get("gtin")),
        "price_cents": to_cents(offer["price"], offer["currency"]),  # unify currency
        "unit_price": offer["price"] / offer["qty"] if offer.get("qty") else None,
        "store": offer["store"],
        "url": offer["url"],
    }
# group offers by 'key' -> one product, many stores, ready to compare
```

Store the normalized offers grouped by that product key and the comparison view becomes a trivial query: one product, every store that sells it, sorted by price. All the difficulty lives upstream — in proving the key is right. Budget most of your engineering there, because a mismatched key shows a shopper the wrong "cheapest" price and quietly destroys the trust the whole site runs on.

## Refresh economics

Prices go stale fast, but re-scraping every product every hour is how you go broke. The answer is tiered refresh: hot, volatile, or popular products get frequent updates; the long tail gets refreshed rarely. Weight your crawl budget by how often a price actually changes and how often users view it. Bandwidth is the cost driver here — pulling full HTML for millions of products adds up — so block assets you don't need and prefer lighter endpoints where they exist. Our post on [cutting proxy bandwidth costs](https://quantumproxies.io/blog/reduce-proxy-bandwidth-costs-scraping) shows how to trim that bill by most of its size.

![Comparison diagram of four price sourcing methods: web scraping, vendor API, data feeds, and on-demand quoting](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335223/blog/generated/qp-b9-099-diag2.png)
*Scraping is the only universal source; APIs and feeds are welcome bonuses layered on top where stores cooperate.*

[Build the collection layer on a Scraper API](https://quantumproxies.io/scraper-api)

## Collecting without getting blocked

Retailers actively detect and block scrapers, and price data is exactly what they least want harvested — so bare requests get 403s and challenges quickly. Route collection through [residential proxies](https://quantumproxies.io/residential-proxies) so requests read as real shoppers, and use geo-targeted exits when a store shows different prices by region. Past a certain scale, a [Scraper API](https://quantumproxies.io/scraper-api) that handles rotation, fingerprinting, and rendering in one call removes the whole anti-bot maintenance burden from your roadmap. Our guide on [monitoring prices at scale](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies) covers the collection patterns in detail.

## Monetization and affiliate integration

The data layer pays for itself through the links it serves. Cost-per-click referral links are the most common model, and affiliate commissions typically bring in the largest share of revenue — you earn on clicks, sales, or any agreed action. Layer on featured listings, advertising, and optional subscriptions for premium features. Two engagement multipliers are worth the build: reviews, which around 90% of buyers trust, and coupons, which about 85% of shoppers use — both keep visitors on your site longer and lift the click-through that pays you. Wire affiliate IDs into every outbound link at the normalization stage so tracking is automatic, not an afterthought.

## Frequently asked questions

### How do price comparison websites get their data?

Mostly by web scraping, because it's the only method that works on every store without cooperation. Where merchants offer them, vendor APIs and structured data feeds (XML or CSV) supplement the scraped data with cleaner, sometimes fresher records. On-demand quoting covers services and finance. In practice a comparison site runs a scraping backbone with APIs and feeds layered on top wherever available.

### How do you build a price comparison website?

Start with the data layer, not the UI: choose your niche and stores, build reliable collection (scraping plus any APIs), then solve normalization — matching the same product across stores and unifying currencies and units. Add a tiered refresh schedule, then build the front end (search, filters, listings, alerts) over the clean dataset. Monetize with affiliate links wired in at the data stage.

### How do price comparison websites make money?

Primarily through referral links: cost-per-click and affiliate commissions, where you earn when a visitor clicks through or buys from a listed merchant. Affiliate commissions usually generate the biggest share. Additional revenue comes from featured (paid) listings, on-site advertising, and premium subscriptions. Reviews and coupons boost engagement and click-through, indirectly lifting all of these.

### How often should price comparison data refresh?

It depends on volatility and popularity — there's no single interval. Tier it: fast-moving or high-traffic products refresh often (hourly to a few times a day), while the long tail refreshes rarely. Refreshing everything constantly wastes bandwidth and money; weighting the crawl budget toward products that actually change price, or that users actually view, keeps the data current and the costs sane.

A price comparison site is a data company with a shopping-flavoured front end. The winners aren't the ones with the prettiest UI — they're the ones whose data is broad, correctly matched, and fresh at a cost the affiliate revenue can cover. Build the sourcing, normalization, and refresh layers first, collect through infrastructure that doesn't get blocked, and the front end becomes the easy part it always was.

[Power your price data with residential proxies](https://quantumproxies.io/residential-proxies)


---

# Website Change Monitoring: Diffing, Alerts and Archiving

Watching a competitor's page for changes is easy until the alerts become noise or the IP gets blocked. Here's how to diff visual, DOM and text properly, archive evidence, and monitor at scale.

Website change monitoring sounds trivial — fetch a page, compare it to last time, send an alert. It stays trivial for about a week, until the alerts become noise you learn to ignore, or the target starts blocking your monitoring IP, or a change fires and you have no record of what the page said before. Doing it well means choosing the right diffing method, scoping it to the part of the page you actually care about, archiving evidence, and crawling in a way that doesn't get you blocked. This guide covers all four, whether you're tracking competitor pricing, watching for restocks, or monitoring policy pages for compliance.

## Three ways to diff a page (and when each wins)

There isn't one "detect changes" — there are three methods, and picking the wrong one is why monitoring gets noisy. **Visual diffing** captures a screenshot each run and compares appearance; it catches layout and design changes a text diff would miss, but a whole-page visual diff fires on every rotating banner and ad. **DOM or code diffing** compares the raw HTML source; it's how you catch injected markup or defacement, but it's blind to how the page actually renders. **Text or keyword diffing** extracts the visible text and watches for a phrase appearing or disappearing — the lowest-noise method, ideal for "tell me when this says out of stock," but it misses purely visual changes. The best setups combine them: watch text for content, DOM for structure, visual for design.

## The real skill is scoping

The single biggest lever against false alerts is scope. Monitoring a whole page means every timestamp, ad rotation, view counter and "customers also bought" carousel triggers a change. Instead, target the specific region that matters — the price box, the stock badge, a competitor's feature list, a pricing-tier table — and diff only that. Most changes you care about live in a small, stable part of the DOM; pin your diff to that element and the noise largely vanishes. Set a sensitivity threshold too, so a one-pixel or one-character shift doesn't count as a change worth waking someone for.

```python
import hashlib, requests
from bs4 import BeautifulSoup

PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"

def watched_value(url, selector):
    r = requests.get(url, proxies={"http": PROXY, "https": PROXY},
                     headers={"User-Agent": "Mozilla/5.0 ..."}, timeout=20)
    el = BeautifulSoup(r.text, "html.parser").select_one(selector)
    text = el.get_text(strip=True) if el else ""
    return text, hashlib.sha256(text.encode()).hexdigest()

# Diff only the region you care about, not the whole page.
text, digest = watched_value("https://competitor.com/pricing", "#pro-plan .price")
if digest != last_digest:      # a real change in the scoped element
    alert(f"Pro plan price changed to: {text}")
```

![Diagram of a website change monitoring loop: fetch via rotating IP, capture screenshot/text/HTML snapshots, diff against the last snapshot, alert and archive on real change](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335222/blog/generated/qp-b9-098-diag1.png)
*Capture three artifacts every crawl and diff only the region you care about, so noise never becomes an alert.*

## Polling intervals: fresh vs polite

How often you check is a trade-off between freshness and load. A restock or flash-sale watcher might poll every few minutes; a policy or terms-of-service page needs only daily or weekly checks. Faster polling catches changes sooner but multiplies your request volume, which raises both your bandwidth cost and your block risk. Match the interval to how fast the thing you're watching actually moves — checking a competitor's careers page every five minutes is wasted requests. When you're monitoring many pages, stagger the schedule so you're not hammering one target in bursts, which is a fast way to get flagged.

## Archive the evidence, not just the alert

An alert that says "the page changed" is half the value. The other half is being able to prove what it changed *from* — for competitive records, compliance, or a dispute. So capture three artifacts on every crawl and keep them timestamped: a full-page screenshot, a text snapshot of the content, and the raw HTML source. With all three archived you can show the before-and-after state visually, in text, and in code, and reconstruct exactly what a page looked like on a given date. This is what turns monitoring into an audit trail. For a version that focuses on structured extraction rather than raw archiving, our [competitor price monitoring](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies) guide covers the data side.

## Why monitoring needs proxies

Change monitoring is repetitive by nature — the same URLs, over and over, on a schedule. That regular pattern from a single IP is one of the easiest things for an anti-bot system to spot, and once your monitoring IP is flagged you get stale or blocked responses without necessarily knowing it. Two reasons to route monitoring through a rotating pool. First, spreading requests across many IPs keeps the pattern from concentrating on one address. Second, if you're monitoring geo-specific content — regional pricing, localised offers, country-restricted pages — you need to check from the right location, which means a [rotating proxy](https://quantumproxies.io/rotating-proxies) with geo control. And validate responses: a monitor that silently starts receiving a block page will happily report "no change" forever.

[Monitor reliably with rotating proxies](https://quantumproxies.io/rotating-proxies)

## Buy vs build

Off-the-shelf monitoring tools are fine for watching a handful of pages with email alerts. You build your own when you need custom scope per page, structured output feeding a database, geo-specific checks, or volume beyond what a consumer tool allows. The build isn't complex — a scheduler, a fetch layer, a diff function and an alert channel — but the fetch layer is where naive builds fail, because that's the part that gets blocked. Handing the fetch to a [Scraper API](https://quantumproxies.io/scraper-api) that rotates IPs, renders when needed and returns clean content lets you focus on the diffing and alerting logic instead of babysitting proxies. Our note on [running scrapers as production software](https://quantumproxies.io/blog/schedule-monitor-web-scrapers) covers the scheduling and reliability side.

![Comparison of three page-diffing methods for change monitoring: visual diff for appearance, DOM diff for structure, and text or keyword diff for content](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335223/blog/generated/qp-b9-098-diag2.png)
*Three diffing methods, three jobs: visual for design, DOM for structure, text for content. Combine them to cut noise.*

## Frequently asked questions

### How does website change detection work?

A monitor fetches a page on a schedule and compares it against the previous snapshot. It can diff three ways: visually (comparing screenshots), by DOM/code (comparing raw HTML), or by text (comparing extracted content). When the compared region differs beyond a set sensitivity threshold, it fires an alert. Scoping the diff to a specific element is what keeps it from firing on every ad or timestamp.

### How do I monitor a website for changes without false alerts?

Scope the diff to the exact element you care about — the price, the stock badge, a specific paragraph — instead of the whole page, which is full of rotating content. Use text or keyword diffing where possible since it's the least noisy, set a sensitivity threshold to ignore trivial shifts, and combine methods only where you genuinely need visual or structural detection.

### How often should I check a page for changes?

Match the interval to how fast the content moves. Restock and flash-sale pages justify checks every few minutes; pricing pages hourly or daily; policy and terms pages weekly. Faster polling catches changes sooner but multiplies requests, cost and block risk, so avoid checking slow-moving pages on a fast schedule, and stagger many pages to spread the load.

### Do I need proxies for change monitoring?

For anything beyond a few pages, yes. Repeatedly hitting the same URLs from one IP is an easy pattern to flag, and a blocked monitor silently reports no changes. Rotating proxies spread the requests and let you check geo-specific content from the right location. Always validate that responses are real pages, not block pages, so stale data can't masquerade as stability.

Good change monitoring is mostly about discipline: diff the right way, scope tightly so alerts mean something, archive all three artifacts so you can prove what changed, and rotate IPs so the crawl survives. Get those right and monitoring stops being a noisy toy and becomes a reliable early-warning system for whatever you're watching.

[Power your monitor with the QuantumProxies Scraper API](https://quantumproxies.io/scraper-api)


---

# Scrape Google Autocomplete for Keyword Research Data

Google Autocomplete is a free, real-time keyword-research feed - if you use the right endpoint. Here's the unofficial complete/search API, its geo and cursor params, and how to cluster the output.

Google Autocomplete is the most honest keyword-research source there is: the suggestions are real queries, ranked by what people actually type, updated in real time and geo-specific. And you can pull them for free from an unofficial endpoint - if you know which one. Most search results for "google autocomplete api" send you to the paid Google Places address-autofill product, which is a completely different thing. This guide covers the real query-autocomplete endpoint, its geo and cursor parameters, how to cluster a single seed into hundreds of queries, and how to run it at scale without getting blocked.

## First, clear up the confusion

There are three different things wearing the "autocomplete" name, and mixing them up wastes days:

- **Query Autocomplete** - the search-box suggestions at `google.com/complete/search`. Unofficial, free, and the actual keyword-research goldmine.
- **Places Autocomplete** - the Google Places API (new) for address autofill in forms. Official, paid, and useless for keyword research.
- **A SERP API autocomplete vertical** - a managed endpoint that returns the same query suggestions as JSON, with geo and language handling and no blocking.

If you want keyword ideas, you want the first (for control) or the third (for scale). The Places API will never give you "best running shoes for flat feet" - it only knows street addresses.

## The unofficial endpoint, with code

The query-autocomplete endpoint is `https://www.google.com/complete/search`. Set `client=chrome` and it returns a JSON array where the second element is your list of suggestions. Two parameters make it a research tool rather than a toy: `gl` (a two-letter country code) and `hl` (a two-letter language code), which localise the suggestions:

```python
import requests

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": proxy, "https": proxy}

def autocomplete(seed, gl="us", hl="en"):
    r = requests.get("https://www.google.com/complete/search",
                     params={"q": seed, "client": "chrome", "gl": gl, "hl": hl},
                     proxies=proxies, timeout=15)
    return r.json()[1]  # chrome client: index 1 holds the suggestions

print(autocomplete("running shoes", gl="gb"))
print(autocomplete("running shoes", gl="us"))  # compare markets
```

Run those two lines and you'll see the geo effect immediately - the UK and US suggestion sets differ, because Autocomplete reflects what each market searches. There's also a `cp` parameter ("cursor pointer") that sets where the cursor sits in the query, which refines completions - useful for teasing out mid-phrase suggestions. Switching `client` between `chrome`, `firefox` and `gws-wiz` changes the response shape and sometimes the results, so pick one and stay consistent.

![Comparison of Query Autocomplete for keyword research, the paid Places Autocomplete for addresses, and a managed SERP API autocomplete vertical, showing only two are useful for keyword data](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335222/blog/generated/qp-b9-097-diag1.png)
*Three APIs share the 'autocomplete' name. Only the query endpoint - and a SERP API that wraps it - give you keyword data.*

## Turn one seed into hundreds of keywords

A single call returns maybe ten suggestions. The technique that multiplies them is **alphabet soup**: append each letter a-z to the seed and collect every completion. Layer in prefixes (`how`, `what`, `best`, `vs`) and suffixes (`near me`, `for`, `2026`) and one seed becomes a broad, intent-rich map:

```python
import string, time

def expand(seed, gl="us"):
    found = set(autocomplete(seed, gl))
    for c in string.ascii_lowercase:          # a-z soup
        found.update(autocomplete(f"{seed} {c}", gl))
        time.sleep(0.4)                         # pace the requests
    for p in ("how", "what", "best", "vs"):    # intent prefixes
        found.update(autocomplete(f"{p} {seed}", gl))
        time.sleep(0.4)
    return sorted(found)

keywords = expand("running shoes", gl="us")
print(len(keywords), "suggestions")
```

Cluster the output by intent - informational (`how`, `what`), commercial (`best`, `vs`, `near me`) and navigational (brand terms) - and dedupe. That's a real keyword map grounded in live search behaviour, not a tool's estimate. Feeding these seeds back into full SERPs is how you build a rank tracker; our guide to [building your own rank tracker](https://quantumproxies.io/blog/build-seo-rank-tracker-serp-api) covers that next step.

![Flow from one seed keyword through the autocomplete endpoint with gl and hl params, alphabet-soup and prefix expansion, into a deduped keyword map clustered by intent](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335222/blog/generated/qp-b9-097-diag2.png)
*Alphabet-soup and prefix expansion multiply one seed into hundreds of real queries, then cluster them by intent.*

## Read the relevance scores

The `chrome` client returns more than strings - each suggestion carries a relevance score, and the ordering reflects real demand. Use it. Sort your expanded set by relevance and the head of the list is where search volume concentrates; the long tail below it is where low-competition opportunities hide. You get a rough demand ranking for free, before you ever pull a single monthly-volume figure from a paid keyword tool - which makes autocomplete a fast first-pass filter even when you own other data sources.

## Scaling without getting blocked

Alphabet-soup expansion is dozens of requests per seed, and hundreds of seeds means thousands of calls to the same Google endpoint. That's exactly the volume that gets an IP throttled. Two ways through. The hands-on route: spread requests across a rotating proxy pool with geo matching, and pace them - the same discipline in [avoiding IP blocks during keyword research at scale](https://quantumproxies.io/blog/avoiding-ip-blocks-while-conducting-keyword-research-at-scale). The managed route: use a [SERP API](https://quantumproxies.io/serp-api) with an autocomplete vertical that handles rotation, geo and parsing for you and returns clean JSON - no throttling to babysit. Under the hood our [2026 SERP scraping breakdown](https://quantumproxies.io/blog/how-serp-scraping-works-in-2026) explains why that infrastructure is non-trivial to run yourself.

[Pull autocomplete at scale with the SERP API](https://quantumproxies.io/serp-api)

## What to do with the data

Autocomplete data feeds more than a content calendar. Run the same seeds across markets with `gl` and `hl` to localise a site properly, track how suggestions shift over time to catch rising trends early, and mine long-tail commercial queries competitors haven't targeted. Because the suggestions come straight from search behaviour, they're a leading indicator - often surfacing demand before it shows up in monthly keyword-volume tools. Piping the expanded seeds into a [SERP API](https://quantumproxies.io/serp-api) to capture the live results for each - titles, People Also Ask, and AI Overviews - turns a flat keyword list into a full content brief in a single pass. For AI and SEO products consuming this at volume, our note on [choosing a SERP API for AI/SEO tools](https://quantumproxies.io/blog/serp-api-for-ai-seo-tools) covers the verticals and JSON shape to look for, and [monitoring SERP changes globally](https://quantumproxies.io/blog/title-using-proxies-to-monitor-serp-changes-globally) covers the tracking side.

## Frequently asked questions

### Is there a free Google Autocomplete API?

There's no official free API, but the unofficial endpoint at `google.com/complete/search?client=chrome&q=...` returns suggestions as JSON and is free to call. It rate-limits under volume, so for anything beyond light use you'll need proxies or a managed SERP API. Note this is different from the paid Places autocomplete for addresses.

### How do I get Google suggestions for a specific country?

Pass the `gl` parameter with a two-letter country code (`us`, `gb`, `de`) and `hl` with a language code (`en`, `de`, `fr`). Suggestions are geo-specific, so the same seed returns different results per market - and your proxy exit should match the country you're querying for accurate data.

### Why does my autocomplete scraper get blocked?

Alphabet-soup expansion fires dozens of requests per seed at one Google endpoint, which throttles a single IP quickly. Spread the calls across a rotating proxy pool, add delays between requests, and match the exit geo to your `gl` value - or use a SERP API that handles rotation and pacing for you.

### Is Google Autocomplete good for keyword research?

Excellent, because the suggestions are real queries ranked by actual search demand, updated live and localised by country. Alphabet-soup and prefix expansion turn one seed into hundreds of intent-rich terms - often surfacing long-tail and trending queries before they appear in monthly-volume keyword tools.

Google Autocomplete is a free, real-time, geo-aware keyword feed once you use the query endpoint rather than the address one. Pull it with `complete/search`, localise with `gl` and `hl`, multiply seeds with alphabet soup, and cluster by intent. To run it at scale, put a rotating pool or a SERP API behind it and let the infrastructure handle the throttling.

[Get clean autocomplete data from the SERP API](https://quantumproxies.io/serp-api)


---

# Build Your Own SEO Rank Tracker With a SERP API

Off-the-shelf rank trackers are a black box you rent by the keyword. Wire a SERP API to a database yourself and you own the geo depth, the AI-Overview capture, and the alerting — for a fraction of the price.

Commercial rank trackers charge by the keyword and hand you a dashboard you cannot query. Build your own on a SERP API and you flip that: you own the raw SERP snapshots, choose exactly which geos and devices to track, capture the parts of the results page that now decide visibility — AI Overviews, People Also Ask, the local pack — and wire alerts to whatever you already use. This is a complete tutorial: the schema, the daily run, the AI-Overview and PAA capture, the diffing and alerting, and the 2026 gotchas that break naive trackers. It runs on the [QuantumProxies SERP API](https://quantumproxies.io/serp-api), so there is no proxy pool to manage.

## The gotcha that reshaped rank tracking

Two changes make a modern tracker look different from a 2020 one. First, Google removed the `&num=100` parameter, so you can no longer pull 100 results in a single request — you paginate roughly ten at a time, which changes how deep you can afford to track and makes an efficient API mandatory rather than optional. Second, the results page is no longer a clean list of ten blue links: an AI Overview can sit above everything and answer the query outright, People Also Ask boxes and featured snippets absorb clicks, and the local pack owns commercial intent. Tracking a plain position number while ignoring those is tracking the wrong thing. Our explainer on [how SERP scraping works in 2026](https://quantumproxies.io/blog/how-serp-scraping-works-in-2026) covers the num=100 fallout in depth.

## Step 1: a schema built for diffing

The whole system is a daily snapshot you diff against yesterday, so the schema is snapshot-first: one row per keyword, geo, device and day, with the ranking data and the SERP features stored alongside. Keep the AI Overview and PAA as structured columns so you can query them directly.

```sql
CREATE TABLE serp_snapshot (
  id           bigserial PRIMARY KEY,
  keyword      text        NOT NULL,
  country      text        NOT NULL,   -- gl: us, gb, de...
  city         text,                   -- optional city-level
  device       text        NOT NULL,   -- desktop | mobile
  position     int,                    -- your domain's best rank, null = not found
  landing_url  text,
  aio_present  boolean     NOT NULL,   -- AI Overview shown?
  aio_cited    boolean     NOT NULL,   -- did it cite your domain?
  paa          jsonb,                  -- People Also Ask questions
  top3         jsonb,                  -- who owns positions 1-3
  captured_at  date        NOT NULL,
  UNIQUE (keyword, country, city, device, captured_at)
);
```

## Step 2: the daily geo run

The core loop iterates your keywords across each target geo and device, calls the SERP API once per combination, and finds your domain's best position. Because the API returns parsed JSON and handles rotation, geo and blocking internally, this stays a simple loop — no headless browser, no proxy rotation code, no CAPTCHA handling. Set `gl` for the country and a location for city-level, and the results come back already localised.

```python
import requests, datetime

QP = "https://api.quantumproxies.io/serp"
HEAD = {"Authorization": f"Bearer {QP_KEY}"}

def run_keyword(keyword, country, device="desktop", city=None):
    params = {"engine": "google", "q": keyword,
              "gl": country, "device": device, "num": 20}
    if city:
        params["location"] = city
    data = requests.get(QP, headers=HEAD, params=params, timeout=45).json()

    pos, url = None, None
    for r in data.get("organic", []):
        if "yourdomain.com" in r["link"]:
            pos, url = r["position"], r["link"]
            break
    return data, pos, url
```

[Get a SERP API key to power your tracker](https://quantumproxies.io/serp-api)

![Diagram of a rank-tracker pipeline running keywords across geos through a SERP API into a database, then diffing and alerting](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335221/blog/generated/qp-b9-096-diag1.png)
*Keywords times geos, once a day, into a diffable store — the SERP API returns parsed positions plus AIO and PAA per run.*

## Step 3: capture AI Overviews and PAA

This is where a homegrown tracker beats the cheap commercial ones, most of which still report only the ten links. An AI Overview can push your organic result below the fold even when you "rank" third, and being *cited inside* the AI Overview is now its own visibility metric worth tracking separately. Pull both the presence of the AIO and whether it references your domain, and store the PAA questions — they double as fresh keyword and content ideas.

```python
def extract_features(data, domain="yourdomain.com"):
    aio = data.get("ai_overview") or {}
    aio_present = bool(aio)
    aio_cited = any(domain in s.get("link", "")
                    for s in aio.get("sources", []))
    paa = [q["question"] for q in data.get("people_also_ask", [])]
    top3 = [r["link"] for r in data.get("organic", [])[:3]]
    return aio_present, aio_cited, paa, top3
```

Tracking AIO citation over time is fast becoming the headline SEO metric — our guide on [capturing AI Overview presence programmatically](https://quantumproxies.io/blog/track-google-ai-overviews-serp) goes deeper on the signals worth logging. Run the same keyword from several countries and you will see rankings and AIO citations diverge by geo, which is exactly why city-level runs matter for anyone with a local or international footprint, as covered in [monitoring SERP changes globally](https://quantumproxies.io/blog/title-using-proxies-to-monitor-serp-changes-globally).

![Checklist of what a modern rank tracker captures per run and the conditions that should trigger alerts](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335221/blog/generated/qp-b9-096-diag2.png)
*Position alone is not the ranking anymore — capture AI Overviews, PAA and the local pack, and alert when any of them move.*

## Step 4: diff and alert

A tracker nobody reads is a log file. The value is in the alert — a message the moment something moves. After each run, compare the new snapshot against the previous day and fire on the changes that matter: a drop of three or more positions, gaining or losing an AI Overview citation, a competitor breaking into the top three, or a URL falling off page one. Push those to Slack, email or a webhook so the SEO team hears about a slide before the traffic report does.

```python
def diff_and_alert(kw, geo, today, yesterday):
    alerts = []
    if yesterday.position and today.position:
        if today.position - yesterday.position >= 3:
            alerts.append(f"{kw} [{geo}] dropped "
                          f"{yesterday.position} -> {today.position}")
    if yesterday.aio_cited and not today.aio_cited:
        alerts.append(f"{kw} [{geo}] lost its AI Overview citation")
    if today.position and today.position > 10 and \
       (yesterday.position or 0) <= 10:
        alerts.append(f"{kw} [{geo}] fell off page one")
    for a in alerts:
        notify(a)   # -> Slack / email / webhook
```

## Scheduling, and staying honest about volume

Run the whole thing on a daily cron, ideally at a consistent hour so day-over-day diffs compare like with like. Be realistic about scale: keywords multiplied by countries multiplied by cities multiplied by devices is your true query count, and it grows fast — a hundred keywords across five countries on two devices is a thousand SERP calls a day. The SERP API bills per query, so track the combinations you will actually act on rather than everything imaginable. If you are building this into a product rather than an internal tool, our post on [choosing a SERP API for AI and SEO tools](https://quantumproxies.io/blog/serp-api-for-ai-seo-tools) covers the per-query economics. The same endpoints are available through our [MCP server](https://quantumproxies.io/mcp-server) if you would rather drive runs from an agent.

## Frequently asked questions

### How do I build a rank tracker with a SERP API?

Store one snapshot per keyword, geo, device and day; call the SERP API once per combination to get parsed results; extract your domain's position plus AI Overview and PAA data; then diff each day against the previous and alert on meaningful movement. The API handles proxies, geo and blocking, so your code stays a scheduled loop over a database.

### Can I still get 100 results per query?

Not in one request — Google removed the `num=100` parameter, so results come roughly ten per page and deeper tracking means pagination. For most tracking you only need the top 20 or so, which keeps query volume and cost down. A SERP API that paginates for you hides this detail behind a single call.

### How do I track AI Overview presence?

Capture two things per run: whether an AI Overview appeared for the query, and whether it cited your domain among its sources. Store both as separate fields so you can trend citation over time — being referenced inside the AI Overview is now its own visibility metric, distinct from your organic position.

### How often should a rank tracker run?

Daily is standard for SEO, at a consistent time so diffs are comparable. Volatile or high-value terms can justify twice-daily runs; stable, low-priority terms are fine weekly. Match the frequency to how fast the keyword actually moves and to your SERP-API query budget, since keywords times geos times devices is your real cost driver.

A rank tracker is a schema, a daily SERP call, and a diff — the leverage is owning all three. Capture position, AI Overviews and PAA across the geos you care about, alert on real movement, and you have a tracker that costs a fraction of the commercial ones and answers questions they never let you ask.

[Build your rank tracker on the QuantumProxies SERP API](https://quantumproxies.io/serp-api)


---

# Expired Domain Research at Scale: Checks, Backlinks & Proxies

The good expired domains are buried in millions of drops, and every verification step you run hits a rate wall. Here is the research pipeline — availability, archives, backlinks, penalty checks — done without getting throttled.

Expired domains are one of the last genuine shortcuts in SEO: a name whose previous owner let it lapse can carry years of backlinks, age and search-engine trust that a fresh registration simply cannot match. The catch is scale. Thousands of domains drop every day across hundreds of TLDs — aggregators index well over 20 million expired, auction and pending-delete listings across 676 extensions — and the good ones are buried under an enormous pile of worthless and outright toxic junk. Separating them is a research problem, and every verification step you run — availability, archive history, backlink health, penalty status — slams into a rate wall the moment you do it at volume. This guide lays out the pipeline and the proxy setup that keeps it moving.

## The haystack and the funnel

The workflow is a funnel: pour in millions of candidate drops, and pass them through progressively stricter, more expensive checks until a shortlist survives. Cheap filters run first on everything; costly verification runs only on what clears them. Sourcing the candidates is the easy part — drop lists and pending-delete feeds are public, and a single popular TLD like .com routinely has over a million domains in pending delete at once. The work is everything after: confirming a domain is actually available, that it hosted a real site rather than a spam farm, that its backlinks are live and relevant, and — the check most people skip — that it has not been penalized into the ground.

It helps to know why you are filtering so hard. Buyers want aged domains for a few specific plays: a 301 redirect that passes existing authority to a money site, a brandable name for a startup, a niche site rebuilt on inherited trust, or lead generation. Every one of those plays only works if the inherited authority is real and unpenalized — a burned domain does not just fail to help, it can drag down whatever you point it at. That is why the verification stages below matter more than the size of the list you start with. Volume is worthless without trust, and trust is what the funnel manufactures.

## Availability checks without the throttle

Checking whether thousands of domains are registrable means hammering RDAP or WHOIS endpoints, and registries rate-limit aggressively by IP — run a big batch from one address and you are throttled within minutes. This is the textbook case for [datacenter proxies](https://quantumproxies.io/datacenter-proxies): RDAP is a lenient, machine-friendly endpoint where you want speed and volume at the lowest cost per request, not the stealth of residential IPs. Rotate across a datacenter pool and the throttle disappears:

```python
import requests

proxies = {"https": "http://USER:PASS@dc.quantumproxies.io:PORT"}

def is_available(domain):
    # RDAP returns 404 when a domain has no active registration.
    r = requests.get(f"https://rdap.org/domain/{domain}",
                     proxies=proxies, timeout=15)
    return r.status_code == 404
```

Why datacenter and not residential here? Because the target is friendly and the priority is throughput and price. That trade-off — lenient endpoint plus high volume equals datacenter — is the exact decision framework in [the case for datacenter proxies](https://quantumproxies.io/blog/datacenter-proxies-when-to-use).

![Expired domain research funnel: source drops across 676 TLDs, check availability via RDAP, verify authority with Wayback and backlinks, then run a penalty check](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335220/blog/generated/qp-b9-095-diag1.png)
*Millions of drops go in, a handful of verified domains come out. Each stage is a rate wall for one IP, which is why the load has to spread across a pool.*

## Verifying authority is real, not inflated

A domain authority score is a starting point, not a verdict — scores can be inflated by spam links, and buying on the number alone is how people end up with a name that carries a toxic profile. Two archive-based checks separate real history from junk. First, pull the Wayback Machine's snapshot index to see what actually lived on the domain; a coherent, on-topic site over many years is promising, while a gap followed by foreign-language spam is a hard pass:

```python
def wayback_snapshots(domain):
    url = ("http://web.archive.org/cdx/search/cdx"
           f"?url={domain}&output=json&limit=200&collapse=timestamp:6")
    rows = requests.get(url, proxies=proxies, timeout=20).json()
    return max(len(rows) - 1, 0)  # snapshot count (minus the header row)
```

Second, verify the backlinks are still live and relevant. A domain's historic link count means nothing if those pages have since dropped the links or turned into spam. Fetching hundreds of referring pages to confirm each link is exactly the kind of bulk collection that triggers blocks, so it runs through the proxy pool too — the same technique we use in [competitive backlink analysis](https://quantumproxies.io/blog/how-proxies-can-speed-up-competitive-backlink-analysis). Prioritise referring domains that are real, on-topic and still linking, and discard anything whose anchors are pharma, gambling or off-language filler.

## The penalty check almost everyone skips

A domain can look perfect on every metric and still be worthless because Google has deindexed it. The fastest tell is a search index test: query the domain and see whether Google still knows it exists. A clean aged domain returns its own pages; a burned one returns nothing. Run this through the [SERP API](https://quantumproxies.io/serp-api) so you get a clean, parsed result count without fighting Google's own bot defences:

```bash
curl -G "https://api.quantumproxies.io/serp" \
  --data-urlencode "q=site:candidate-domain.com" \
  --data-urlencode "gl=us" \
  -H "Authorization: Bearer YOUR_API_KEY"
# Zero organic results for a domain that once had a site = likely deindexed. Skip it.
```

Doing this at scale across a shortlist is why a SERP API matters — running hundreds of `site:` queries from your own IP gets you blocked fast, for reasons we unpack in [how SERP scraping works in 2026](https://quantumproxies.io/blog/how-serp-scraping-works-in-2026). Combine the index test with the Wayback and backlink checks and you have a repeatable score you can trust more than any single third-party metric.

![Checklist contrasting expired domains worth pursuing, with live backlinks and clean history, against red flags like deindexing, spam Wayback history and toxic anchors](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335220/blog/generated/qp-b9-095-diag2.png)
*A high authority score means nothing until you verify it: live on-topic backlinks and clean history are worth chasing; deindexing and spam anchors are an instant pass.*

## Frequently asked questions

### How do I find good expired domains at scale?

Start from public pending-delete and drop lists, then run a funnel of automated checks: availability via RDAP, archive history via the Wayback Machine, backlink health by fetching referring pages, and a search-index test to catch penalized domains. Cheap checks run on everything and expensive verification runs only on survivors. The bottleneck is rate limits, which is why the checks run through a rotating proxy pool.

### Why do I need proxies for expired domain research?

Every verification step hits an endpoint that rate-limits by IP — RDAP and WHOIS registries, the Wayback Machine, referring sites, and search engines. Run any of them at volume from a single address and you are throttled or blocked within minutes. Rotating across a proxy pool spreads the load so a batch of thousands of domains completes without walls. Datacenter proxies suit the lenient endpoints; a SERP API handles the search checks.

### Are high domain authority expired domains always worth buying?

No. Authority scores can be inflated by spam backlinks, and a high number often hides a toxic or deindexed domain. Always verify: check the Wayback history for a real site rather than a spam farm, confirm the backlinks are still live and on-topic, and run a search-index test to ensure the domain has not been penalized. A verified moderate-authority domain beats an unverified high-authority one.

### What proxies are best for checking domain availability?

Datacenter proxies. Availability endpoints like RDAP are automation-friendly and do not require the trust of residential IPs, so the priorities are speed, volume and low cost per request — exactly what datacenter proxies deliver. Reserve residential IPs for targets with strong bot defences, and use a SERP API specifically for the search-engine penalty checks where Google blocks raw automation.

Expired-domain hunting rewards whoever can verify fastest, because the best names are gone in a drop. Build the funnel once — availability, archives, backlinks, penalty check — spread every step across a proxy pool, and you can sift millions of drops down to a shortlist you actually trust while everyone else is still guessing from a single metric.

[Run availability checks at scale on datacenter proxies](https://quantumproxies.io/datacenter-proxies)


---

# Streaming Catalog Research by Market: Build Availability Datasets

A streaming service's catalog changes at every border. Here is how to measure what's available where, market by market, and turn it into licensing and content intelligence.

The same streaming service is a different product in every country. Licensing deals are struck market by market, so a title that headlines the catalogue in Spain may be absent in Germany and arrive in Japan six months later. For anyone in content strategy - studios, distributors, analysts, acquisition teams - that per-market variation is not noise, it is the signal. This guide covers **streaming catalog research by market**: how to measure what is available where, build a comparable dataset across countries, and turn it into licensing intelligence. A framing note first: this is about observing public catalogues from the outside as market research, not about evading your own subscription's region.

## How much catalogues actually differ

The divergence is larger than most people assume. Public library trackers have found the biggest national Netflix catalogue - Slovakia's, in early 2024 - holding around 8,000 titles, while other markets carry a fraction of that. The US library alone runs to something like 3,600+ movies and 1,800+ TV shows, a different mix again from any other country. And availability is not universal: Netflix does not operate in China, North Korea or Crimea at all. Multiply that variation across every provider and every title, and you have a rich, constantly shifting dataset that no single-country view can capture.

![Statistics panel showing streaming catalog size varying by country, from ~8,000 titles down, and three countries with no Netflix](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335219/blog/generated/qp-b9-094-diag1.png)
*Catalogue size and title mix diverge sharply between markets - that spread is exactly what the research measures.*

## Where the data lives

You do not have to reverse-engineer everything from scratch. Two neutral sources do a lot of the heavy lifting. The Movie Database (TMDb) provides clean, canonical metadata - a stable id per title, cast, release year - which is invaluable for joining records across markets. JustWatch-style availability aggregators track which providers carry which titles in which countries, and community projects like the unofficial Netflix Global Search have long catalogued regional libraries. Use TMDb as your spine for identity, and treat availability feeds as the per-market layer you overlay on top.

## Why you need in-market IPs

Here is the mechanical core. A provider's public catalogue and discovery pages render the local library based on where the request appears to come from - so to see the catalogue a subscriber in Italy sees, your request has to originate from an Italian IP. A single vantage point gives you a single country's answer; to build the cross-market dataset, you loop the same query through an exit in each target country. A [residential proxy pool](https://quantumproxies.io/residential-proxies) spanning 200+ countries is what makes that practical - real in-country IPs, so each market returns its genuine local view rather than a blocked or inconsistent one. This is the same geo-vantage discipline behind [ad verification](https://quantumproxies.io/blog/ad-verification-with-proxies) and [airfare research](https://quantumproxies.io/blog/travel-fare-scraping-with-proxies), where the answer only exists relative to a location.

Browse the full country coverage on our [locations page](https://quantumproxies.io/locations); the markets you can profile are the markets you have exits in.

```python
import requests

# Fetch a provider's public catalog view as a viewer in each market would
GATE = "gate.quantumproxies.io:8000"
MARKETS = ["us", "gb", "de", "it", "jp", "br"]

def catalog_view(url, country):
    # exit country selected in the proxy username -> the local library view
    proxy = f"http://USER-country-{country}:PASS@{GATE}"
    r = requests.get(url, proxies={"http": proxy, "https": proxy},
                     headers={"Accept-Language": country}, timeout=25)
    return r

by_market = {cc: catalog_view("https://example-provider.com/browse", cc)
             for cc in MARKETS}
```

## Normalising across markets

Raw per-country pulls are not comparable until you reconcile identity. The same film carries different local titles, artwork and slugs in each market, so matching on the display title produces garbage. Key everything to a canonical id - a TMDb id is ideal - so "The Godfather: Part II" in the US and its localised title elsewhere collapse to one record. Once titles are deduplicated across markets, the comparisons write themselves: which countries have a title, when it appeared, how catalogue sizes rank, and where the gaps are.

```python
# Build an availability matrix: which markets carry each canonical title
from collections import defaultdict

availability = defaultdict(set)   # tmdb_id -> set of country codes

def record(country, titles):
    for t in titles:
        availability[t["tmdb_id"]].add(country)

# ...after populating from each market's parsed catalog:
def gaps_vs(reference="us"):
    # titles present in the reference market but missing elsewhere
    return {tid: (all_markets - markets)
            for tid, markets in availability.items()
            if reference in markets}

all_markets = {"us", "gb", "de", "it", "jp", "br"}
```

![Pipeline diagram from picking markets through geo-targeted exits and title normalisation to a cross-market availability comparison](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335220/blog/generated/qp-b9-094-diag2.png)
*The pipeline is a loop per market, then a join on canonical id - identity reconciliation is what makes markets comparable.*

## Turning catalogues into intelligence

The dataset earns its keep in the analysis. Track availability windows to see how long after a US release a title reaches other markets - a direct read on licensing lag. Benchmark catalogue size and genre mix by country to understand where a provider invests. Spot content gaps a competitor has and you do not, or vice versa. Watch a specific title roll across borders over weeks to infer deal structures. Run the whole pull on a schedule, timestamp each capture, and the deltas become a licensing-movement feed - the same monitoring logic as [competitor price monitoring](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies), applied to content rights.

One habit turns a snapshot into a monitor: schedule the pull and diff each capture against the last. New additions, quiet removals, and a title's first appearance in a market all surface as deltas, giving you a change feed rather than a static inventory. Store every capture with a timestamp and keep the canonical ids stable, and you can reconstruct any market's catalogue as it stood on any past date - which is the difference between a one-off study and an ongoing intelligence product a licensing team will actually pay for.

## Stay on the right side of the line

Because this touches geography, be deliberate about scope. The legitimate use here is measuring publicly displayed catalogue and availability data as market research - not circumventing your own account's regional entitlements or redistributing content. Respect each service's terms, collect only public catalogue metadata (titles, availability, dates - not personal user data), and pace your requests politely. This is informative, not legal advice; if a specific programme raises questions, get counsel before you scale it.

[Get in-market residential IPs across 200+ countries](https://quantumproxies.io/residential-proxies)

## Frequently asked questions

### Why do streaming catalogues differ by country?

Licensing is negotiated market by market and windowed in time, so the rights to a given title differ - and change - per country. A film may stream in one market, be unavailable in another, and arrive later in a third. Availability also depends on where the provider operates at all; some countries have no service. That per-market variation is what catalogue research measures.

### How do I see a streaming catalogue in another country?

For research, request the provider's public catalogue or discovery pages through an exit IP located in the target country, so the local library renders as an in-market viewer would see it. Loop the query across an exit in each country you want to profile using a residential proxy pool, then normalise the results to a canonical title id for comparison.

### What data sources help with catalogue research?

Use TMDb for canonical title metadata and stable ids to join records across markets, and availability aggregators (JustWatch-style feeds and community regional-library trackers) for the per-country layer. TMDb gives you identity; the availability feeds give you the market dimension. Overlay the two to build a comparable cross-market dataset.

### Is streaming catalogue research legal?

Collecting publicly displayed catalogue and availability metadata for market analysis is common practice, but each service's terms apply, and this is not legal advice. Keep to public catalogue data, avoid personal user information, do not use it to circumvent your own regional entitlements or redistribute content, and get counsel for a specific large-scale programme.

A streaming catalogue is a moving, border-dependent dataset, and its value lives precisely in the differences between markets. Profile each country from an in-market IP, reconcile titles to one canonical id, and capture on a schedule - and scattered regional libraries become a licensing-intelligence engine.

[See every country you can profile](https://quantumproxies.io/locations)


---

# Pharmacy Price Monitoring: Building GoodRx-Style Data the Right Way

US drug prices swing wildly by pharmacy, ZIP and discount card — and public tools already expose them. Here's how to collect that data at scale, where the official datasets are, and how to stay on the compliant side of a sensitive field.

US prescription prices are famously chaotic: the same drug can cost wildly different amounts depending on the pharmacy, the ZIP code, and which discount card you flash at the counter. That variance is exactly why price-transparency tools exist and why the underlying data is valuable for research, comparison sites and market analysis. It's also a sensitive field, so the right way to collect it is compliance-first — public, non-personal price data only. This guide covers what makes the data worth monitoring, where the official sources are, how to capture geo spreads at scale, and where the line sits. It's practical information, not legal or medical advice.

## Why the data is worth collecting

The spreads are enormous. A RAND analysis of 2022 data found US prices across all drugs were 278% of prices in 33 comparison countries — and for brand-name originator drugs, 422%. Generics buck the trend: US unbranded generics, which make up about 90% of US prescription volume, were actually cheaper at 67% of other countries' prices. Even within the US, discount tools compare prices across more than 70,000 pharmacies and advertise savings of up to 80%. That combination — huge cross-country gaps, and huge within-country variance — is what makes systematic price monitoring useful, whether you're building a comparison service, tracking a market, or researching affordability.

## Start with official datasets

Before scraping anything, check whether the data is already published. A lot of it is. Medicaid publishes the National Average Drug Acquisition Cost (NADAC) as an open, weekly-updated dataset — pharmacy acquisition costs by drug, no scraping required. Several states run their own transparency tools; Florida's, for example, lets you compare retail prices for the 400 most-dispensed drugs by county. Government and academic sources (RAND, ASPE) publish the cross-country comparisons. Pulling structured data from an official API is faster, cleaner and lower-risk than scraping a consumer site — always exhaust it first.

```python
import requests

# NADAC is an open Medicaid dataset -- query it directly, no scraping
r = requests.get(
    "https://data.medicaid.gov/api/1/datastore/query/<dataset-id>/0",
    params={"limit": 500, "offset": 0},
    timeout=30,
)
rows = r.json().get("results", [])
for row in rows[:5]:
    print(row["ndc_description"], row["nadac_per_unit"], row["effective_date"])
```

![Stats diagram of US prescription drug price gaps: 278% of OECD prices for all drugs, 422% for brand-name, 70000+ pharmacies, generics cheaper at 67%](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335219/blog/generated/qp-b9-093-diag1.png)
*The price gaps are why the data matters: US brand-name drugs ran 422% of other countries' prices, while generics were cheaper.*

## Capture the geo spread

The interesting signal in consumer price tools is local: cash and discount prices for a drug change by ZIP, because pharmacy competition and negotiated rates differ by area. To capture that spread you query a public price page for the same drug across a set of ZIPs, and — since these tools personalise by the visitor's location — route each request through a residential exit in the matching region so you see local prices, not one default. The output is a per-ZIP price matrix per drug: which pharmacies are cheapest where, and how wide the spread runs.

```python
import requests, time, random

PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": PROXY, "https": PROXY}

def cash_prices(drug, zip_code):
    r = requests.get(f"https://example-rx.com/{drug}",
                     params={"zip": zip_code}, proxies=proxies, timeout=20)
    time.sleep(random.uniform(2, 4))          # polite pacing
    return parse_prices(r.text)               # [{pharmacy, price}, ...]

zips = ["10001", "33101", "90001", "60601"]   # NY, Miami, LA, Chicago
for z in zips:
    rows = cash_prices("atorvastatin-20mg", z)
    best = min(rows, key=lambda x: x["price"])
    print(z, best["pharmacy"], best["price"])
```

Geo accuracy is the whole point, so a residential pool with [city and country targeting](https://quantumproxies.io/locations) across 200+ locations is what makes per-ZIP monitoring real. This is the same location-first approach behind [grocery and delivery price intel](https://quantumproxies.io/blog/grocery-delivery-price-scraping).

There's a second axis worth capturing: the payer spread. The same drug has a cash price, a discount-card price and, separately, whatever insurance negotiates — and the cheapest of those is often not the one a patient assumes. Because discount tools surface cash and coupon prices side by side, a monitor can record both per pharmacy and flag where the discount price undercuts the list price by the widest margin. Snapshot on a schedule and you also see prices move over time, which is where the analysis gets interesting: seasonal shifts, new generics entering the market, and pharmacies repricing in response to competitors down the street. Store the drug, dosage, form, pharmacy, ZIP, price type and a timestamp on every row so the dataset stays clean and queryable.

[Get geo-targeted residential proxies](https://quantumproxies.io/residential-proxies)

## Handle the rendering and the walls

Consumer price sites tend to render results with JavaScript and defend against bots, because their pricing is their product. A raw request often returns an empty shell, and heavy polling from one IP gets challenged. Rotating residential IPs plus polite pacing keeps a monitor running; when a site renders client-side or throws persistent challenges, a [Scraper API](https://quantumproxies.io/scraper-api) that renders the page and returns structured data is the cleaner path. Keep the request rate gentle regardless — these are health-adjacent services, and being a good citizen of the site is part of doing this responsibly.

![Checklist diagram of compliant pharmacy price data collection: collect public cash prices and official datasets, avoid patient records and personal data](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335219/blog/generated/qp-b9-093-diag2.png)
*Draw the line clearly: public advertised prices and official datasets are fair game; patient records and any personal data are not.*

## The compliance line

This is where discipline matters more than in ordinary price scraping. Collect advertised cash and discount prices, pharmacy names and locations, drug names and dosages, and official public datasets — all non-personal, publicly displayed information. Do not touch patient records, prescriptions, insurance or claims data, anything behind a login, or any health information tied to an individual — that's personal data under laws like the GDPR and can be sensitive health data on top. Keep your dataset to prices and pharmacies, aggregate rather than track individuals, and you stay well inside the line. Our guide on [GDPR and scraping personal data](https://quantumproxies.io/blog/gdpr-web-scraping-personal-data) covers the reasoning in full.

## Frequently asked questions

### Can you scrape prescription drug prices?

Advertised cash and discount prices shown publicly on comparison and pharmacy sites can be collected, and much of the reference data is published as official open datasets. The important limits are compliance-driven: stay on public, non-personal price data, avoid anything behind a login, and never collect patient or health information about individuals.

### Where can I get official drug price data?

Medicaid publishes NADAC, an open weekly dataset of pharmacy acquisition costs, queryable through its data API. Several states run price-transparency tools — Florida's covers the 400 most-dispensed drugs by county. RAND and ASPE publish cross-country comparisons. Start with these official sources before scraping any consumer site; they're cleaner and lower-risk.

### Why do drug prices vary by location?

Cash and discount prices reflect local pharmacy competition and negotiated rates, which differ by area, so the same drug costs different amounts by ZIP. Consumer tools also personalise results to the visitor's location. To capture the real spread, query multiple ZIPs and route each request through a residential exit in the matching region using geo-targeted proxies.

### Do I need proxies for pharmacy price monitoring?

For per-ZIP geo accuracy, yes — you need exits in the regions you're pricing, which means geo-targeted residential proxies. They also spread requests so scheduled monitoring from one address doesn't get blocked. Official datasets like NADAC need no proxies at all, so pull those directly and reserve proxies for the consumer-site geo data.

Pharmacy price data is valuable precisely because it's so variable — 278% cross-country gaps, wide per-ZIP spreads, 70,000-plus pharmacies pricing differently. Build the pipeline the right way: exhaust official datasets first, capture geo spreads with location-targeted residential proxies, render guarded sites with a Scraper API, and draw a hard line at public prices with no personal data. Do that and you get a clean, defensible price-monitoring dataset in a field where compliance is the whole game.

[Start price monitoring with QuantumProxies](https://quantumproxies.io/residential-proxies)


---

# Grocery Price Scraping: Store and ZIP-Level Data at Scale

Grocery prices are hyper-local: the same item costs different amounts by store and ZIP. Capturing that means geo-targeted requests and UPC matching. Here is how to build a store-level price dataset that holds up.

Grocery pricing is one of the most hyper-local datasets on the web. The same box of cereal can cost $4.29 at one chain and $5.19 at another a few miles away, and delivery platforms quote different prices depending on the store and the ZIP code you set. That variability is exactly why the data is valuable — for CPG brands tracking retail execution, for comparison tools, for anyone measuring inflation at the shelf. But it also means you cannot just scrape a national price; you have to capture prices per store and per ZIP, which is a geo-targeting and product-matching problem. This guide covers how to collect store-level grocery prices, match products by UPC, and build a basket index that holds up. It is general information, not legal advice — respect each site's terms.

## Why the spread is the opportunity

The numbers make the case. When Consumer Reports commissioned a basket comparison across chains in six representative US cities, the gap between the cheapest and priciest mainstream store in each city topped 33% — and grew wider once warehouse clubs and specialty grocers were included. Food prices rose 25.5% between December 2020 and December 2024 per Bureau of Labor Statistics data analysed by the St. Louis Fed, with coffee alone up about 20% year over year. Weekly indexes that track this pull from over 150,000 stores. A dataset that captures who is cheapest, where, and how that changes week to week is genuinely hard to assemble by hand — which is what makes it defensible once you automate it.

## Location controls the price, so it controls the request

The core technique: to see a store's local prices you must present as a shopper in that store's area. On most grocery and delivery sites, prices only resolve once you set a delivery ZIP or pick a specific store, and the site keys that to your session and often your IP's location. So the request has two moving parts — the store/ZIP you set in the payload, and an exit IP that sits in the same region so the site trusts the location. A residential IP in the target metro is what unlocks the correct local pricing; a datacenter IP in another state can get you a default or blocked view.

```python
import httpx

# A residential exit in the target region unlocks that region's prices
def region_proxy(state):
    return f"http://USER:PASS-country-us-region-{state}@gate.quantumproxies.io:8000"

HEADERS = {
    "user-agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
                  "(KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36",
    "accept": "application/json",
}

def fetch_store_price(store_api_url, zip_code, state):
    # Many stores accept the ZIP as a cookie/param that scopes pricing
    r = httpx.get(
        store_api_url,
        params={"zipCode": zip_code},
        headers={**HEADERS, "cookie": f"store_zip={zip_code}"},
        proxy=region_proxy(state),
        timeout=30,
    )
    return r.json()
```

![Stats panel showing a 33 percent basket price gap, 25.5 percent food inflation, and 150000-plus stores in a weekly index](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335218/blog/generated/qp-b9-092-diag1.png)
*A basket can cost a third more at one chain than another in the same city — capturing that spread is the whole point.*

## Read the hydration JSON, not the rendered price

Modern grocery sites are heavily client-rendered, and — like most large ecommerce apps — they embed the product data as JSON in the page rather than only painting it to the screen. Look for a hydration payload (often in a `<script>` tag such as `__NEXT_DATA__` or a store-specific state object) that carries the price, stock status and, crucially, the UPC or GTIN. Reading that JSON is far more robust than scraping a rendered price element, and it gives you the barcode you need for matching. Our note on [why a scraper returns an empty page](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript) covers finding these payloads when the visible HTML looks bare.

```python
import re, json

def extract_hydration(html: str) -> dict:
    m = re.search(r'<script id="__NEXT_DATA__"[^>]*>(\{.+?\})</script>',
                  html, re.DOTALL)
    if not m:
        raise ValueError("hydration payload not found")
    return json.loads(m.group(1))

def parse_product(state_json: dict) -> dict:
    p = state_json["props"]["pageProps"]["product"]
    return {
        "upc": p.get("upc") or p.get("gtin"),
        "name": p.get("name"),
        "price": p["price"]["current"],
        "in_stock": p.get("availabilityStatus") == "IN_STOCK",
    }
```

## Match by UPC, never by name

The single biggest mistake in grocery price data is matching products by name. "Cheerios Family Size," "Cheerios Family Size 18oz" and "General Mills Cheerios (Family Size)" are the same item with three labels across three stores — match on the name and your comparison is noise. Match on the UPC/GTIN barcode instead, which is the same regardless of how each store titles the product. Every serious grocery comparison tool does this; it is what makes a cross-store basket meaningful.

```python
from collections import defaultdict

# Group scraped rows by barcode so each item lines up across stores
def compare_by_upc(rows: list[dict]) -> dict:
    by_upc = defaultdict(dict)
    for r in rows:                      # r = {store, upc, price, ...}
        if r.get("upc"):
            by_upc[r["upc"]][r["store"]] = r["price"]
    # cheapest store per item
    return {upc: min(prices, key=prices.get) for upc, prices in by_upc.items()}
```

From barcode-matched rows you can build the metric that matters: a basket index. Define a fixed basket of common items, price it at each store per ZIP, and total it — that single number, tracked over time, is what reveals the 33% spreads and the week-to-week inflation. Because you are running the same collection across many locations and stores, per-request rotation across a [residential proxy](https://quantumproxies.io/residential-proxies) pool keeps any one exit from looking abnormal while preserving the geo you set.

[Collect local grocery prices on geo-targeted IPs](https://quantumproxies.io/residential-proxies)

## Scaling to a real dataset

A production grocery price feed is a matrix: stores × ZIPs × products × time. That is a lot of requests, and it is where DIY scraping gets heavy — you are juggling geo-bound sessions, hydration payloads that shift between deploys, and anti-bot layers on the bigger chains. A [Scraper API](https://quantumproxies.io/scraper-api) that renders when needed, rotates geo-targeted IPs and returns clean JSON collapses most of that into one call, so you spend your effort on the basket logic instead of the plumbing. For the pricing-strategy side of the same data, see our guides on [competitor price monitoring](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies) and [building a price-comparison data layer](https://quantumproxies.io/blog/build-price-comparison-website-data).

![Pipeline diagram for grocery price collection: set store and ZIP, fetch hydration JSON, match by UPC, build a basket index](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335218/blog/generated/qp-b9-092-diag2.png)
*Set the location, read the JSON the page ships, match by barcode, then total the basket per ZIP over time.*

## Frequently asked questions

### How do I scrape grocery prices by location?

Set the store or delivery ZIP in the request (usually a parameter or cookie) and route through a residential proxy whose exit IP sits in that region, so the site trusts the location and returns local pricing. Then read the price and UPC from the page's hydration JSON rather than the rendered element. Repeat per ZIP to build a geo matrix.

### Why match grocery products by UPC instead of name?

Because stores title the same item differently — sizes, brand ordering and abbreviations all vary — so name matching produces false mismatches and noisy comparisons. The UPC or GTIN barcode is identical across retailers for the same product, so matching on it lets you line up prices for the exact same item across every store you scrape.

### Do grocery delivery prices really differ by ZIP?

Yes. Grocery and delivery platforms scope pricing, promotions and availability to a store, and stores are tied to your delivery ZIP, so the same product can show different prices in neighbouring areas. Consumer Reports found basket spreads above 33% between the cheapest and priciest chains in a single city, which is why location-specific collection matters.

### Is scraping grocery prices legal?

Collecting publicly visible prices is common — news outlets and price indexes do it weekly — but it depends on the site's terms and your jurisdiction. Stick to public product pages, avoid personal data and logged-in areas, pace your requests, and get legal advice for commercial use. This is general information, not legal advice.

Grocery price data lives and dies on location and identity. Set the store and ZIP, present from a residential IP in the region, read the hydration JSON, and match on UPC — then total the basket and track it over time. Do that across enough stores and ZIPs and you own a dataset that a manual comparison could never keep up with.

[Build your grocery price feed with the Scraper API](https://quantumproxies.io/scraper-api)


---

# How to Scrape Sportsbook Odds for Models and Arbing Research

Odds move by the second, and the clean data isn't in the HTML - it's in the internal JSON the sportsbook's own front end calls. Here's how to poll it, normalise it across books, and stay unblocked while doing it.

Sportsbook odds are the fastest-moving public data most people ever try to scrape - lines shift by the second, and a stale number is a wrong number. The good news for anyone building models or researching arbitrage: you almost never need to parse the scoreboard HTML. Every modern sportsbook front end is fed by an internal JSON API, and that's where the clean, structured odds live. This guide covers how to **scrape sportsbook odds** from those APIs, poll them fast enough to be useful, normalise across books, and stay unblocked while you do it.

## Find the internal odds API

Open a sportsbook's event page with your browser dev tools on the Network tab, filter to XHR/Fetch, and watch the requests. You'll see JSON endpoints returning events, markets and prices - the same data the page renders, but structured. Community scrapers that cover ten-plus North American and Australian books (DraftKings, BetMGM, Caesars, BetRivers, PointsBet, and others) all work this way: they call the undocumented internal API rather than parsing HTML, because the JSON is stable and complete. Read it once, and one request gives you every market for an event.

```python
import requests

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": proxy, "https": proxy}

# endpoint + params come from watching the site's own network calls
API = "https://sportsbook.example.com/api/v2/events/{event_id}/markets"

def get_markets(event_id):
    r = requests.get(API.format(event_id=event_id), proxies=proxies,
                     timeout=15, headers={"User-Agent": "Mozilla/5.0"})
    return r.json()  # events -> markets -> selections with prices
```

![Diagram of a sportsbook odds scraping loop from finding the internal JSON API to normalising and comparing books](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335217/blog/generated/qp-b9-091-diag1.png)
*The front end's own JSON API is the clean source - poll it, don't re-render a page every cycle.*

## Poll fast, but not stupidly

For model training, a snapshot every minute is plenty; a public MLB scraper that polls moneylines every 60 seconds over a four-hour window is a sensible reference cadence. For live arbitrage research you'll want tighter, but tighter polling from a single IP is exactly the signature books watch for. The answer is to spread the load: rotate the exit IP each cycle so no single address is hammering the endpoint. Normalise everything to decimal odds and one row per selection so books are directly comparable:

```python
import time

def american_to_decimal(a):
    return round(1 + (a/100 if a > 0 else 100/abs(a)), 4)

def snapshot(event_id):
    rows = []
    for m in get_markets(event_id)["markets"]:
        for sel in m["selections"]:
            rows.append({
                "ts": time.time(),
                "market": m["name"],
                "runner": sel["name"],
                "decimal": american_to_decimal(sel["priceAmerican"]),
            })
    return rows

# poll on a steady interval; a rotating gateway gives a fresh IP each loop
while True:
    save(snapshot("mlb-12345"))
    time.sleep(60)
```

A [rotating residential gateway](https://quantumproxies.io/rotating-proxies) makes this a one-liner: point every request at one endpoint and it hands you a new IP automatically, so a minute-by-minute poll never looks like one machine. When a flow needs the same IP for a short burst - say, a session-bound market - switch to a sticky session. Our guide to [sticky vs rotating sessions](https://quantumproxies.io/blog/sticky-sessions-vs-rotating-proxies) covers when each fits.

[Get rotating residential IPs for odds data](https://quantumproxies.io/residential-proxies)

## Geo licensing is a data problem too

Sports betting is licensed jurisdiction by jurisdiction, so the odds a book shows - and whether it serves you at all - depend on where the request comes from. A DraftKings line in New Jersey can differ from the same market in another state, and some books geo-block entirely. That's not just a compliance detail; it changes the data. If you're benchmarking or arbing across regions, pin the proxy exit to the market you're studying so the odds are the ones a real bettor there would see. QuantumProxies covers 200+ countries and US states, so you can pull region-accurate lines without a rack of local machines. See our [location-based scraping guide](https://quantumproxies.io/blog/travel-fare-scraping-with-proxies) for the same geo principle applied to fares.

## Store odds so line moves are queryable

Odds data is only useful if you can ask questions of its history, so store it as time series from day one. Append every snapshot rather than overwriting - one row per book, market, selection and timestamp - so you can reconstruct exactly what each book offered at any moment. That append-only shape is what lets you compute line movement (how a price drifted before kickoff), detect steam moves (many books shifting together), and back-test a model against the odds that were actually available, not today's. Overwrite the latest price only and you throw away the most valuable signal in the whole dataset.

Two practical notes. First, timestamp on capture, not on parse, and record the exit location alongside each row - odds are region-specific, so "DraftKings, NJ, 14:32:05" is a different data point from the same book in another state. Second, deduplicate on the natural key (book + market + selection + timestamp) so a retried request after a timeout doesn't double-count a price. With that structure, comparing books for cross-market edges becomes a simple query instead of a scramble, and your arbing or modelling research runs against clean, auditable history. It's the same monitoring discipline our guide to [restock and availability monitoring](https://quantumproxies.io/blog/stock-monitoring-with-proxies) applies to inventory - only here the values move by the second.

## Bot walls and when to reach for an API

Not every book is equally easy. Some sit behind strong bot detection and will block a naive scraper fast; others are simply slow, forcing one request per market grouping. When a target renders odds only after heavy JavaScript, or fights you with fingerprinting, a raw request stops being enough. A [Scraper API](https://quantumproxies.io/scraper-api) that carries a real browser fingerprint, rotates IPs and renders JS on demand is usually less work than maintaining that stack yourself - and it returns the parsed payload. One line on the legal side: scraping public odds for analytics is common, but sportsbook Terms often restrict automated access and the activity is regulated - this is guidance, not betting or legal advice, so check your jurisdiction.

![Checklist comparing effective sportsbook odds scraping practices against the patterns that get scrapers blocked](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335217/blog/generated/qp-b9-091-diag2.png)
*Books watch for single-IP bursts and ignored geo-blocks - rotate, match geo, and pace to stay in.*

## Frequently asked questions

### How do I scrape betting odds with Python?

Watch the sportsbook's Network tab to find the internal JSON API its front end calls, then request that endpoint directly through a proxy and parse the structured response. Normalise everything to decimal odds with one row per selection so books are comparable. This is far more stable than parsing the rendered scoreboard HTML, which changes constantly.

### How often should I poll for odds?

For model training, every 30-60 seconds is usually enough; a common reference is a moneyline snapshot each minute. Arbitrage research needs tighter intervals, but fast polling from one IP gets flagged - rotate the exit IP each cycle through a residential pool so the load spreads across many addresses instead of one.

### Why do odds differ when I scrape from another location?

Sportsbooks are licensed per jurisdiction, so lines and availability vary by state or country, and some books geo-block outright. The request's exit location decides which market you see. To collect region-accurate odds, pin your proxy exit to the jurisdiction you're studying rather than assuming one global price exists.

### Is scraping sportsbook odds legal?

Collecting publicly displayed odds for analytics is widely done, but sportsbook Terms of Service often prohibit automated access, and sports betting is heavily regulated by region. Treat the data as public research input, respect each site's Terms and robots directives, and check the rules where you operate. This is general guidance, not legal or betting advice.

Scraping odds well comes down to four moves: read the internal JSON, poll on a steady cadence, rotate residential IPs so no address stands out, and match the exit geo to the market. Get those right and you have a clean, region-accurate odds feed - the raw material for any model or edge-hunting research.

[Collect odds at scale with Scraper API](https://quantumproxies.io/scraper-api)


---

# Build a Chatbot Knowledge Base by Scraping a Website: Crawl, Chunk, Cite

A support bot is only as good as what it's fed. Point it at your own site — docs, FAQs, help centre — by crawling to clean markdown and chunking it for retrieval. Here's the pipeline that keeps answers grounded and cited.

A support chatbot is only as good as what it's fed, and the best thing to feed it is usually your own website — the docs, FAQs and help-centre articles you already maintain. The catch is that a bot can't read a website the way a person does; it needs clean, chunked, retrievable text with the source attached to each piece. This guide is the full pipeline: crawl the site to markdown, chunk it, embed it into a vector store, and retrieve cited context at query time — a grounded knowledge base that stays accurate as your site changes.

## Why RAG, not a fine-tune

You could fine-tune a model on your content, but for a support bot that's the wrong tool: retraining is slow, expensive, and goes stale the moment you edit a doc. Retrieval-augmented generation (RAG) keeps the knowledge outside the model — chunk your content, embed it, and at question time retrieve the most relevant pieces and hand them to the model as context. Update a doc, re-crawl, and the bot's knowledge updates with it. The demand is real: the chatbot market is projected to grow at a 23.3% CAGR through 2030, a KPMG study found 69% of people already use chatbots, and a Stanford and MIT study of 5,179 support agents measured a 14% average productivity lift from generative AI assistance — 35% for the newest agents.

## Step 1: crawl the site to clean markdown

Feeding raw HTML into a RAG pipeline poisons it with navigation, cookie banners and script tags. Crawl straight to markdown instead — it preserves headings, lists and tables while dropping the presentation noise, which is exactly what an LLM ingests best. A [Scraper API](https://quantumproxies.io/scraper-api) with a crawl mode walks the site and returns each page as clean markdown:

```python
import requests

resp = requests.post(
    "https://api.quantumproxies.io/crawl",
    json={"url": "https://docs.example.com", "limit": 300, "format": "markdown"},
    headers={"Authorization": "Bearer YOUR_API_KEY"},
    timeout=120,
)
pages = resp.json()["pages"]  # each: {"url": ..., "markdown": ...}
```

Crawling your own site is straightforward; crawling docs behind geo or rate limits is where routing through the right IPs matters, so the crawl completes instead of stalling halfway. Markdown-first is the same principle behind [feeding LLMs fresh web data](https://quantumproxies.io/blog/feeding-llms-fresh-web-data-2026).

## Step 2: chunk by heading, keep the source

Don't embed whole pages — retrieval works best on focused chunks. Split each page on its headings so every chunk is one coherent topic, and carry the source URL on each so you can cite it later. This is also where a good source doc pays off: articles with clear headings, one idea each, and questions restated in the text chunk far better than a wall of prose (a bot can't infer context a person would):

```python
def chunk_markdown(md, source_url):
    chunks, cur = [], {"heading": "", "text": ""}
    for line in md.splitlines():
        if line.startswith("#"):
            if cur["text"].strip():
                chunks.append({**cur, "source": source_url})
            cur = {"heading": line.lstrip("# ").strip(), "text": ""}
        else:
            cur["text"] += line + "\n"
    if cur["text"].strip():
        chunks.append({**cur, "source": source_url})
    return chunks

all_chunks = [c for p in pages for c in chunk_markdown(p["markdown"], p["url"])]
```

![RAG pipeline turning a website into a support bot: crawl to markdown, chunk by heading, embed into a vector database, retrieve and cite](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335216/blog/generated/qp-b9-090-diag1.png)
*Retrieve cited chunks at query time rather than stuffing the whole site into the prompt — grounded and checkable.*

## Step 3: embed, store, and retrieve with citations

Embed each chunk into a vector and upsert it into a vector database with the source URL as metadata. At query time, embed the user's question, pull the top few matches, and pass their text to the model as context — and surface the source links so the answer is checkable, not a black box:

```python
# index each chunk with its source as metadata
for c in all_chunks:
    vec = embed(c["heading"] + "\n" + c["text"])
    index.upsert(id=uid(c), values=vec,
                 metadata={"source": c["source"], "text": c["text"]})

# at query time: retrieve, ground, and cite
hits = index.query(embed(user_question), top_k=4)
context = "\n\n".join(h.metadata["text"] for h in hits)
citations = list({h.metadata["source"] for h in hits})
answer = llm(f"Answer using only this context:\n{context}", question=user_question)
```

Grounding the model in retrieved context — and telling it to answer only from that context — is what stops a support bot from confidently inventing policy. The citations do double duty: they let users verify, and they let you spot when the bot is reaching for the wrong doc. For the deeper mechanics, our guide on [RAG pipelines that aren't stale](https://quantumproxies.io/blog/fresh-web-data-rag-pipelines) goes further on chunking and retrieval.

## Step 4: refresh, or it rots

A knowledge base is a living thing. Docs get rewritten, prices change, new articles appear — and a bot answering from last month's crawl gives wrong answers with full confidence. Schedule a re-crawl, compare each page to its last version, and re-embed only what changed so refresh stays cheap. Keep a fetch date on every chunk so you always know how current the answer's source is. If you'd rather consume a managed, always-fresh feed than run the crawl and refresh yourself, [web data built for LLMs](https://quantumproxies.io/web-data-for-llms) handles the collection side.

![Statistics behind knowledge base chatbots: 23.3% market CAGR, 69% of people use chatbots, and 14-35% support productivity gains](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335216/blog/generated/qp-b9-090-diag2.png)
*The support-bot shift is well underway; a grounded, cited knowledge base is what makes one trustworthy.*

[Crawl any site to clean markdown for your bot](https://quantumproxies.io/scraper-api)

## Frequently asked questions

### How do I build a chatbot knowledge base from a website?

Crawl the site to clean markdown, split each page into heading-based chunks with the source URL attached, embed the chunks into a vector database, and at query time retrieve the most relevant chunks to ground the model's answer. Schedule a re-crawl to keep it current. This RAG approach means editing a doc updates the bot's knowledge without any retraining.

### Do I need to train a model on my content?

No — and for a support bot you shouldn't. Fine-tuning is slow, costly and goes stale whenever your content changes. Retrieval-augmented generation keeps the knowledge in a vector store outside the model, so the bot always answers from the current crawl. You only re-crawl and re-embed when content changes, which is far cheaper than retraining.

### Why crawl to markdown instead of HTML?

Raw HTML carries navigation, ads, cookie banners and scripts that add noise and waste your embedding budget. Markdown keeps the meaningful structure — headings, lists, tables — while dropping the presentation layer, which is what LLMs ingest most cleanly. Cleaner input means more relevant retrieval and fewer confused answers. Bots also can't read images or video, so keep key information in text.

### How do I keep the knowledge base up to date?

Schedule periodic re-crawls, detect which pages changed, and re-embed only those — full re-crawls waste bandwidth and compute. Store a fetch date on every chunk so you can tell how fresh an answer's source is, and version the index so you can roll back if a bad crawl degrades retrieval. Incremental refresh keeps cost proportional to real change.

The pipeline is the product here: crawl to markdown, chunk by heading, embed with sources, retrieve and cite, then refresh on a schedule. Do that and your support bot answers from your real content, links its sources, and stays current as your site evolves — the difference between a bot people trust and one they learn to route around. To give an AI agent live access to the same data through a standard interface, see our guide to the [QuantumProxies MCP server](https://quantumproxies.io/blog/giving-ai-agents-live-web-access-with-mcp-a-practical-guide-to-the-quantumproxies-io-mcp-server).

[Feed your bot always-fresh web data](https://quantumproxies.io/web-data-for-llms)


---

# Choosing a SERP API for AI and SEO Tools in 2026: The Buyer's Guide

Google killed num=100 and made JavaScript mandatory — building your own SERP scraper got a lot harder. Here's how to choose a SERP API that actually powers an AI or SEO product: verticals, geo, JSON shape and real cost.

A SERP API turns search results into structured JSON your product can consume — you send a query and a location, and you get back organic listings, ads, the knowledge graph, local packs and more, already parsed. It exists because scraping Google directly got much harder: Google retired the `num=100` parameter that let one request pull 100 results, and it increasingly requires JavaScript execution, so rank tracking now costs several requests where it used to cost one. If you are building an AI or SEO tool in 2026, choosing the right SERP API is an infrastructure decision. Here is how to judge one.

## What a SERP API actually does for you

Under the hood it handles the three things that make search scraping painful: it runs each query through a real browser and clean IP, it solves the challenges that would otherwise block you, and it parses the rendered page into stable structured data. That means you never rent proxies, never solve a CAPTCHA, and never write a parser that breaks when Google reshuffles its layout. The value is not the request — it is the guarantee that the JSON keeps arriving when the SERP changes shape.

## The buyer's checklist

Score any SERP API against these criteria before you commit a product to it:

- **Verticals** — not just organic, but news, images, shopping, maps, videos, scholar, jobs, autocomplete, hotels, flights, events and reviews.
- **Geo targeting** — down to city level, using Google's own geolocated parameters, not a coarse country flag.
- **JSON shape** — a stable schema with SERP features (knowledge graph, local pack, PAA, related searches), not raw HTML.
- **Cost model** — billing on successful queries only, so failures and empties never cost you.
- **Throughput** — real per-hour capacity and batch support, so you can scale a keyword set.
- **Latency and SLA** — live queries in a few seconds, backed by an uptime commitment.
- **Compliance** — SOC 2 and ISO 27001 posture, public-data-only sourcing.

![Checklist comparing product-grade SERP API must-haves against red flags such as charging for failed queries and returning raw HTML](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335215/blog/generated/qp-b9-089-diag1.png)
*The buyer's checklist: verticals, city-level geo, clean JSON and per-success billing separate a product dependency from a toy.*

## Verticals matter more since num=100 died

When one request could pull 100 organic results, organic-only coverage was almost enough. Now that the deep result page is gone and modern SERPs are dominated by features — shopping carousels, local packs, video blocks, AI overviews — the vertical coverage of your SERP API defines what your product can see. An SEO tool that only reads ten blue links misses most of the page a user actually gets. A QuantumProxies [SERP API](https://quantumproxies.io/serp-api) query can target Google, Bing or DuckDuckGo and pull any of a dozen-plus verticals, which is what lets a single integration power rank tracking, price intelligence and local SEO at once. Our deep dive on [how SERP scraping works after num=100](https://quantumproxies.io/blog/how-serp-scraping-works-in-2026) explains why this shift raised the bar.

## Geo accuracy is the whole game for local

Search results differ by city, and for local SEO or price intelligence that difference is the product. A good SERP API uses Google's geolocated, encrypted location parameters and routes each request through an exit near the target location, so the results match what a real user there would see — not an approximation from a country-level IP. If you cannot pin a specific city, you cannot honestly claim to track local rankings. Combine that with the [reviews and maps verticals](https://quantumproxies.io/serp-api) and you can monitor a business's local presence market by market.

## How per-query cost really works

The headline price per thousand searches is only half the story; the counting rules decide your real bill. Insist on three things. First, only successful searches should count — cached, errored and failed queries must be free, or a bad day on the target becomes a bad day on your invoice. Second, credit cost should be independent of result volume: a response with 100 results and an empty one should both cost exactly one credit. Third, understand the throughput cap: for plans under a million searches a month, expect an hourly ceiling around 20% of your monthly volume, so a 5,000-per-month plan allows roughly 1,000 successful searches per hour. Spread queries evenly rather than bursting.

[See the QuantumProxies SERP API and pricing](https://quantumproxies.io/serp-api)

## JSON shape for AI and SEO products

Your parser is the API's schema, so a clean, consistent JSON shape is worth more than a few milliseconds of latency. For an AI tool grounding answers in live search, you want organic results, the knowledge graph and any AI overview or featured snippet in predictable fields. For an SEO tool, you want positions, PAA questions and related searches so you can map intent. A single query looks like this:

```bash
curl -G "https://api.quantumproxies.io/serp" \
  --data-urlencode "engine=google" \
  --data-urlencode "q=best running shoes" \
  --data-urlencode "location=Austin,Texas" \
  --data-urlencode "vertical=shopping" \
  -H "Authorization: Bearer YOUR_API_KEY"
# -> structured JSON: organic, shopping offers, related_searches, paa
```

```python
import requests

# batch a keyword set for a rank-tracker: one request, up to 1,000 queries
keywords = ["vpn deals", "best vpn", "cheap vpn 2026"]
resp = requests.post("https://api.quantumproxies.io/serp/batch",
    headers={"Authorization": "Bearer YOUR_API_KEY"},
    json={"engine": "google", "location": "London,UK",
          "queries": keywords})
for row in resp.json()["results"]:
    print(row["query"], "->", row["organic"][0]["position"])
```

If you are building a rank tracker on top of this, our tutorial on [building your own rank tracker](https://quantumproxies.io/blog/build-seo-rank-tracker-serp-api) walks the full schema, and [capturing AI Overviews](https://quantumproxies.io/blog/track-google-ai-overviews-serp) covers the newest SERP feature to track.

![Statistics panel of SERP API benchmarks: 2 to 3.5 second response time, one credit per query, 20 percent hourly throughput, 1000 URLs per batch](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335215/blog/generated/qp-b9-089-diag2.png)
*Hold every SERP API to the same numbers: live latency, per-success billing, honest throughput and batch scale.*

## Compliance you can put in front of a customer

If your product resells this data, the SERP API's compliance becomes yours. Look for SOC 2 Type II and ISO 27001 certification, a clear commitment to collecting only publicly accessible search data, and GDPR/CCPA alignment. This is general information, not legal advice, but a documented, audited provider is far easier to defend to an enterprise buyer than one with an opaque sourcing story.

## Frequently asked questions

### What is a SERP API?

A SERP API is a managed service that retrieves, renders and parses search engine results pages into structured JSON your application can consume. You send a query and location; it handles proxies, browser rendering and CAPTCHA solving, and returns organic results, ads, knowledge graph, local packs and other features as clean fields — so you never scrape Google directly.

### How is SERP API pricing counted?

Good SERP APIs charge only for successful searches — cached, errored and failed queries are free — and cost is independent of result count, so a response with 100 results and an empty one both cost one credit. Watch the hourly throughput cap too: for plans under a million searches a month it is often around 20% of your monthly volume per hour.

### Which SERP verticals should an SEO tool support?

At minimum organic, plus the features that now dominate the page: local pack and maps, shopping, news, images, videos, people-also-ask and related searches. Since Google removed num=100 and leaned into SERP features, organic-only coverage misses most of what a real searcher sees. Broad vertical support is what lets one integration serve rank tracking, local SEO and price intelligence.

### Can I use a SERP API to ground an AI product?

Yes — a SERP API is a common grounding source for AI answers, giving live organic results, knowledge graph data and AI Overview or featured-snippet content in structured form. Choose one with low, consistent latency (live queries in a few seconds), a stable JSON schema, and batch support so you can fetch many queries per request without bursting past the throughput cap.

Judge a SERP API on verticals, city-level geo, clean JSON, per-success billing, honest throughput and a compliance story you can show a customer. Get those right and one integration powers rank tracking, local SEO, price intelligence and AI grounding from a single JSON shape.

[Build on the QuantumProxies SERP API](https://quantumproxies.io/serp-api)


---

# AI Competitor Price Matching: Entity Resolution That Works

The hard part of competitor price matching isn't the pricing rule — it's proving two listings are the same product. Here's how LLM-assisted entity resolution beats UPC matching, why confidence scoring keeps a human in the loop, and how to feed the pipeline.

Everyone talks about **competitor price matching** as a pricing problem. It isn't. The pricing rule — undercut by a few percent, or hold on high-demand items — is trivial. The hard part is *entity resolution*: proving that a listing in your catalog and a listing in a competitor's are the same physical product, when the titles, SKUs, and photos all differ. Get that wrong and you price yourself against the wrong item. This guide covers how LLM-assisted matching solves it, why confidence scoring keeps a human in the loop, and how to feed the pipeline clean data.

## Why naive price matching fails

Two failures, one strategic and one technical. Strategically, blind matching is reactive — it drags you into a race to the bottom that erodes margins across a whole category, and it ignores demand, inventory, and willingness to pay. Technically, the classic approach matches on UPC or exact title, which breaks the moment a competitor uses a different product identifier, bundles items, or writes their own title. Most of the products you actually want to match don't share a clean identifier, so UPC-based systems silently miss them — and a missed match is a pricing blind spot.

The market is also moving under matchers' feet. In 2026 Target ended competitor price matching entirely, honouring only its own channels — a reminder that a strategy built solely on mirroring rivals is brittle when those rivals change the rules. The durable use of competitor data isn't reflexive undercutting; it's feeding an internal pricing model that also weighs your own demand, inventory, and margins, and decides for itself when matching is even the right move.

## The matching problem is entity resolution

Consider a real case: your "stretch-cotton oversized shirt in slate blue" versus a rival's near-identical listing titled completely differently. A UPC lookup finds nothing. A human sees the match in a second. That gap is what AI closes. Models trained on product attributes — style, color, fit, material, and imagery — match at the SKU level far more accurately than identifier-based systems, comparing not "shirts vs shirts" but the specific garment against its closest rival. The task is fuzzy, multi-signal, and exactly what large language and vision models are good at.

![Flow diagram of an AI price-matching pipeline: scrape competitor catalogs, extract attributes, LLM entity match, confidence score, then act](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335214/blog/generated/qp-b9-088-diag1.png)
*Four of the five stages are about matching the product. Pricing is the easy last step — once you trust the match.*

## An LLM-assisted matching pipeline

The pipeline is five stages. First, collect competitor catalogs and prices — this is a scraping job at scale, covered by a [Scraper API](https://quantumproxies.io/scraper-api) that returns clean pages across stores. Second, extract each listing into structured attributes; an [extraction API](https://quantumproxies.io/extract-api) turns a messy product page into typed JSON without brittle per-store selectors. Third, an LLM resolves whether a competitor listing and one of your SKUs are the same product. A matching prompt returns both a decision and a score:

```python
# Ask the model to resolve two structured listings to a match + confidence
prompt = {
    "ours":    {"title": "Oversized Cotton Shirt", "color": "slate blue",
                "material": "stretch cotton", "fit": "oversized", "size": "M"},
    "theirs":  {"title": "Relaxed Blue Poplin Overshirt", "color": "steel blue",
                "material": "cotton blend", "fit": "relaxed", "size": "M"},
    "instruction": "Same product? Reply JSON: {match: bool, confidence: 0-1, reason}",
}
# -> {"match": true, "confidence": 0.82, "reason": "same garment, minor color naming"}
```

Fourth, the confidence score gates what happens next. Fifth, you act — but only on matches you trust.

## Confidence scoring and human-in-the-loop

This is the step that separates a useful system from a dangerous one. Never auto-price on a low-confidence match — a wrong match sets your price against an unrelated product and can trigger a real loss. Set thresholds: high-confidence matches flow straight to pricing, the ambiguous middle band routes to a human reviewer, and low-confidence pairs are discarded. Keep audit trails and override controls so a person can correct the model and the correction feeds back in. The AI does the volume; the human owns the judgment calls. That's not a limitation — it's the design.

![Stats diagram of price-matching results: 25 percent fewer unplanned markdowns, 15 percent sell-through gain, 8 percent profit per 1 percent price move](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335215/blog/generated/qp-b9-088-diag2.png)
*The payoff is real, but every number assumes the match is right — accurate entity resolution is the precondition.*

[Turn any product page into structured JSON](https://quantumproxies.io/extract-api)

## What good matching buys you

Pricing is one of the strongest profit levers a retailer has — a McKinsey study puts a 1% pricing improvement at roughly an 8% lift in profit. Teams running elasticity-aware pricing on accurate matches report up to 25% fewer unplanned markdowns and up to 15% better sell-through through seasonal transitions, with pricing cycles compressing from days to hours. But every one of those figures assumes the match is correct. Accurate entity resolution isn't a nice-to-have on top of pricing — it's the precondition for pricing to help rather than hurt.

## Feeding the pipeline

The model is only as good as the data underneath it. Matching and pricing both need fresh, structured competitor listings at catalog scale — which means reliable collection across many stores without getting blocked. Our guide on [monitoring competitor prices at scale](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies) covers the collection layer, and [scraping Google Shopping](https://quantumproxies.io/blog/scrape-google-shopping-prices) is a strong single source that already aggregates offers across sellers. Pair that feed with the extraction and matching steps above and you have a closed loop. For the extraction techniques themselves, see [LLM-powered extraction](https://quantumproxies.io/blog/ai-web-scraping-llm-extraction). Freshness matters as much as accuracy: a correctly matched competitor price that's six hours stale can still push a pricing decision the wrong way, so tune the refresh cadence to how fast your category's prices actually move.

## Frequently asked questions

### How does AI match competitor products for pricing?

It resolves entities across stores using multiple signals — title, attributes like color, fit and material, and product imagery — rather than a single identifier. A model compares a competitor listing against your SKUs and returns a match decision plus a confidence score. This catches the many products that don't share a clean UPC or identical title, which identifier-based systems silently miss.

### Is competitor price matching a good strategy?

As a sole strategy, no — blind matching is reactive and drives a margin-eroding race to the bottom. As one input into elasticity-aware pricing, yes. The value comes from knowing accurately what competitors charge for the same product, then deciding — based on demand and inventory — when to match, hold, or even raise price. Accurate matching enables that judgment; it doesn't replace it.

### How accurate is AI product matching?

Attribute-and-image models match at the SKU level considerably more accurately than UPC-based systems, but no model is perfect. That's why confidence scoring matters: auto-act only on high-confidence matches, route the ambiguous band to a human, and discard low-confidence pairs. The combination of AI volume and human review on the gray zone is what makes the accuracy usable in production.

### What data do you need for AI price matching?

Structured competitor listings at scale: product title, attributes (color, size, material, fit), image, and current price, refreshed often enough to be current. You collect it by scraping competitor catalogs or an aggregator like Google Shopping, then extract each listing into typed fields. The matching model consumes those structured records; feed it raw HTML and accuracy drops sharply.

Competitor price matching has always been sold as a pricing feature. It's really a data-matching feature with a pricing rule bolted on the end. Solve entity resolution with attribute-and-image models, gate every match with a confidence score, keep a human on the ambiguous middle, and feed the whole thing fresh structured data — then, and only then, does the pricing math pay off.

[Collect competitor catalogs at scale](https://quantumproxies.io/scraper-api)


---

# Build a Fine-Tuning Dataset From the Web: URLs to JSONL

A good fine-tune is 90% dataset. This is the pipeline from raw URLs to clean JSONL — sourcing at scale, dedup, license filters, and the chat format trainers actually expect.

A fine-tune is only as good as the data you feed it, and the hardest part of fine-tuning is almost never the training run — it's building a clean dataset. The web is the richest source of that data, but raw pages are messy, duplicated, unlabelled and legally uneven. This guide is the pipeline from URLs to training-ready JSONL: how much data you actually need, how to source it at scale, how to clean and deduplicate it, how to handle licensing, and how to format it in the chat structure trainers expect. It assumes you're building an instruction or chat fine-tune from public web content.

## How much data do you actually need?

Start with realistic targets so you don't over- or under-build. The practical floor for a fine-tune that produces reasonable results is around 100 rows; for solid performance you generally want over 1,000. More usually helps, but only if it's clean — a thousand well-labelled examples beat ten thousand noisy ones. For scale reference, the classic Alpaca dataset was 52,000 instruction/output pairs, generated by prompting a stronger model. And if you're using a large model to generate synthetic examples, seed it with at least ten hand-written examples so it learns the exact structure and tone you want before it produces more.

## Sourcing: crawl to clean markdown

The goal at the sourcing stage is clean text, not raw HTML. A fine-tuning row wants the substance of a page — the article, the docs, the Q&A — without the nav bars, cookie banners and ad markup that pollute a naive scrape. So crawl your target pages and convert them to markdown at ingestion, which strips boilerplate while keeping structure like headings and lists. At any real volume you'll hit rate limits and IP blocks, so route the crawl through a rotating pool. A [Scraper API](https://quantumproxies.io/scraper-api) that returns markdown directly does both jobs — clean output and block resistance — in one call, which is why we cover it in our guide to [feeding LLMs fresh web data](https://quantumproxies.io/blog/feeding-llms-fresh-web-data-2026).

```python
# Sketch: crawl target URLs to clean markdown, ready for shaping into rows.
import requests

API = "https://api.quantumproxies.io/scrape"   # returns markdown, handles rotation

def fetch_markdown(url):
    r = requests.get(API, params={"url": url, "format": "markdown"},
                     headers={"Authorization": "Bearer YOUR_KEY"}, timeout=60)
    return r.json()["markdown"]

docs = [fetch_markdown(u) for u in seed_urls]   # clean text, no boilerplate
```

![Pipeline diagram from URLs to a fine-tuning dataset: source to clean markdown, clean and dedup, format as JSONL messages, then dataset card and train/eval split](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335214/blog/generated/qp-b9-087-diag1.png)
*The model only ever sees your dataset, so every stage that removes junk directly improves the fine-tune.*

## The JSONL format trainers expect

Most modern fine-tuning tooling defaults to a conversational JSONL format: one JSON object per line, each with a `messages` array of role/content pairs, where roles are `system`, `user` and `assistant` and the user/assistant turns alternate. That's the chat format Hugging Face and OpenAI-style trainers ingest. Older instruction datasets use a three-field shape (`instruction`, `input`, `output`) — fine for single-turn supervised tuning — and multi-turn conversation formats exist too, but they convert cleanly into the messages shape. Pick one target format and standardise everything to it.

```js
// One training example per line (.jsonl). Chat / messages format:
{"messages":[
  {"role":"system","content":"You classify support tickets by urgency."},
  {"role":"user","content":"My payment failed three times and the event is tomorrow."},
  {"role":"assistant","content":"high"}
]}
{"messages":[
  {"role":"system","content":"You classify support tickets by urgency."},
  {"role":"user","content":"How do I change my avatar?"},
  {"role":"assistant","content":"low"}
]}
```

Match the format to the training objective: raw text for continued pretraining, instruction-plus-output or multi-turn chat for supervised fine-tuning, ranked responses for preference-based methods. If you're building a reasoning fine-tune, keep the question and answer but rewrite the answer to include the chain-of-thought steps you want the model to learn.

## Cleaning: where quality is won

This is the stage that decides your result, and it's mostly unglamorous filtering. Never assume web-sourced or model-generated rows are correct — inspect them. The recurring failure modes are specific and worth checking for by name:

- **Label inconsistency**: the same category written as "Positive" in one row and "positive" in another — normalise case and spelling.
- **Off-target answers**: the assistant returns a sentence or a follow-up question instead of the exact label or format you're training for.
- **Mislabelled rows**: an ambiguous input assigned the wrong output — the single most damaging kind of noise.
- **Boilerplate residue**: nav text, cookie notices or "read more" fragments that survived the markdown conversion.
- **Duplicates**: identical or near-identical examples that inflate row counts and bias the model toward repeated content.

A good habit is to keep both the pre-clean and cleaned JSONL so you can measure what you removed. And balance the set across categories — an over-represented class teaches the model to over-predict it.

## Deduplication and licensing

Web data is full of repeats — syndicated articles, mirrored docs, boilerplate paragraphs — and duplicates quietly hurt a fine-tune by over-weighting whatever's repeated. Do two passes: exact-match dedup by hashing the normalised text to catch identical rows, then near-duplicate detection (a similarity or shingling technique like MinHash) to catch reworded copies that an exact hash misses. On licensing, be deliberate: not everything public is freely reusable. Track the source and license of each document, filter out content whose terms prohibit training use, and prefer sources with clear reuse permissions. It's far cheaper to record provenance while you crawl than to reconstruct it after you've mixed everything together.

[Source clean web data for LLMs](https://quantumproxies.io/web-data-for-llms)

## Combine, card and split

When you're pulling from several sources, standardise them all to one format and merge into a single unified dataset before training — one clean fine-tune on the combined set beats sequentially fine-tuning on each source, which tends to erode what the model learned earlier. Then write a dataset card: a short record of where the data came from, how it was cleaned, its size and label distribution, its licensing, and any known limitations. It's what makes the dataset reproducible and auditable months later. Finally, hold out an evaluation split you never train on, so you can measure the fine-tune honestly instead of scoring it on data it memorised. If you're feeding a retrieval system rather than a fine-tune, our [RAG pipeline guide](https://quantumproxies.io/blog/fresh-web-data-rag-pipelines) covers the refresh side of the same problem.

![Stats panel showing fine-tuning dataset sizes: 100 rows minimum, 1000-plus for optimal, 10 seed examples for synthetic generation, 52000 Alpaca rows](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335214/blog/generated/qp-b9-087-diag2.png)
*Below roughly 100 rows a fine-tune barely learns; past 1,000 clean rows, quality beats quantity.*

## Frequently asked questions

### How many rows do I need to fine-tune an LLM?

Around 100 rows is the practical minimum for reasonable results, and over 1,000 is a good target for solid performance. More generally helps, but only if the data stays clean — a smaller, well-labelled set beats a large noisy one. For synthetic generation, seed the generator with at least ten hand-written examples so it learns your exact format first.

### What format should fine-tuning data be in?

JSONL — one JSON object per line. Most modern trainers default to a conversational format with a `messages` array of system/user/assistant role-content pairs. Older instruction datasets use instruction/input/output fields. Pick one target format based on your training objective and standardise every source to it before training.

### How do I clean a scraped dataset for fine-tuning?

Convert pages to markdown to strip boilerplate, then filter by hand for the common failures: inconsistent labels, off-target answers, mislabelled rows, and leftover nav or cookie text. Deduplicate with an exact hash and a near-duplicate pass, balance the categories, and keep both the raw and cleaned versions so you can measure what you removed.

### Can I use any web content to train a model?

Not automatically — public does not mean freely reusable. Some content carries terms that prohibit training use, and personal data brings its own rules. Track each document's source and license as you collect it, filter out anything whose terms disallow training, and prefer clearly permissioned sources. This is general information, not legal advice; get counsel for commercial datasets.

Building a fine-tuning dataset from the web is a filtering pipeline: source clean markdown, shape it into the messages format your trainer expects, ruthlessly dedup and label-check, filter for license, and card the result. Get roughly a thousand clean rows and hold out an honest eval split, and you'll spend your training budget on signal instead of noise.

[Build your dataset with QuantumProxies web data](https://quantumproxies.io/web-data-for-llms)


---

# Web Infrastructure for AI Agents: What They Actually Need

An agent that can reason is useless if the web hands it a raw HTML dump from a blocked datacenter IP. The web layer decides whether agents work. Here's the infrastructure checklist.

The race to build AI agents that browse the web - Operator, Manus, Project Mariner, browser-use and dozens of open frameworks - has focused almost entirely on the model and the harness. But an agent that can reason brilliantly is useless if the web layer hands it a raw HTML dump from a datacenter IP that just got blocked. The infrastructure underneath the agent decides whether it works at all. This is the checklist for that layer: what AI agents actually need from the web, and how to give it to them.

## Two ways agents read the web - and why one is cheaper

Broadly, agents perceive the web in one of two ways. Vision-first agents like WebVoyager take screenshots, overlay numbered boxes on the interactive elements, and act by clicking coordinates - close to how a human browses, but token-heavy and slow. Text-first agents consume the page as structured text and reason over it. The lesson researchers keep rediscovering is that feeding an agent a raw HTML DOM or a full accessibility tree produces overly verbose input that actively hinders its decision-making. Clean, token-lean text wins. That single finding shapes most of the infrastructure decisions below.

## 1. Callable tools, not a browser bolted on

Agents act by calling tools. The cleanest way to give an agent web access is a typed tool it can invoke - fetch this page, run this search - rather than a bespoke browser integration. The Model Context Protocol (MCP) has become the standard interface for exactly this, and wiring up a web-capable toolset is a few lines of config:

```json
{
  "mcpServers": {
    "quantumproxies": {
      "command": "npx",
      "args": ["-y", "quantumproxies-mcp"],
      "env": { "QUANTUMPROXIES_API_KEY": "qp_live_..." }
    }
  }
}
```

That gives the agent tools for scraping, search and structured extraction it can call on its own. Our [practical guide to the MCP server](https://quantumproxies.io/blog/giving-ai-agents-live-web-access-with-mcp-a-practical-guide-to-the-quantumproxies-io-mcp-server) walks through the full tool set, and you can drop it in from the [MCP server page](https://quantumproxies.io/mcp-server).

[Give your agent web tools via MCP](https://quantumproxies.io/mcp-server)

![Checklist of what AI agents need from the web - callable MCP tools, clean markdown, geo control, block-resistant IPs and fresh data - paired with why each requirement matters](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335213/blog/generated/qp-b9-086-diag1.png)
*Five requirements, not one. An agent needs tools, clean markdown, geo control, trusted IPs and freshness - miss any and it stalls.*

## 2. Clean markdown instead of raw HTML

Once the agent can fetch a page, what comes back matters as much as whether it arrives. A modern page can be hundreds of kilobytes of nested divs, scripts and tracking markup - burn that into an agent's context and you waste tokens and degrade its reasoning. The fix is to return the page as clean markdown: headings, lists, tables and links, with the boilerplate stripped. A [Scraper API](https://quantumproxies.io/scraper-api) that outputs markdown (or structured JSON) does this at the edge, so the agent receives something it can reason over directly:

```bash
curl "https://api.quantumproxies.io/v1/scrape" \
  -H "Authorization: Bearer qp_live_..." \
  --data-urlencode "url=https://example.com/pricing" \
  -d format=markdown -d render=true -d country=us
```

The same principle drives retrieval pipelines - our notes on [LLM-powered extraction](https://quantumproxies.io/blog/ai-web-scraping-llm-extraction) and [RAG pipelines that stay fresh](https://quantumproxies.io/blog/fresh-web-data-rag-pipelines) both start from markdown-first ingestion for the same reason.

There's a cost dimension too. Rendering a page as a screenshot for a vision model, or dumping raw HTML into context, burns tokens on every step of a multi-step task - and agents take many steps. Returning lean markdown cuts the per-step token bill, which compounds across a long task into real latency and cost savings. Cheaper perception also means the agent can afford to read more pages before it decides, which usually improves the final answer rather than just speeding it up.

## 3. Geo control per request

The web is not the same everywhere. Prices, availability, search results, language and even which products exist all change by country. An agent doing competitive research, price checks or market analysis needs to see a page the way a user in that market sees it - which means controlling the exit country per request. Residential proxies spanning 200+ countries let an agent ask "what does this look like in Germany?" and get a truthful answer, not a US-centric one. Geo control turns a single agent into one that can reason about any market. It is a correctness issue, not a nicety: an agent that quotes US pricing to a user in Europe is simply wrong, and it has no way to know unless the infrastructure lets it see the right market in the first place.

![Flow of an AI agent reaching the live web: the agent decides it needs a page, makes an MCP tool call, the request routes through a residential proxy with JavaScript rendering, and clean markdown returns](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335213/blog/generated/qp-b9-086-diag2.png)
*An MCP tool call becomes clean markdown through a trusted, rendering proxy - the agent reasons instead of untangling HTML.*

## 4. Block-resistance, because agents get blocked too

Anti-bot systems don't distinguish an autonomous agent from a scraper - both are non-human traffic, and both get challenged. An agent that hits a CAPTCHA or a 403 mid-task either stalls or hallucinates around the gap. Block-resistance is therefore an agent capability, not just a scraping concern: trusted residential and mobile IPs, real browser fingerprints, JavaScript rendering and IP rotation are what keep an agent's tools returning data instead of error pages. The web infrastructure carries the disguise so the agent can focus on the task.

## 5. Freshness and search

Finally, agents are only as trustworthy as their most recent data. A knowledge base scraped once goes stale; an answer citing last quarter's price is wrong. The infrastructure needs a way to pull live pages on demand and to search - a SERP layer for discovery and a scrape layer for retrieval, both fresh. That's the difference between an agent that guesses and one that grounds every claim in a page it just read. For building persistent knowledge, our guide on [turning a site into a support-bot knowledge base](https://quantumproxies.io/blog/chatbot-knowledge-base-website-scraping) covers the crawl-and-refresh loop, and [feeding LLMs fresh web data](https://quantumproxies.io/blog/feeding-llms-fresh-web-data-2026) covers the grounding economics.

## Frequently asked questions

### What does an AI agent need to access the web?

Five things: callable tools it can invoke (typically via MCP), page content as clean markdown rather than raw HTML, control over the exit country per request, block-resistant IPs so it isn't stopped by anti-bot systems, and a way to pull fresh data and search on demand. Miss any one and the agent stalls or answers from stale context.

### Why give agents markdown instead of raw HTML?

Raw HTML and full DOM trees are verbose and noisy, which wastes context tokens and measurably hurts an agent's decision-making. Clean markdown keeps the headings, lists, tables and links the agent needs to reason and drops the boilerplate - cheaper, faster and more accurate for the same page.

### Do AI agents get blocked like scrapers?

Yes. Anti-bot systems see non-human traffic and challenge it regardless of intent, so an autonomous agent hits the same CAPTCHAs and 403s a scraper does. Trusted residential or mobile IPs, real browser fingerprints and JavaScript rendering keep the agent's web tools returning data instead of error pages.

### How does MCP help agents use the web?

MCP is a standard interface for exposing tools to an agent. An MCP web server gives the agent typed tools - scrape a page, run a search, extract structured data - that it can call autonomously, with the proxy, rendering and geo handling done behind the tool. It replaces a bespoke browser integration with a clean, callable contract.

The model gets the headlines, but the web layer decides whether an agent is reliable. Give it callable tools, clean markdown, per-request geo, block-resistant IPs and fresh data, and the agent stops fighting the web and starts reasoning about it.

[Wire your agent to the live web with MCP](https://quantumproxies.io/mcp-server)


---

# RAG That Isn't Stale: Fresh Web Data and Refresh Loops

A RAG system is only as fresh as its last crawl. The retrieval math is the easy part — the hard part is a refresh loop that re-crawls, re-chunks and re-embeds each source on its own clock before the answers go stale.

Retrieval-augmented generation is now in roughly half of enterprise AI systems — adoption jumped to 51% in the latest surveys, up from 31% a year earlier. Yet most RAG projects share the same failure mode: they were populated once, and then the world moved on. The retrieval math (embed the query, search the vectors, stuff the top chunks into the prompt) is the easy, well-documented part. The hard part, the part that decides whether your assistant is trustworthy or confidently wrong, is **freshness** — a pipeline that keeps re-crawling, re-chunking and re-embedding each source before its answers go stale. This guide is about building that refresh loop, with markdown-first ingestion and per-source TTLs at its core.

## Stale retrieval is worse than no retrieval

The whole promise of RAG is that the model answers from retrieved evidence instead of frozen training data. Break the freshness and you break the promise: a support bot cites last quarter's return policy, a pricing assistant quotes a discontinued figure, a research copilot misses the update that changed the answer. Worse, the model states it with full confidence because the retrieved chunk *looks* authoritative. A stale index does not fail loudly — it fails quietly and plausibly, which is the most dangerous kind. Keeping the corpus current is not a nice-to-have; it is the difference between grounding and hallucinating with extra steps.

## Ingest markdown, not raw HTML

The quality of everything downstream is set at ingestion. Raw HTML is a disaster for retrieval — navigation, cookie banners, footers and script tags become noise chunks that pollute similarity search and waste context tokens. The clean approach is markdown-first: crawl each page and extract only the primary content as structured markdown, discarding boilerplate before anything is chunked. Our [Scraper API](https://quantumproxies.io/scraper-api) returns markdown directly, renders JavaScript on demand and rotates IPs so blocked pages do not leave holes in your corpus — it replaces the brittle Puppeteer-and-BeautifulSoup ingestion layer that most RAG stacks limp along on. The [web-data-for-LLMs](https://quantumproxies.io/web-data-for-llms) endpoint wraps crawl, clean and structure into one call built for exactly this.

```python
import requests

# markdown-first ingestion: clean text, JS rendered, IPs rotated
def fetch_markdown(url):
    r = requests.post(
        "https://api.quantumproxies.io/scrape",
        headers={"Authorization": f"Bearer {QP_KEY}"},
        json={"url": url, "format": "markdown", "render": True},
        timeout=60,
    )
    doc = r.json()
    return {
        "url": url,
        "markdown": doc["markdown"],       # no nav, no boilerplate
        "fetched_at": doc["fetchedAt"],     # timestamp for TTL logic
        "content_hash": doc["contentHash"], # skip re-embed if unchanged
    }
```

[Feed your RAG stack clean web data](https://quantumproxies.io/web-data-for-llms)

## Chunk small, carry metadata

Once you have clean markdown, split it into chunks of roughly 300 to 500 tokens — small enough that a retrieved chunk is tightly on-topic, large enough to keep a coherent thought. Use a recursive splitter (LangChain or LlamaIndex both ship one) that respects sentence and heading boundaries rather than cutting mid-word. The critical, often-skipped step is metadata: every chunk must carry its source URL, a timestamp, and a content hash. That metadata is what makes freshness possible — retrieval can filter by recency, and your refresh loop can tell which chunks belong to a source that just changed.

```python
from langchain.text_splitter import RecursiveCharacterTextSplitter

splitter = RecursiveCharacterTextSplitter(
    chunk_size=1800, chunk_overlap=200,  # ~400 tokens per chunk
)

def to_chunks(doc):
    parts = splitter.split_text(doc["markdown"])
    return [{
        "text": p,
        "source": doc["url"],
        "fetched_at": doc["fetched_at"],   # drives recency filtering
        "ttl": ttl_for(doc["url"]),          # per-source refresh clock
    } for p in parts]
```

Embed those chunks with a current model — text-embedding-3-large, a Cohere model, or an open Sentence-BERT variant — and store the vectors alongside the metadata in a vector database such as Pinecone, Weaviate, Milvus or FAISS. Tune similarity thresholds and, importantly, enable metadata filtering so a query can demand, say, only chunks fetched in the last 30 days for a pricing question.

![Diagram of a RAG freshness refresh loop from markdown crawl through chunk and embed to indexing and TTL-driven re-crawl](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335212/blog/generated/qp-b9-085-diag1.png)
*The loop that keeps RAG honest: markdown-first crawl, small metadata-rich chunks, and a TTL that triggers re-embedding before drift.*

## Per-source TTLs: the heart of freshness

The mistake most teams make is refreshing everything on one schedule — a nightly full re-crawl that is simultaneously too slow for prices and wasteful for reference docs. Different sources age at different rates, so give each a time-to-live that matches how fast its content actually moves. Live prices and stock might need a TTL of minutes; news, listings and forum threads an hour; rankings and catalogues a day; documentation, policies and reference material a week or more. Tag each chunk with its source's TTL, and a scheduler re-crawls only the sources whose clock has expired. The content hash is your efficiency valve: if the re-crawled page is byte-identical, skip the embedding step entirely and just reset the timestamp.

```python
import time

TTL = {"prices": 300, "news": 3600, "catalog": 86400, "docs": 604800}

def needs_refresh(chunk, now=None):
    now = now or time.time()
    return (now - chunk["fetched_at"]) > chunk["ttl"]

# refresh only what has expired; re-embed only what actually changed
for src in due_sources(TTL):
    doc = fetch_markdown(src.url)
    if doc["content_hash"] != src.last_hash:
        reindex(to_chunks(doc))     # re-chunk + re-embed
    src.touch(doc["content_hash"])  # reset the clock either way
```

This is the loop that separates a demo from a production system. It keeps retrieval predictable, spends compute only where the world actually changed, and lets you make a real freshness guarantee per source. For the broader picture of grounding LLMs on live data, see our guide to [feeding LLMs fresh web data](https://quantumproxies.io/blog/feeding-llms-fresh-web-data-2026), and for turning a single site into a citeable knowledge base, [building a support-bot knowledge base](https://quantumproxies.io/blog/chatbot-knowledge-base-website-scraping).

![Tiered TTL bands showing minutes for prices and stock, hourly for news, daily for catalogs and weekly for reference docs](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335212/blog/generated/qp-b9-085-diag2.png)
*Refresh each source on the clock its content actually moves — minutes for prices, a week for reference docs.*

## Retrieve for coverage, not just similarity

One last upgrade at query time. Pure vector similarity misses exact terms — product codes, error strings, proper nouns — that a keyword search nails. Hybrid retrieval blends the two, then applies your recency filter so a time-sensitive query prefers fresh chunks. Log the retrieved chunks with every answer so you can audit what evidence the model actually used; that traceability is what makes RAG explainable, and it is how you catch a stale chunk before a user does. Techniques from [LLM-powered extraction](https://quantumproxies.io/blog/ai-web-scraping-llm-extraction) pair well here when you need structured fields out of the retrieved pages rather than prose.

## Frequently asked questions

### How do I keep a RAG pipeline's data fresh?

Assign each source a time-to-live that matches how fast its content changes, tag every chunk with a source URL and timestamp, and run a scheduler that re-crawls only expired sources. Use a content hash to skip re-embedding pages that did not actually change, and enable recency filtering at retrieval so time-sensitive queries prefer fresh chunks.

### Why ingest markdown instead of HTML for RAG?

Raw HTML carries navigation, banners, footers and scripts that become noise chunks, polluting similarity search and wasting context tokens. Markdown-first ingestion extracts only the primary content, so chunks are clean and on-topic. A scraping API that returns rendered markdown removes the brittle custom parsing most RAG stacks rely on.

### What chunk size should I use for RAG?

Roughly 300–500 tokens is the common sweet spot: small enough that a retrieved chunk stays tightly relevant, large enough to preserve a complete thought. Use a recursive splitter that respects sentence and heading boundaries, add a small overlap so context is not lost at the seams, and attach source metadata to every chunk.

### Do I need proxies to build a RAG data pipeline?

If you crawl the open web at any scale, yes — sites rate-limit and block repeated requests from one IP, leaving gaps in your corpus. A scraping API or rotating proxies keep the crawl reliable so sources refresh completely and on schedule, which is exactly what per-source TTLs depend on.

RAG lives or dies on freshness. Ingest clean markdown, chunk small with metadata, and drive re-embedding from per-source TTLs so each source refreshes on its own clock. Build that loop once and your assistant answers from today's web, not last month's snapshot.

[Build a fresh RAG pipeline on the Scraper API](https://quantumproxies.io/scraper-api)


---

# AI Web Scraping: LLM Extraction, Prompt-to-JSON & Cost

LLM extraction turns any page into clean JSON from a plain-English prompt — no selectors to maintain. But the model can't fetch the page and raw HTML burns tokens fast. Here is how to do it right.

AI web scraping means pointing a language model at a page and asking, in plain English, for the fields you want back as JSON — no CSS selectors to write, no parser to maintain when the layout changes. It is genuinely transformative for messy, varied or one-off extraction. It is also widely misunderstood, which is why people end up paying to scrape a few hundred pages and getting hallucinated data back. Two facts fix most of that confusion: a language model cannot fetch a web page — it only reasons over text you hand it — and feeding it raw HTML is the fastest way to burn your token budget. This guide covers the extraction pattern that works, when it beats selectors, and how to keep both cost and hallucination under control.

## The thing nobody says: the model can't fetch

The hard part of AI scraping is not the AI. A chatbot cannot reliably load a live page — it needs a dedicated engine to fetch the HTML first, then it reasons over whatever text you provide. So an LLM extraction pipeline is really a scraping pipeline with a smart parser bolted on the end, and the scraping half is where things break: bot management, JavaScript rendering, IP blocks. Solve the fetch with proxies and a rendering layer, and the extraction becomes the easy part. The clean way to get pages is a [scraper API](https://quantumproxies.io/scraper-api) that handles rotation and rendering and returns markdown, which — as the next section shows — is also the cheapest possible input for a model:

```python
import requests

def fetch_markdown(url, api_key):
    r = requests.get(
        "https://api.quantumproxies.io/scrape",
        params={"url": url, "render": "auto", "output": "markdown"},
        headers={"Authorization": f"Bearer {api_key}"},
        timeout=(5, 40),
    )
    r.raise_for_status()
    return r.json()["markdown"]  # nav/ads stripped, ready for the model
```

## Why markdown, not HTML, is the real cost lever

The single biggest driver of AI scraping cost is how many tokens you push through the model, and raw HTML is mostly tokens you do not want: inline styles, script tags, tracking attributes, navigation, footers. Convert the page to clean markdown — or extract just the main content — before extraction and you routinely cut input size by an order of magnitude, which cuts cost by the same factor and, as a bonus, reduces hallucination because the model sees the content instead of the chrome. This is why markdown-first is the standard for feeding models, the same principle behind [feeding LLMs fresh web data](https://quantumproxies.io/blog/feeding-llms-fresh-web-data-2026). If you only take one thing from this article: never send a model the raw page source.

![LLM extraction pipeline diagram: fetch the page with proxies or a scraper API, clean it to markdown, prompt with a schema, then validate the JSON output](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335211/blog/generated/qp-b9-084-diag1.png)
*The model never touches the live web. Fetch and clean happen first, markdown cuts the token bill, and a schema keeps the JSON honest.*

## Prompt-to-JSON with a schema

Once you have clean text, extraction is a single call: describe the fields you want, pass a schema so the output is structured, and instruct the model to return null rather than invent when a field is absent. An [extraction API](https://quantumproxies.io/extract-api) collapses fetch, clean and extract into one request so you skip the plumbing entirely:

```bash
curl -X POST "https://api.quantumproxies.io/extract" \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://example.com/product/xyz",
    "schema": {
      "title":  "string",
      "price":  "number",
      "in_stock": "boolean",
      "rating": "number|null"
    },
    "prompt": "Extract the product. Use null for anything not present."
  }'
```

The schema does double duty: it forces a predictable shape for downstream code, and it constrains the model, which is the first line of defence against hallucinated fields. Validate the response against the same schema and reject anything that does not fit — an invented price is worse than a missing one.

```python
def validate(record, schema):
    for field, kind in schema.items():
        v = record.get(field)
        if v is None and "null" not in kind:
            raise ValueError(f"missing required field: {field}")
    return record  # only trust records that satisfy the schema
```

## When LLM extraction beats CSS selectors — and when it doesn't

AI extraction is not a universal upgrade; it is a different tool with a different cost curve. Reach for it when the work is varied or unstable — scraping a thousand sites with a thousand layouts, a site that redesigns constantly, unstructured content like reviews or listings where no clean selector exists, or a one-off job where writing selectors is not worth the time. Stick with CSS or XPath selectors when you are hammering one stable site at high volume: selectors are deterministic, effectively free per page, and never hallucinate. The mature pattern is hybrid — selectors for your high-volume core targets, LLM extraction for the long tail and the sites that keep changing.

Cost discipline turns this from an experiment into production. Beyond markdown-first, cache aggressively so you never re-extract an unchanged page, match model size to task difficulty — a small model handles simple field extraction fine — and batch where the API allows. Rendering is its own line item; only render pages that truly need JavaScript, a decision we quantify in [render only when you must](https://quantumproxies.io/blog/headless-browser-vs-http-requests-cost). Get a blank page instead of content and the fix is usually rendering, covered in [empty page, missing data](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript).

A word on the free and open-source route, since it is what most people search for first. Open-source extraction libraries are excellent for learning the pattern and for small jobs, but they hand you back the two hard problems this article opened with: you still have to fetch pages past bot management, and you still pay for whichever model does the extraction. 'Free' usually means free code plus your own proxy and token bills. That is a fine trade for a hobby project or a proof of concept; at production volume the maintenance of the fetch layer is exactly what teams end up outsourcing, a build-versus-buy call we lay out in [DIY scraper stack vs a scraper API](https://quantumproxies.io/blog/build-vs-buy-scraping-infrastructure).

![Comparison of LLM extraction versus CSS selectors, showing the flexible per-token approach against the cheap deterministic approach for stable high-volume sites](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335212/blog/generated/qp-b9-084-diag2.png)
*LLM extraction wins on varied and changing sites; selectors win on one stable target at high volume. Most real pipelines run both.*

## Frequently asked questions

### Can ChatGPT scrape a website?

Not on its own. A language model cannot reliably fetch and render a live page — it reasons over text you provide. To use AI for scraping you pair a dedicated scraping engine, which fetches and cleans the page, with the model, which extracts structured data from the result. The scraping engine handles proxies, rendering and blocks; the model handles turning content into JSON.

### How do I reduce the cost of AI web scraping?

Convert pages to markdown or extract the main content before sending anything to a model — raw HTML can be ten times the tokens for the same information. Then cache unchanged pages, use a smaller model for simple field extraction, only render JavaScript when a page requires it, and batch requests. Token volume is the dominant cost, so cutting input size is the highest-leverage optimization.

### Does AI web scraping hallucinate wrong data?

It can, especially when fed noisy raw HTML or asked for fields that are not on the page. Guard against it by cleaning the input, passing an explicit schema, instructing the model to return null when a value is absent, and validating every response against that schema before you trust it. A missing field you can retry; a confidently invented one silently corrupts your dataset.

### Is LLM extraction better than CSS selectors?

It depends on the job. LLM extraction wins when layouts vary or change often and when writing selectors is not worthwhile, because it needs no selectors and survives redesigns. CSS selectors win on a single stable site at high volume: they are deterministic and far cheaper per page. Most production pipelines use selectors for core targets and LLM extraction for the long tail.

AI web scraping is powerful once you stop treating the model as a scraper. Fetch cleanly with proxies, feed markdown not HTML, constrain the output with a schema, and reserve LLM extraction for the jobs where its flexibility earns its token cost. That is the difference between a slick demo and a pipeline you can run every day.

[Turn any page into JSON with the Extract API](https://quantumproxies.io/extract-api)


---

# llms.txt Explained: The Spec, Real Adoption, and How to Publish

llms.txt promises to hand AI a clean map of your site. Here is what the spec really requires, an honest read on whether crawlers use it yet, and how to publish one.

**llms.txt** is a simple idea getting a lot of attention: a markdown file at the root of your site that hands large language models a clean, curated map of what you offer, instead of making them wrestle meaning out of ad-laden HTML. It is worth understanding precisely - because there is real substance to the spec, and real over-promising in the marketing around it. This guide covers what the format actually requires, an honest read on whether AI crawlers respect it today, and how to publish one.

## Why the file exists

The proposal, introduced by Answer.AI in September 2024, starts from a real constraint: LLM context windows are too small to swallow most websites whole, and converting complex HTML - navigation, ads, scripts - into clean text is lossy and imprecise. llms.txt sidesteps that by giving models concise, expert-level information in one predictable place. The key word is *inference*: this file is meant to help a model at the moment a user asks it something, not to feed training runs. It is a curated overview, hand-authored, not a dump of everything.

## The spec, precisely

The file lives at `/llms.txt` and is written in markdown, in a fixed section order so it can be parsed programmatically as well as read by a model:

- An **H1** with the project or site name. This is the only required section.
- A **blockquote** summary giving the key context needed to understand the rest.
- Zero or more markdown sections (paragraphs, lists - no headings) with further detail.
- Zero or more **H2** 'file lists': each item is a markdown link `[name](url)` followed by an optional `:` and a short note.
- A special **## Optional** section whose links can be skipped when a shorter context is needed.

There is a companion proposal: serve a clean markdown version of any page at the same URL with `.md` appended (and `index.html.md` for directory URLs), so a model can fetch the readable version directly. Here is a minimal, valid file:

```markdown
# QuantumProxies

> Residential, ISP, datacenter, mobile and IPv6 proxies plus SERP, Scraper and
> Extract APIs for web data collection at scale.

Stable API endpoints, per-request rotation, and 200+ country geo-targeting.

## Docs

- [Scraper API](https://quantumproxies.io/scraper-api): Markdown/JSON/HTML output, JS rendering on demand
- [SERP API](https://quantumproxies.io/serp-api): Google, Bing and DuckDuckGo plus verticals

## Guides

- [Feeding LLMs fresh web data](https://quantumproxies.io/blog/feeding-llms-fresh-web-data-2026): grounding and RAG patterns

## Optional

- [All blog posts](https://quantumproxies.io/blog): the full archive, skip for short context
```

![Comparison of robots.txt, sitemap.xml and llms.txt showing that each root file serves a different job](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335210/blog/generated/qp-b9-083-diag1.png)
*llms.txt complements robots.txt and sitemaps - it does not replace either. Different files, different jobs.*

## How it differs from robots.txt and sitemap.xml

It sits alongside the two files you already know, following the same root-path convention. `robots.txt` states access rules - who may crawl what - and we cover that in our [robots.txt guide](https://quantumproxies.io/blog/robots-txt-web-scraping-ethics). `sitemap.xml` lists every indexable human page for search engines. Neither substitutes for llms.txt: a sitemap rarely links the markdown versions of pages, never points to helpful external resources, and in aggregate is far too large to fit in a context window. llms.txt is the curated, LLM-sized overview those two were never designed to be.

## Do AI crawlers actually respect it? An honest answer

Here is where candour matters. llms.txt is a proposal, not an official standard, and adoption is uneven. As of 2025 no major AI crawler has publicly confirmed that it consumes llms.txt to rank or answer - Google has said plainly that it does not use the file, and Chrome's own documentation describes it as 'an emerging convention'. The honest position: publishing one is cheap and harmless, it can help tools that *do* ingest documentation (some developer-focused assistants and doc platforms use it), and it costs you nothing to future-proof. But do not expect an SEO or AI-traffic windfall. Anyone selling llms.txt as a ranking hack is overstating a proposal. Treat it as low-effort hygiene, not a growth lever.

## How to publish one

Write the file by hand for a small site - it is meant to be curated, and a thoughtful 30-line file beats an auto-generated 300-line one. For larger sites, plugins exist for VitePress, Docusaurus, Mintlify and Drupal that generate it from your content, and directories like llmstxt.site catalogue published files. The reference tooling, `llms_txt2ctx`, expands your file into a single context blob you can test against real models - it produces a lean version without the Optional links and a full version with them:

```bash
# Install the reference CLI and expand your file into an LLM context blob
pip install llms-txt

# Lean context (skips the ## Optional links)
llms_txt2ctx llms.txt > llms-ctx.txt

# Full context (includes Optional)
llms_txt2ctx --optional true llms.txt > llms-ctx-full.txt
```

The write-once trap is staleness. An llms.txt that points to renamed or deleted pages actively misleads. If yours is generated from docs, wire it into your build; if hand-authored, review it on the same cadence as your sitemap. Keeping the linked `.md` versions fresh is the same discipline behind any grounding pipeline - our guide to [RAG pipelines that don't go stale](https://quantumproxies.io/blog/fresh-web-data-rag-pipelines) applies directly.

![Diagram of an llms.txt file structure: H1 name, blockquote summary, H2 file-list sections and an optional section](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335211/blog/generated/qp-b9-083-diag2.png)
*The structure is fixed and small: a required H1, a summary blockquote, then H2 lists of annotated links.*

## Where clean web data comes in

llms.txt is about publishing clean context for your own site. The mirror problem - getting clean, LLM-ready markdown out of everyone else's sites for your own model or agent - is what our [web data for LLMs](https://quantumproxies.io/web-data-for-llms) service exists for. The Scraper API can return any page as markdown, which is exactly the shape both an llms.txt `.md` mirror and a RAG ingestion pipeline want. If you are building an assistant that needs to read the live web, that markdown-first output is the missing piece; our overview of [feeding LLMs fresh web data](https://quantumproxies.io/blog/feeding-llms-fresh-web-data-2026) ties it together.

[Get clean, LLM-ready web data](https://quantumproxies.io/web-data-for-llms)

## Frequently asked questions

### What is llms.txt?

It is a proposed markdown file placed at your site root (`/llms.txt`) that gives large language models a concise, curated overview of your content and links to detailed markdown versions of key pages. It is aimed at helping models at inference time - when a user asks a question - rather than at training, and requires only an H1 name as its single mandatory section.

### Do AI models actually use llms.txt?

Inconsistently. It is a proposal, not an adopted standard; as of 2025 no major AI crawler has confirmed using it to rank or answer, and Google has said it does not. Some developer-focused assistants and documentation tools do ingest it. Publishing one is cheap and future-proofs your site, but treat it as hygiene, not a proven traffic or ranking lever.

### How is llms.txt different from robots.txt?

They serve opposite intents. robots.txt sets access rules - which bots may crawl which paths - and is often used to keep crawlers out. llms.txt invites AI in and hands it a curated map of what to read. They follow the same root-path convention and coexist; llms.txt does not replace robots.txt or your XML sitemap.

### How do I create an llms.txt file?

For a small site, write it by hand: an H1 name, a blockquote summary, then H2 sections listing annotated markdown links, with a `## Optional` section for skippable extras. For larger sites, use a generator plugin for your platform. Test it by expanding it with the `llms_txt2ctx` CLI and asking a model questions about your content.

llms.txt is a small, sensible idea worth adopting for what it is - a curated context file - and worth being sceptical about for what it is sold as. Publish a clean one, keep it fresh, and pair it with genuinely LLM-ready web data, and you have covered both sides: what you expose, and what your models consume.

[Turn any page into LLM-ready markdown](https://quantumproxies.io/web-data-for-llms)


---

# How to Track Google AI Overviews and Citations Programmatically

AI Overviews sit above your best organic result and cite sources you may not control. Google removed the tag that let tools track them, so the reliable way now is to query the SERP yourself, per market, and read the citations.

AI Overviews changed what "ranking" means. Google's AI-generated summary now sits at the very top of the results for a large share of queries, cites a handful of sources, and answers the question before anyone scrolls to the organic list. You can rank number one and still lose the click. Worse, in early 2026 Google removed the link tag that tracking tools relied on to detect these results, which turned Search Console into a partial blind spot. This guide covers what changed, why it matters, and how to track AI Overview presence and citations yourself — programmatically, per market — with a SERP API.

## Why AI Overviews broke rank tracking

The scale is the problem. AI Overviews are live in over 120 countries and 11 languages, and research from 2024 found AI snippets appearing for roughly 64% of keywords — heavily weighted toward the longer, more conversational queries where informational intent lives. When an AI Overview renders, it pushes the organic results down and often satisfies the searcher without a click. If you're only tracking blue-link positions, you're measuring a game that's moved: your position can be unchanged while your traffic quietly falls, because the overview above you is doing the answering.

Google Search Console has started reporting some AI-surface traffic, but with the tracking tag gone it doesn't tell you which queries trigger an overview, who gets cited, or how you compare to competitors. For that, you have to look at the SERP directly.

![Stats diagram: AI Overviews appear for 64% of keywords, live in 120+ countries and 11 languages, tracking tag removed in 2026, and vary per geo](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335209/blog/generated/qp-b9-082-diag1.png)
*AI Overviews cover most keywords across 120+ countries, and with the tracking tag gone the only reliable read is querying the SERP itself.*

## Detect AIO presence and read the citations

The reliable method now is to query the search results programmatically and inspect the AI Overview block: is one present for this query, and which URLs does it cite? A SERP API that parses Google returns this as structured data, so you don't scrape and regex the HTML yourself. Check for the overview object, pull its citations, and you have the two facts that matter — whether AIO triggers, and whether your domain is among the sources.

```python
import requests

API = "https://api.quantumproxies.io/serp-api"
KEY = "YOUR_KEY"

def check_aio(query, gl="us", hl="en"):
    r = requests.get(API, params={
        "q": query, "engine": "google", "gl": gl, "hl": hl, "api_key": KEY,
    }, timeout=30)
    data = r.json()
    aio = data.get("ai_overview")
    if not aio:
        return {"present": False, "citations": []}
    cites = [c.get("link") for c in aio.get("citations", [])]
    return {"present": True, "citations": cites}

print(check_aio("how to reduce proxy bandwidth costs"))
```

```python
def brand_cited(result, domain):
    return any(domain in (c or "") for c in result["citations"])

res = check_aio("best rotating proxy for scraping")
print("AIO shown:", res["present"], "| you cited:", brand_cited(res, "yoursite.com"))
```

## Track it per geo — because it changes

AI Overviews are not the same everywhere. Whether one triggers, what it says, and who it cites all vary by country and language — the same keyword can show an overview in the US and none in Germany, or cite entirely different domains. A single national check gives you a false read. Run each keyword across a grid of markets, with a geo-accurate SERP result for each, and you see the real picture: where you're winning citations, where a competitor owns the answer, and where AIO isn't triggering yet.

```python
markets = [("us", "en"), ("gb", "en"), ("de", "de"), ("in", "en")]
keyword = "best proxies for web scraping"

for gl, hl in markets:
    r = check_aio(keyword, gl, hl)
    print(gl, "AIO:", r["present"], "cited:", brand_cited(r, "yoursite.com"))
```

Geo accuracy is the whole game here — a result served from the wrong country tells you nothing. A [SERP API](https://quantumproxies.io/serp-api) with real geo-targeting across 200+ locations returns the overview a searcher in that market actually sees. Our guide on [how SERP scraping works in 2026](https://quantumproxies.io/blog/how-serp-scraping-works-in-2026) covers why localisation is harder than it looks.

[Track AI Overviews with the QuantumProxies SERP API](https://quantumproxies.io/serp-api)

## Turn tracking into a share-of-voice metric

Presence and citation flags become useful when you aggregate them. Across your tracked keyword set, measure the share of AI Overviews that cite your domain versus each competitor — that's your AI share of voice, the AEO-era equivalent of average rank. Trend it over time and you can tie content changes to citation gains, spot when a competitor starts winning an answer, and report AI visibility alongside classic rankings. Store the cited URLs too: knowing which of your pages Google pulls into overviews tells you what to strengthen.

The cited domains are a content brief in disguise. If Google consistently pulls a competitor's page into the overview for a keyword you care about, that page is the standard you have to beat — study what it answers and how directly. Conversely, keywords where an overview triggers but cites weak or thin sources are openings: a clearer, better-structured answer can win the citation. Tracking isn't the end goal; it's the feedback loop that tells you which pages to write and which to rewrite so the AI keeps quoting you instead of the competition.

![Flow diagram of an AI Overview tracker: query per market, fetch via SERP API, detect the AIO block and citations, compute share of voice against competitors](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335210/blog/generated/qp-b9-082-diag2.png)
*Query per market, parse the overview and its citations, then aggregate into an AI share-of-voice metric across your keyword set.*

## Building it into a rank tracker

None of this is a separate tool — it's a field you add to a rank tracker you may already run. Alongside each keyword's organic position, store whether an AI Overview appeared, whether you were cited, and which domains were. Run it daily per market and you have a time series that captures the shift AI Overviews caused instead of missing it. Our tutorial on [building your own rank tracker](https://quantumproxies.io/blog/build-seo-rank-tracker-serp-api) lays out the schema, and our overview of [generative engine optimization](https://quantumproxies.io/blog/generative-engine-optimization-geo-tracking) covers the wider practice of tracking brand presence in AI answers.

## Frequently asked questions

### How do I track Google AI Overviews?

Query the search results programmatically with a SERP API, then inspect the AI Overview block: check whether one is present for the query and read its list of cited URLs. Because Google removed the tag tracking tools relied on, parsing the live SERP per keyword is now the reliable method, and it should be run per market since results vary by geo.

### Can Google Search Console track AI Overview traffic?

Search Console reports some AI-surface traffic, but it doesn't tell you which queries trigger an overview, who is cited, or how you compare to competitors — and the 2026 removal of the tracking tag widened that gap. To measure presence and citations you need to read the SERP directly with a SERP API and aggregate the results yourself.

### Do AI Overviews appear the same in every country?

No. Whether an AI Overview triggers, what it says, and which sources it cites vary by country and language. The same keyword can show an overview in one market and none in another. Track each keyword across a grid of geo-accurate SERP queries so you capture the real per-market picture instead of one skewed national view.

### How often should I check AI Overview presence?

Daily is a sensible default for an active keyword set, matching how most rank tracking runs. AI Overviews still shift as Google tunes them, so daily snapshots let you catch changes and tie them to content updates. Store timestamps and cited URLs each run so you can trend both presence and your share of citations over time.

AI Overviews moved the goalposts: ranking first no longer guarantees the click, and the tools that quietly tracked overviews lost their signal in 2026. The durable answer is to read the SERP yourself — per keyword, per market — with a geo-accurate SERP API, capture presence and citations, and roll them into an AI share-of-voice metric beside your classic rankings. That's how you keep measuring visibility in a search page Google is rebuilding around AI.

[Start tracking AI Overviews with QuantumProxies](https://quantumproxies.io/serp-api)


---

# Generative Engine Optimization: How to Track Your Brand in AI Answers

Optimizing for AI answers is guesswork until you can measure it. Here is how to track where your brand shows up across AI Overviews, ChatGPT and Perplexity — the SERP and scraping plumbing that makes GEO accountable.

Generative engine optimization (GEO) is the practice of structuring content so it surfaces inside AI-generated answers — Google's AI Overviews, ChatGPT, Perplexity and the rest. Most GEO writing stops at "write clear, cited, question-shaped content." That advice is fine, but it leaves out the part that makes GEO a discipline rather than a hope: measurement. You cannot manage what you cannot see, and AI answers are invisible to your normal analytics because there is often no click to count. This guide is about the tracking half — how to measure where your brand appears across AI engines, and the SERP and scraping infrastructure that makes it possible.

## Why measurement is suddenly urgent

The stakes are concrete. When an AI Overview appears above the results, the top organic listing sees roughly a 34.5% lower average click-through rate than a comparable search without one, according to Ahrefs. Clicks are migrating from links to summaries, which means being *cited inside the summary* is becoming the visibility that matters. Google's own 2026 documentation frames GEO bluntly — "optimizing for generative AI search is optimizing for the search experience, and thus still SEO" — but even if the tactics rhyme with SEO, the measurement is new. There is no rank-tracking API for "did ChatGPT mention us." You have to build it.

A quick note on names: GEO, answer engine optimization (AEO), large-language-model optimization (LLMO) and AI optimization (AIO) all describe the same thing, and as of early 2026 there is no settled academic distinction between them. Pick one term and move on — the work is identical.

## What you are actually trying to measure

"AI visibility" is vague, so decompose it into signals you can capture and compare over time:

- **Presence** — does an AI answer for this query mention your brand at all?
- **Citation** — does it link your domain as a source? Cited URLs are the closest thing to a ranking signal these engines expose.
- **Position and prominence** — are you the first source or the fifth, named in the summary or buried in a "sources" tray?
- **Sentiment and framing** — how does the answer describe you, and is it accurate? AI summaries can distort by compressing multiple sources.
- **Share of voice** — across your query set, how often do you appear versus named competitors? This is the headline metric to trend.

![Stats panel showing 34.5 percent lower CTR under AI Overviews, four names for GEO, and three AI engines to track](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335209/blog/generated/qp-b9-081-diag1.png)
*AI answers cut clicks to the top result, so being cited inside them is the visibility GEO measurement has to capture.*

## The tracking pipeline

The workflow is a loop you run on a schedule. First, define a query set that mirrors how buyers actually phrase questions — GEO rewards long, conversational, question-shaped queries, so track those, not bare keywords. Second, capture the AI answer for each query across each engine. Third, parse the mentions and citations. Fourth, score share of voice and trend it. The hard part is step two, because AI answers are dynamic: they vary by query phrasing, by geography, and sometimes session to session, so you need to capture them programmatically and repeatedly rather than eyeballing them once.

Google's AI Overviews live in the SERP, so the cleanest way to capture them at scale is a SERP API that returns the AI Overview block and its source links as structured data. Our [SERP API](https://quantumproxies.io/serp-api) captures the AI Overview alongside the organic results and people-also-ask, per geo, so you can watch presence and citations without rendering a browser per query:

```python
import httpx

def capture_ai_overview(query, location="United States"):
    r = httpx.get(
        "https://api.quantumproxies.io/serp",
        params={"engine": "google", "q": query,
                "location": location, "api_key": "QP_API_KEY"},
        timeout=30,
    )
    data = r.json()
    aio = data.get("ai_overview") or {}
    return {
        "query": query,
        "location": location,
        "brand_present": "yourbrand.com" in str(aio).lower(),
        "cited_sources": [s.get("link") for s in aio.get("sources", [])],
        "text": aio.get("text_blocks"),
    }

for q in ["best residential proxies for scraping",
          "how to avoid ip bans web scraping"]:
    print(capture_ai_overview(q))
```

Run the same query set across your target countries — AI Overviews are geo-specific, so a query that cites you in the US may not in the UK, and that gap is itself the insight. Our guide on [tracking Google AI Overviews](https://quantumproxies.io/blog/track-google-ai-overviews-serp) covers the capture mechanics in detail.

[Capture AI Overviews with the SERP API](https://quantumproxies.io/serp-api)

## Covering ChatGPT, Perplexity and the chat engines

AI Overviews are only one surface. A large share of AI answers now happens inside chat assistants that sit outside the SERP entirely. Tracking those means programmatically querying each engine — through official APIs where they exist, or by scraping the public answer surfaces where they do not — capturing the response and its cited sources, then feeding them into the same parser. This is where general scraping infrastructure earns its keep: you need clean requests, geo control and block resistance to poll these engines reliably at scale. A [Scraper API](https://quantumproxies.io/scraper-api) handles the rendering and rotation so your GEO tracker keeps running when a source tightens up. The output slots into the same share-of-voice model, so AI Overviews and chat answers roll up into one dashboard.

On the optimization side — the content you feed these engines — the tactics that move the needle are well established: long-tail question keywords, a conversational tone, answering related questions in full, citing statistics and sources, and keeping content fresh so engines prefer it over stale pages. Our post on [feeding LLMs fresh web data](https://quantumproxies.io/blog/feeding-llms-fresh-web-data-2026) covers the grounding side of that equation.

![Pipeline diagram showing a query set captured across AI engines, citations parsed, and brand share of voice scored over time](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335209/blog/generated/qp-b9-081-diag2.png)
*Define queries, capture answers per engine and geo, parse citations, score share of voice — a loop you run daily.*

## Turning tracking into decisions

A GEO tracker is only useful if it changes what you publish. Watch which of your pages get cited and study their structure — clear headings, direct answers, cited data — then apply that pattern to pages that are invisible. Watch which competitors dominate a query cluster and reverse-engineer the content the engines prefer. And watch the trend: because AI systems change frequently and are opaque about their ranking, a single snapshot means little, but a moving share-of-voice line tells you whether your GEO work is compounding or slipping.

## Frequently asked questions

### What is generative engine optimization (GEO)?

GEO is the practice of structuring content and managing your online presence so you appear in answers generated by AI systems like Google's AI Overviews, ChatGPT and Perplexity. It builds on SEO — Google itself calls it "still SEO" — but optimizes for being cited inside AI-generated summaries rather than only ranking as a blue link.

### How do you track brand presence in AI answers?

Define a query set that matches how buyers ask questions, then capture the AI answer for each query across engines on a schedule. Use a SERP API to pull AI Overviews and their cited sources, and scrape or query the chat engines for the rest. Parse mentions and citations, then score share of voice versus competitors and trend it over time.

### Why do I need proxies or a SERP API for GEO tracking?

AI answers vary by geography and change constantly, so you must capture them repeatedly and per location, not once. A SERP API returns AI Overviews and their sources as structured data across geos without rendering a browser, and proxies give the clean, geo-targeted requests needed to poll AI engines at scale without being blocked.

### Is GEO different from SEO?

The tactics overlap heavily — quality, structure, citations and relevance help both — which is why Google frames GEO as an extension of SEO. The measurement differs: SEO tracks rankings and clicks, while GEO tracks whether AI engines mention and cite you, since there is often no click to count. Treat GEO as SEO plus a new visibility surface to measure.

GEO becomes a real discipline the moment you can measure it. Build a query set, capture AI Overviews and chat answers per engine and geo, parse the citations, and trend share of voice. The optimization advice is everywhere; the tracking infrastructure is the part that actually tells you whether it worked.

[Build your GEO tracker on the SERP API](https://quantumproxies.io/serp-api)


---

# Build vs Buy Web Scraping: The Real Cost of a DIY Stack

The build-vs-buy spreadsheet almost always undercounts one line: maintenance. Here's the honest cost of a DIY scraping stack, where an API wins, and the cases where building is still the right call.

Every **build vs buy web scraping** decision starts the same way: someone opens a spreadsheet, prices two engineers and a few servers, and concludes that building is cheaper than paying per request. The number is almost always wrong, because it counts the build and forgets the maintenance - the recurring tax that arrives the day after launch and never leaves. This is an honest look at what a DIY scraping stack actually costs, where a Scraper API wins, and the real cases where building is still the right call.

## What a DIY stack actually contains

"Just write a scraper" hides a lot of moving parts. To collect data reliably at any scale, in-house means building and running all of this:

- A proxy pool with rotation, health-checking and geo-targeting - and a bandwidth bill that scales with volume.
- A headless browser fleet for JavaScript-heavy sites, at roughly 10-50x the compute and bandwidth of plain HTTP requests.
- CAPTCHA handling, TLS-fingerprint alignment and user-agent rotation to get past anti-bot systems.
- Retry logic, backoff, queueing and dedup so a failed run doesn't corrupt your dataset.
- Monitoring, alerting and on-call so you find out a scraper broke before your data does.
- Parser maintenance - the big one - because every target site changes its layout on its own schedule.

That's not a one-person job. Running it properly usually means at least three roles - backend engineering, data engineering and DevOps - before you've extracted a single field of value.

![Comparison of building a DIY scraping stack versus a Scraper API versus a managed dataset across control and maintenance](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335208/blog/generated/qp-b9-080-diag1.png)
*Three acquisition models, three cost curves - control on one end, zero-maintenance on the other.*

## The maintenance tax nobody prices

Here's the line the spreadsheet misses. A scraper is not a build-once asset; it's a living system that decays. Sites redesign, add anti-bot layers, move data behind JavaScript, and rotate the CSS classes your parsers depend on - and each change silently breaks your pipeline until an engineer fixes it. Teams routinely find that keeping existing scrapers alive consumes more engineering time than building new ones, which is why the honest DIY cost runs well above the initial estimate. You're not buying a scraper; you're hiring its permanent upkeep. Our breakdown of [headless vs HTTP cost](https://quantumproxies.io/blog/headless-browser-vs-http-requests-cost) shows how quickly the rendering line alone compounds.

## What buying actually replaces

A [Scraper API](https://quantumproxies.io/scraper-api) collapses most of that list into an API key. It carries the proxy rotation, browser fingerprint, JS rendering and retries for you, and returns clean markdown, JSON or HTML - so a target you'd have spent a week hardening against becomes a single request. The trade is control and unit price: you pay per request instead of per server, and you can't hand-tune the lowest layers. For most teams that's a good trade, because the thing you were "saving" by building was engineering time you now spend maintaining. If you only need proxies and already have the scraping logic, [residential proxies](https://quantumproxies.io/residential-proxies) on their own are the cheaper half of the buy decision. Our [large-scale architecture guide](https://quantumproxies.io/blog/large-scale-web-scraping-architecture) shows where each piece fits.

[See what a Scraper API replaces in your stack](https://quantumproxies.io/scraper-api)

## When building is actually the right call

Candour converts, so here's the honest other side: sometimes you should build. Building in-house wins when your targets are few, stable and lenient (a handful of tolerant sites or open APIs don't justify a vendor), when the scraping logic itself is your competitive edge and you want to own every layer, when you already have an experienced team with spare capacity, or when compliance requires that data never leaves your own infrastructure. In those cases the maintenance tax is a cost you're willing to carry because control is the product. The mistake isn't building - it's building by default because the first-pass spreadsheet looked cheaper.

There's also a timing dimension people miss. The build-vs-buy answer isn't fixed for the life of a project - it moves as you scale. Early on, buying gets you to data in a day so you can validate that the data is even worth collecting, before committing an engineering team to it. Later, if one high-volume target becomes central to your business and stabilises, it can make sense to bring that single pipeline in-house while still buying the long tail of everything else. Treat the decision as per-target and revisitable, not a one-time company-wide verdict, and you avoid both traps: over-building for data you haven't validated, and over-paying for a target you've fully understood.

## A quick decision framework

Score your situation honestly against four questions: How many distinct targets, and how hostile are they? How fast do you need to be live? How big and experienced is your team? How often will these sites change? Many hostile targets, a fast timeline, a small team, and frequently-changing sites all point to buying. Few lenient targets, no deadline, a strong team, and stable sites point to building. Most teams sit closer to the "buy" corner than their spreadsheet suggests - and a hybrid (buy the infrastructure, build the business logic on top) is often the real answer. To pressure-test the numbers, our note on [cutting proxy bandwidth costs](https://quantumproxies.io/blog/reduce-proxy-bandwidth-costs-scraping) shows how much of the DIY bill is optimisable either way.

![Checklist showing when to build a web scraping stack in-house versus when to buy a Scraper API](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335208/blog/generated/qp-b9-080-diag2.png)
*Build for few stable targets and core-IP logic; buy for many hostile sites, small teams and tight timelines.*

## Frequently asked questions

### Is it cheaper to build or buy a web scraper?

Building looks cheaper on the first spreadsheet because it counts the initial build and skips the maintenance. Once you add proxy bandwidth, a headless fleet, anti-bot handling, monitoring and the ongoing cost of fixing parsers every time a site changes, DIY usually costs more than a per-request API - unless your targets are few and stable.

### What hidden costs come with in-house scraping?

The big one is parser maintenance: sites redesign and add anti-bot layers constantly, and each change breaks your pipeline until an engineer fixes it. Add proxy bandwidth, headless compute at 10-50x plain requests, CAPTCHA handling, and the on-call time to keep it all running. These recurring costs, not the build, decide the real total.

### When should I build my own scraping stack?

Build when your targets are few, stable and lenient, when scraping logic is your core competitive advantage, when you already have an experienced team, or when data cannot leave your own infrastructure for compliance reasons. In those cases owning every layer is worth the maintenance tax. Otherwise, buying the infrastructure and building your logic on top is usually faster and cheaper.

### Can I mix building and buying?

Yes, and most mature teams do. Buy the hard, generic infrastructure - proxies, rendering, anti-bot handling via a Scraper API - and build the parts that are specific to your business, like extraction logic, scheduling and analysis. You get speed and reliability on the commodity layer while keeping control of the differentiated one.

The build-vs-buy answer isn't ideological, it's arithmetic - as long as the arithmetic includes maintenance. Price the upkeep, not just the build, be honest about how hostile and how many your targets are, and most teams land on buying the infrastructure and building the logic. Reserve full DIY for the cases where control genuinely is the product.

[Start with Scraper API and skip the maintenance tax](https://quantumproxies.io/scraper-api)


---

# Residential Proxy Pricing Per GB, Explained: What a Gigabyte Really Buys

Everyone quotes a dollar-per-GB number, but nobody tells you how many pages a GB buys — and that's the number that decides your bill. Here's the maths by site type, and how the pricing models really compare.

Residential proxy pricing is quoted per gigabyte, and the market sits roughly between $1 and $6 per GB depending on volume — pay-as-you-go at the top, big commitments at the bottom, with entry tiers dipping under a dollar. But the dollar figure is only half the equation. The number that actually sets your bill is how many pages a gigabyte buys, and that swings by 100x depending on how you scrape. This guide breaks down the pages-per-GB maths by site type, compares the pricing models, and shows where the real savings are.

## What you're actually billed for

A gigabyte of proxy traffic isn't a gigabyte of data you keep — it's the total bytes crossing the wire in both directions: request headers and body, plus response headers and body. So a page that pulls a megabyte of images bills you for that megabyte even though your parser reads none of it. This single fact is why two teams scraping the same sites can see a 10x difference in cost: one downloads whole rendered pages, the other reads lean HTML or JSON.

## How many pages does a GB buy?

A gigabyte is about 1,048,576 KB, so page weight is everything. Here's what a GB realistically buys by approach:

- **JSON / API endpoint (~30 KB):** ~35,000 records per GB. The cheapest possible byte — you get the data with no presentation layer.
- **Lean HTML, assets blocked (~150 KB):** ~7,000 pages per GB. The DOM without images, fonts and CSS.
- **Full HTML page, no blocking (~1 MB):** ~1,000 pages per GB. Everything the page references, downloaded.
- **Full browser render with assets (~3 MB):** ~350 pages per GB. The most expensive way to get the same data.

The takeaway: the same gigabyte is worth 100x more read as JSON than rendered with every asset. Before you shop on price-per-GB, fix how many bytes each page costs you — that's the bigger lever. Our guide on [cutting bandwidth costs 60-90%](https://quantumproxies.io/blog/reduce-proxy-bandwidth-costs-scraping) is the how-to.

![Pages-per-GB chart: 35,000 JSON records, 7,000 lean HTML pages, 1,000 full HTML pages, or 350 browser renders per gigabyte](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335207/blog/generated/qp-b9-079-diag1.png)
*The dollar-per-GB price barely matters next to how many bytes each page costs you.*

## The pricing models, compared

Providers sell bandwidth three ways, and the right one depends on your workload:

- **Pay-per-GB:** you pay for bytes used. Costs fall as you optimise, there's no charge while idle, and it matches bursty scraping perfectly. This is the default for most data collection.
- **Monthly / unlimited:** a flat fee, often with a hidden fair-use cap. Only wins if you run heavy, steady traffic every day of the month — otherwise you pay for capacity you don't touch.
- **Per-IP / static:** you buy IPs, not bandwidth. Ideal for sticky sessions and account work where you want the same IP for days, wasteful for broad rotating crawls.

For most scraping, [pay-per-GB pricing](https://quantumproxies.io/residential-proxy-pricing) is the honest model: your bill tracks your usage, and every optimisation you make shows up directly on the invoice. Free trial traffic doesn't count toward it, so you can benchmark your real bytes-per-page before committing.

## Proxy type changes the price too

Residential is priced per GB because the IPs are scarce and trusted. But it isn't always the right tool. Datacenter IPs are far cheaper and fine for lenient targets and APIs; [when datacenter proxies are the right call](https://quantumproxies.io/blog/datacenter-proxies-when-to-use) covers exactly those cases. ISP proxies give you residential-grade trust with static IPs for session work, and mobile sits at the top of the price ladder for the hardest targets. The cost-smart pattern is tiering: send easy targets through cheap datacenter IPs and save residential GB for the sites that genuinely need it.

## So what should you actually pay?

Work it backwards from pages, not dollars. Estimate your monthly page count, multiply by realistic bytes-per-page for your approach, and you get GB needed; multiply that by the per-GB rate for your volume tier. A team reading JSON at 30 KB a record needs a fraction of the GB — and therefore the budget — of a team rendering full pages for the identical data. If your volumes are modest, a [lower-cost tier](https://quantumproxies.io/cheap-proxies) can carry real workloads once your bytes-per-page are lean. The trap is buying cheap proxies that fail so often you re-request everything twice; our post on [why cheap proxies cost more long-term](https://quantumproxies.io/blog/why-cheap-proxies-cost-you-more-in-the-long-run) shows how a low headline rate can become a high effective one.

![Comparison of proxy pricing models: pay-per-GB, monthly unlimited, and per-IP static, with the trade-offs of each](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335207/blog/generated/qp-b9-079-diag2.png)
*Match the pricing model to the workload — pay-per-GB for scraping, per-IP for sticky sessions and accounts.*

[See transparent per-GB residential pricing](https://quantumproxies.io/residential-proxy-pricing)

## Frequently asked questions

### How much does a GB of residential proxy cost?

The market runs roughly $1-6 per GB, with pay-as-you-go at the top of that range and high-volume commitments toward the bottom; some entry tiers dip under a dollar. But the price per GB matters less than how many pages you get per GB — reading JSON at 30 KB a record stretches a gigabyte 100x further than rendering 3 MB pages, so optimise bytes-per-page before you shop on rate.

### Why do residential proxies charge per GB?

Because the cost is in the bandwidth over scarce, trusted residential IPs, not in the IPs themselves. Per-GB pricing ties your bill to actual usage, which is fair for bursty scraping — you pay for what you move. Datacenter and ISP proxies are sometimes sold per-IP instead, which suits steady session work but wastes money on broad rotating crawls.

### How do I estimate my bandwidth needs?

Multiply your target page count by realistic bytes-per-page for your method: ~30 KB for JSON, ~150 KB for lean HTML with assets blocked, ~1 MB for full HTML, ~3 MB for a browser render. That gives GB needed; multiply by your tier's per-GB rate for the budget. Benchmark on a free trial first, since trial traffic usually isn't billed.

### Is pay-per-GB cheaper than unlimited?

For most workloads, yes. Unlimited plans only win when you run heavy traffic every day and would otherwise exceed the equivalent GB cost — and they often carry hidden fair-use caps. Pay-per-GB charges nothing while you're idle and rewards every byte you save, so bursty or optimised scraping almost always comes out ahead on the metered model.

The dollar-per-GB sticker is the least interesting number in proxy pricing. What decides your bill is bytes-per-page and the pricing model that fits your workload. Read JSON where you can, block assets where you can't, tier cheap IPs onto easy targets, and pay per GB so your savings are real. Get those right and the headline rate becomes a footnote. For the broader cheap-vs-premium trade-off, see [what the real cost actually is](https://quantumproxies.io/blog/cheap-proxies-vs-premium-proxies-what-s-the-real-cost).

[Start with cost-efficient residential proxies](https://quantumproxies.io/cheap-proxies)


---

# How to Schedule and Monitor Web Scrapers Like Production Software

Scheduling a scraper is the easy 20%. Keeping it alive — catching the day it silently returns empty rows or a creeping block-rate — is the job. Here's how to run scrapers like production software.

Getting a scraper to run on a schedule takes about five lines of code. Keeping it producing correct data for months — through layout changes, new access controls and creeping block-rates — is the actual engineering. A scheduled scraper is production software, and the failure you should fear is not a loud crash but a silent one: a run that returns `200 OK` and empty rows while everyone downstream assumes the data is fresh. This guide covers scheduling, freshness SLAs, quality gates, drift detection and alerting.

## Scheduling: local, then cloud

For a single machine, the cleanest options are the Python `schedule` library for intuitive in-process timing, or system cron on macOS and Linux (Task Scheduler on Windows). `schedule` reads almost like English:

```python
import schedule, time
from my_scraper import run_job

schedule.every().day.at("06:30").do(run_job)     # daily pull
schedule.every(10).minutes.do(run_job)            # or a tight loop

while True:
    schedule.run_pending()
    time.sleep(1)
```

The problem with in-process scheduling is that it dies with the process. For anything that matters, move to a scheduler that survives reboots. Cron is the simplest; a free CI runner like GitHub Actions is the most portable, since it version-controls the scraper and the schedule together:

```bash
# crontab -e : run the scraper every day at 06:30, log output
30 6 * * *  cd /srv/scraper && /usr/bin/python run.py >> /var/log/scraper.log 2>&1
```

```js
# .github/workflows/scrape.yml  (GitHub Actions, free minutes)
name: daily-scrape
on:
  schedule:
    - cron: '30 6 * * *'      # 06:30 UTC daily
jobs:
  run:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - run: pip install -r requirements.txt
      - run: python run.py
        env:
          PROXY_URL: ${{ secrets.PROXY_URL }}   # USER:PASS@gate.quantumproxies.io:PORT
```

Cloud runners (GitHub Actions, managed functions, hosted schedulers) also give you retries and logs for free. Whatever you pick, keep the proxy credentials in a secret store, not the repo.

## The real problem is drift, not scheduling

Scrapers written against specific HTML selectors are almost impossible to keep alive indefinitely, because the target changes underneath them. Sites restructure their markup, add access controls, tighten rate limits or update robots.txt, and any of these can turn a working scraper into one that returns nothing — usually without throwing an error. This is why monitoring matters more than scheduling: the scheduler runs the job, but only monitoring tells you the job stopped producing data. A scraper that keeps returning empty results after a layout change is the classic case of [a page that renders differently than you expect](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript).

Make drift detectable, not just survivable. Record the row count and the fill-rate of each field on every run and keep that history — a simple graph of records-per-run turns a silent layout change into an obvious cliff. Pair it with a canary: scrape one known page whose correct output you have hardcoded, and fail loudly the moment the parser returns something different. Catching drift on a single canary page is far cheaper than discovering it a week later, after bad data has already spread through every downstream report and model.

![Flow diagram of a self-running scraper: schedule, fetch through rotating proxies, validate with a quality gate, then alert and deliver](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335206/blog/generated/qp-b9-078-diag1.png)
*Every scheduled run passes the same four stages — the validate gate is what stops silent, empty runs from shipping.*

## Set a freshness SLA

Decide how old your data is allowed to be and enforce it. If a downstream model or dashboard needs data no older than 24 hours, that is a freshness SLA — and it needs an alert, not a hope. Timestamp every record at collection, track the age of the newest row per source, and fire an alert when the latest successful pull exceeds your threshold. Stale data is silent poison precisely because nothing breaks; the numbers just quietly stop moving. A continuous-monitoring model — check for changes and only capture what moved — beats re-scraping everything blindly and is far kinder to your block budget.

## Quality gates catch what crashes don't

The most valuable guard in a scraping pipeline is a validation gate that halts a run when the output drifts from normal. Set explicit thresholds: a minimum record count per run (a job that usually returns ~2,000 rows but returns 400 is an infrastructure failure), a maximum share of empty pages (say 3%), and per-column fulfilment rules (title and price 100%, an optional field like discount only 5%). Halt on breach instead of writing bad data downstream:

```python
def quality_gate(rows, min_rows=2000, max_empty=0.03):
    empty = sum(1 for r in rows if not r.get("title"))
    if len(rows) < min_rows:
        raise RuntimeError(f"too few rows: {len(rows)} < {min_rows}")
    if empty / max(len(rows), 1) > max_empty:
        raise RuntimeError(f"empty pages {empty/len(rows):.0%} over {max_empty:.0%}")
    if any(r.get("price") in (None, "") for r in rows):
        raise RuntimeError("price column not 100% filled")
    return rows   # only clean runs reach storage and alerts
```

![Statistics panel showing scraper quality gate thresholds: 2000 minimum records, 3 percent max empty pages, 100 percent price fill, 5 percent discount fill](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335207/blog/generated/qp-b9-078-diag2.png)
*Quality gate thresholds turn a silent empty run into a caught, alerted failure before bad data spreads.*

## Alert on block-rate, not just errors

A scraper that suddenly gets blocked often still exits cleanly — it just returns fewer, thinner results. Track the ratio of blocked or challenged responses (403s, 429s, CAPTCHA pages) to total requests, and alert when it crosses a threshold. A rising block-rate is the earliest signal that your IPs or fingerprint are being flagged, and it lets you react before the dataset degrades. The durable fix for block-rate is upstream: route through rotating residential IPs and let a [Scraper API](https://quantumproxies.io/scraper-api) handle rendering, rotation and retries so a target change does not silently starve your pipeline. When 429s creep in, our [rate-limit guide](https://quantumproxies.io/blog/fix-429-too-many-requests-scraping) covers the backoff and pacing side.

[Keep scheduled scrapers unblocked with the Scraper API](https://quantumproxies.io/scraper-api)

## Webhooks and delivery

Close the loop with push notifications instead of polling. A webhook that fires the moment a run finishes — with status, record count and job id — lets downstream systems react immediately and gives you a heartbeat you can alert on if it goes missing. Deliver validated output to cloud storage (S3, GCS, a warehouse) rather than local files, so a run that passes the quality gate flows straight into analysis. For the queues and retries underneath a fleet of scheduled jobs, see our guide on [large-scale scraping architecture](https://quantumproxies.io/blog/large-scale-web-scraping-architecture).

## Frequently asked questions

### How do I schedule a web scraper?

For a single machine, use the Python `schedule` library or system cron; for anything durable, use a scheduler that survives reboots, such as cron on a server or a free CI runner like GitHub Actions with a cron trigger. Cloud runners also give you retries and logs. Keep proxy credentials in a secret store, and version-control the scraper alongside its schedule.

### How do I know if my scheduled scraper broke?

Do not rely on crashes — a broken scraper often exits cleanly with empty or partial data. Add a quality gate that checks minimum record count, empty-page share and per-column fulfilment, and alert when any threshold is breached. Also track block-rate and data freshness, since a scraper can silently return stale or blocked results while appearing to succeed.

### Why do scheduled scrapers stop working?

The target changes: sites restructure their HTML, add access controls, tighten rate limits or update robots.txt, and selector-based scrapers break against the new page. Network failures and rising block-rates add to it. This is why monitoring — freshness SLAs, quality gates and block-rate alerts — matters more than the schedule itself; scheduling runs the job, monitoring proves it still works.

### What is a data freshness SLA?

A freshness SLA is the maximum age your data is allowed to reach before it is considered stale — for example, no record older than 24 hours. Enforce it by timestamping each record at collection, tracking the newest row per source, and alerting when the latest successful pull exceeds the limit. It catches the quiet failure where a scraper stops updating without erroring.

Schedule with a scheduler that survives reboots, then spend your effort where the failures actually hide: freshness SLAs, quality gates, drift detection and block-rate alerts. Run the collection on infrastructure that absorbs target changes, and your scrapers behave like the production software they are.

[Run reliable scheduled scrapes on the Scraper API](https://quantumproxies.io/scraper-api)


---

# Large-Scale Web Scraping Architecture: A Field Guide

A few hundred pages is a script. Millions is a distributed system. Here's the architecture that gets you there — queues, async workers, proxy tiering, retries, dedup and data-quality checks, with working code.

Scraping a few hundred pages is a script. Scraping millions is a distributed system. Once your target count crosses from "runs overnight on my laptop" to "needs to finish this week without melting," the hard part stops being the parsing and becomes everything around it — how you queue work, fan it out, avoid blocks, retry failures, and store and check the result. This is **large-scale web scraping as an architecture**, not a snippet, with working code at each stage.

## Scale is concurrency, not a bigger loop

One figure makes it concrete. Take a category with 20,000 listing pages, 20 items each — 400,000 pages to fetch. At a realistic 2.5 seconds per page, a strictly sequential run is about 1,000,000 seconds, roughly **11.5 days** of waiting on page loads before you parse a single field. Drive 200 pages in parallel and those 11.5 days collapse toward **an hour** of wall-clock time. Time is the constraint at scale, and concurrency is how you buy it back. Everything else in the architecture exists to make that concurrency survivable.

![Stats diagram showing 400,000 pages taking 11.5 days sequentially versus about one hour at 200 in parallel, with 10,000 failures per million at 1 percent](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335206/blog/generated/qp-b9-077-diag1.png)
*Concurrency turns a 11.5-day run into an hour — but at a million requests, even a 1% failure rate is 10,000 dead pages.*

## The architecture at a glance

A scraper that survives millions of pages is a small distributed system with a handful of named parts, each solving a problem that only shows up at volume:

- **A queue** holds the URLs still to fetch and decouples discovery from work.
- **Async or distributed workers** pull from the queue and fetch concurrently — this is where the wall-clock savings live.
- **A proxy and anti-bot layer** rotates IPs and presents real-browser traffic so no single address trips a rate limit.
- **Rendering, only when needed**, because a headless browser is the most expensive thing in the pipeline.
- **Retries with backoff**, **deduplication**, **storage**, and **monitoring plus data-quality checks** round it out.

## Queue first: decouple discovery from fetching

The single most important structural decision is putting a queue between "what to scrape" and "doing the scrape." A producer enumerates URLs; a pool of workers drains them. Neither side knows how fast the other runs, and you add workers without touching the producer. In Python this is Celery or RQ over Redis; in Node, BullMQ; at larger scale, RabbitMQ or Kafka. The pattern in one file:

```python
import asyncio, aiohttp

CONCURRENCY = 50
queue = asyncio.Queue()

async def worker(session):
    while True:
        url = await queue.get()
        try:
            async with session.get(url, timeout=20) as resp:
                await handle(url, await resp.text(), resp.status)
        except Exception as err:
            await on_failure(url, err)
        finally:
            queue.task_done()

async def run(urls):
    for u in urls:
        queue.put_nowait(u)
    async with aiohttp.ClientSession() as session:
        tasks = [asyncio.create_task(worker(session)) for _ in range(CONCURRENCY)]
        await queue.join()
        for t in tasks:
            t.cancel()
```

The knob that matters is `CONCURRENCY`. Too low wastes the parallelism that makes scale possible; too high overwhelms both the target and your own egress. You find the right value by watching error rates climb — which is exactly why monitoring is a first-class part of the system, not an afterthought.

![Flow diagram of a large-scale scraping pipeline: queue, async workers, proxy tier, parse and quality checks, storage](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335206/blog/generated/qp-b9-077-diag2.png)
*Eight named parts. The proxy, anti-bot and rendering layers are the hardest to keep healthy — and the natural place to buy.*

## The proxy tier breaks first

At low volume you barely notice anti-bot defenses; at scale they break the run first. Send a few hundred thousand requests from one IP and you get rate-limited, then challenged, then blocked. The fix is rotation across many addresses. Tier it: cheap datacenter IPs for lenient targets and APIs, [rotating residential IPs](https://quantumproxies.io/residential-proxies) for hard commercial targets that expect real-user traffic. But rotation alone isn't enough — modern defenses also read TLS fingerprints and header order, so the traffic has to look like a browser, not just come from a fresh IP.

## Retries: failure is the steady state

At a million requests, a 1% transient failure rate is 10,000 failed pages. Failure isn't an edge case at this volume — it's routine, and the pipeline has to treat a failed fetch as normal rather than fatal. Retry with exponential backoff and a cap, then move the URL to a dead-letter queue instead of blocking the run. Read *why* it failed: a timeout or 503 is worth retrying, a hard 404 is not.

```python
import asyncio, random

async def fetch_with_retry(session, url, tries=4):
    for attempt in range(tries):
        try:
            async with session.get(url, timeout=20) as r:
                if r.status == 404:
                    return None                # don't retry a hard 404
                if r.status < 400:
                    return await r.text()
        except Exception:
            pass
        await asyncio.sleep(2 ** attempt + random.random())  # backoff + jitter
    await dead_letter(url)                     # give up after the cap
    return None
```

## Deduplication: don't crawl the same page twice

Discovery at scale produces duplicates constantly — the same product reachable from three paths, tracking parameters that make one page look like ten. Normalize URLs before they enter the queue, then keep a seen-set (a Redis set, or a Bloom filter once the set reaches hundreds of millions):

```python
from urllib.parse import urlsplit, urlunsplit, parse_qsl, urlencode

seen = set()

def normalize(url):
    s = urlsplit(url.lower())
    q = [(k, v) for k, v in parse_qsl(s.query) if not k.startswith("utm_")]
    return urlunsplit((s.scheme, s.netloc, s.path.rstrip("/"), urlencode(sorted(q)), ""))

def enqueue(url):
    key = normalize(url)
    if key not in seen:
        seen.add(key)
        queue.put_nowait(key)
```

## Storage and data quality

Two scale-specific habits: write in batches so storage isn't your bottleneck, and separate raw from parsed so you can re-parse without re-crawling when selectors change. Then add the half of monitoring most teams skip — data-quality checks. A run can report 100% HTTP success and still produce garbage if the layout drifted and your selectors now match nothing. Assert required fields are non-empty and values are sane:

```python
def validate(row):
    assert row.get("title"), "empty title — selector may have drifted"
    price = row.get("price")
    assert isinstance(price, (int, float)) and 0 < price < 1_000_000, "bad price"
    return row

# fail loud on page 5,000, not silently after 5,000,000 empty rows
```

[Offload proxies, anti-bot and rendering to one API](https://quantumproxies.io/scraper-api)

## Render only when you must

A headless browser is the most expensive operation in the pipeline — CPU, memory, and seconds per page, which dominate everything at a million pages. Many sites still ship data in the initial HTML or a JSON endpoint; a plain fetch plus a parser is an order of magnitude cheaper. Try the cheap path first, confirm the fields are present, and escalate to rendering only for the pages that need it. Our breakdown of [render cost versus HTTP](https://quantumproxies.io/blog/headless-browser-vs-http-requests-cost) puts real numbers on that gap.

## Build vs buy the hard layers

Everything above is buildable, so the honest question is which parts earn your engineering time. The data model, parsing logic, quality checks, and storage schema are specific to your project — only you can build them well. The proxy pool, anti-bot handling, headless render fleet, and retry-and-delivery queue are generic infrastructure that's expensive to build and a grind to keep healthy as targets evolve. That's the line a managed [Scraper API](https://quantumproxies.io/scraper-api) sits on: rent the parts that are the same for everyone. Our [build-versus-buy breakdown](https://quantumproxies.io/blog/build-vs-buy-scraping-infrastructure) works the maintenance tax in detail, and [running scrapers as production software](https://quantumproxies.io/blog/schedule-monitor-web-scrapers) covers keeping the whole thing observable.

## Frequently asked questions

### How do you scrape millions of pages?

With concurrency, not a bigger loop. Put a queue between URL discovery and fetching, drain it with a pool of async or distributed workers, rotate IPs to avoid blocks, retry transient failures with backoff, deduplicate URLs, and batch writes to storage. A sequential million-page run takes days; the same job across a concurrent worker pool finishes in hours.

### What is the best architecture for large-scale web scraping?

A queue-and-worker pipeline: a producer enumerates URLs onto a queue (Redis, RabbitMQ, or Kafka), workers fetch concurrently through a rotating proxy layer, render only the pages that need JavaScript, retry failures into a dead-letter queue, dedupe with a seen-set, and store raw and parsed data separately. Wrap it in monitoring with data-quality checks so drift surfaces early.

### How many requests can you run in parallel?

It depends on the target and your egress, not a fixed number. Scraping is IO-bound, so a modest box can hold many hundreds of in-flight requests. Start with a concurrency of around 50, watch the error rate, and raise it until failures climb — that's your ceiling. Beyond one machine's limits, add distributed workers rather than pushing a single node harder.

### How do you handle failures at scale?

Assume failure — at a million requests, even a 1% error rate is 10,000 dead pages. Retry transient errors (timeouts, 503s) with exponential backoff and jitter, cap the attempts, and move persistent failures to a dead-letter queue instead of blocking the run. Don't retry hard 404s. Randomizing collection order also spreads failures so you don't fail on the same pages every run.

Scale is mostly the parts that aren't fun to build: rotating IPs, anti-bot, headless rendering, queues, and retries. Own the pieces specific to your data — the model, the parsers, the quality checks — and rent the generic infrastructure that's the same grind for everyone. Get the queue and concurrency right first; everything else is making that concurrency survive contact with a million real pages.

[Power the fetch layer with rotating residential IPs](https://quantumproxies.io/residential-proxies)


---

# Headless Browser vs HTTP Requests: The Cost of Rendering

A headless browser is the most expensive tool in the scraping box — memory, CPU and latency all jump. Most of the time you don't need it. Here's how to tell, and how to escalate only when the page forces you to.

A headless browser feels like the safe choice — it runs JavaScript, handles sessions, behaves like a real user. It's also the single most expensive way to fetch a page. The question that decides your entire scraping bill isn't "headless browser vs HTTP requests" in the abstract; it's "does *this* page actually need rendering?" Most don't. This guide gives you a way to tell, a cheaper middle path most people skip, and a hybrid ladder that only escalates when a page forces it.

## Where the cost difference actually comes from

An HTTP request fetches HTML and stops. No JavaScript engine, no layout, no images or fonts unless you ask — kilobytes of text your parser reads in milliseconds. One core can push hundreds of these per second. A headless browser has to boot a full Chromium, download every asset the page references, execute the JavaScript, build the DOM and lay it out. That's hundreds of megabytes of RAM per active tab and a fetch measured in seconds, not milliseconds. Same page, the resource bill differs by an order of magnitude or more. Skipping the GUI (headless vs a visible browser) claws back some memory and CPU, but you're still paying for the entire rendering pipeline.

## When you genuinely need a browser

You need to render when the data isn't in the initial HTML — when the server sends a near-empty shell and JavaScript fetches and injects the content after load. A raw GET can't see that, because the content simply isn't there yet. The tell is a one-line check: fetch the page and look at the raw HTML.

```python
import requests

html = requests.get(url, timeout=15).text
print("price" in html, len(html))
# If your target data is present in the raw HTML -> no browser needed.
# If the body is a tiny shell and the data is missing -> it renders client-side.
```

If the data you want is already in that string, you never needed a browser — stop here and parse it. If the body is a skeleton and your data is absent, the page renders client-side and you have a choice to make, but rendering is not your only option. Our deeper walkthrough of the [empty-page problem](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript) covers the detection step in detail.

![Escalation ladder diagram: plain HTTP GET, then capturing the XHR JSON, then headless rendering, then a managed Scraper API](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335205/blog/generated/qp-b9-076-diag1.png)
*Each rung up the ladder costs more memory, latency and money. Most pages never leave the first two.*

## The cheaper middle path: capture the XHR

Here's the step most guides skip. When a page renders client-side, the browser is fetching that data from a background API — an XHR or fetch call, usually returning clean JSON from a REST or GraphQL backend. You often don't need to render the page at all; you can call that endpoint directly. Open the browser dev tools, watch the Network tab, filter to XHR, and find the request that carries your data. Replay it with a plain HTTP client and you get structured JSON for the cost of one request.

```python
import requests

# The endpoint the page's JavaScript calls behind the scenes.
# You found it in DevTools -> Network -> XHR/Fetch.
PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"
api = "https://example.com/api/products?page=1"

r = requests.get(api,
    headers={"Accept": "application/json", "User-Agent": "Mozilla/5.0 ..."},
    proxies={"http": PROXY, "https": PROXY}, timeout=15)
for item in r.json()["results"]:
    print(item["title"], item["price"])
```

This is also more durable than DOM scraping: the underlying data request survives front-end redesigns that would break every CSS selector. When the endpoint is signed, obfuscated or guarded by a token that only the page can mint, you fall back to a browser — but you drive it to trigger the request and read the response, not to scrape the rendered DOM.

```js
// Playwright: let the browser mint the request, then read its JSON response
const { chromium } = require('playwright');

const browser = await chromium.launch({
  proxy: { server: 'http://gate.quantumproxies.io:8000', username: 'USER', password: 'PASS' }
});
const page = await browser.newPage();
page.on('response', async (res) => {
  if (res.url().includes('/api/reviews')) {
    const data = await res.json();
    console.log(data.results.length, 'reviews captured');
  }
});
await page.goto(url, { waitUntil: 'networkidle' });
await browser.close();
```

## If you do render, render carefully

When rendering is unavoidable, keep it lean. Wait for the specific element you need rather than a blanket sleep, block images and fonts to cut bandwidth, and reuse the browser across pages instead of relaunching it. And route it through a proxy — a browser leaks its IP just as readily as a script.

```js
const page = await browser.newPage();
// Block heavy assets you don't need for the data
await page.route('**/*', (route) => {
  const type = route.request().resourceType();
  return ['image', 'font', 'media'].includes(type) ? route.abort() : route.continue();
});
await page.goto(url, { waitUntil: 'domcontentloaded' });
await page.waitForSelector('#product-price');   // gate on the real element
const price = await page.$eval('#product-price', el => el.textContent);
```

Headless has an evasion advantage worth naming: because it can click, scroll and fill forms like a person, it's less likely to be flagged than crude automation — but it also has a large fingerprint surface. Rendering is not automatic stealth. Clean IPs still matter, which is why the browser above launches behind a [residential proxy](https://quantumproxies.io/residential-proxies).

[Render on demand with the Scraper API](https://quantumproxies.io/scraper-api)

![Comparison of an HTTP request versus a headless browser showing resource cost, throughput and detection surface for web scraping](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335205/blog/generated/qp-b9-076-diag2.png)
*Same page, two resource bills: an HTTP request is kilobytes and milliseconds; a headless tab is hundreds of megabytes and seconds.*

## A hybrid escalation architecture

The winning pattern at scale isn't picking one tool — it's a ladder where each request starts cheap and escalates only on failure. Try plain HTTP first. If the data's missing, look for the XHR. If that's locked, render. If rendering gets blocked, hand it to a managed browser with proxies baked in. Route by target, and cache which rung each domain settled on so you stop paying for rendering on sites that never needed it.

1. Fetch with a plain HTTP client. Parse if the data's there. Cheapest path — most pages end here.
2. Data missing? Inspect the Network tab for the XHR/fetch call and replay the JSON endpoint directly.
3. Endpoint signed or token-gated? Render with a headless browser, but capture the XHR response, not the DOM.
4. Getting challenged or fingerprinted? Escalate to a Scraper API that renders JS behind rotating residential IPs.
5. Record the rung each domain settled on. Never re-render a site that resolved at step one.

This is the same logic behind our [large-scale scraping architecture](https://quantumproxies.io/blog/large-scale-web-scraping-architecture) guide, and it's where a managed [Scraper API](https://quantumproxies.io/scraper-api) earns its keep: it makes the render-only-when-forced decision per request, so you get browser-grade results at closer to HTTP-grade cost.

## Frequently asked questions

### Is a headless browser slower than HTTP requests?

Almost always, yes — often by an order of magnitude. A headless browser boots Chromium, downloads every asset and runs the page's JavaScript before you get any data, so a fetch takes seconds. A plain HTTP request returns HTML in milliseconds. The browser only wins when the data literally isn't in the initial HTML and can't be reached via its background API.

### How do I know if a site needs a headless browser?

Fetch the raw HTML with a plain request and search it for your target data. If it's present, no browser is needed. If the body is a small shell and the data is missing, the page renders client-side — but before reaching for a browser, check the Network tab for an XHR/fetch call that returns the data as JSON. You can often replay that directly.

### Can I scrape JavaScript sites without a headless browser?

Frequently, yes. Client-side data comes from a background API the page calls. Find that request in dev tools, replay the endpoint with an HTTP client, and you get structured JSON at a fraction of the cost — and it's more stable than DOM scraping because it survives front-end redesigns. Rendering is only forced when the endpoint is signed or token-gated.

### Does a headless browser avoid getting blocked?

Not by itself. A browser can mimic clicks and scrolls, which helps, but it also exposes a large fingerprint surface and still uses one IP. Without clean, rotating proxies and fingerprint hygiene, a headless browser gets blocked just like a script. Rendering is not stealth — IP quality and coherent fingerprints do the heavy lifting.

Rendering is a tool, not a default. Start with an HTTP request, reach for the hidden JSON before the browser, render only when the page truly forces it, and cache that decision so you never pay twice. Get the ladder right and your scraping bill can drop by an order of magnitude while your success rate goes up.

[Scrape smart with the QuantumProxies Scraper API](https://quantumproxies.io/scraper-api)


---

# Best User Agents for Web Scraping in 2026: Why Coherence Wins

There is no magic user-agent string. In 2026 detection validates your whole identity - UA, Client Hints, TLS and IP together. One coherent Chrome beats a list of a thousand random UAs.

Search "best user agent for web scraping" and you'll find lists of a thousand strings to rotate. That advice is a decade out of date. In 2026 the single most important fact about user agents is that they are no longer evaluated alone - detection systems cross-check your `User-Agent` against your Client Hints, your TLS handshake, and your IP, and any mismatch flags you faster than a plain, honest header would. The best user agent is not a clever string; it's one current, real browser identity where every layer agrees. Here's how to build that, plus the strings to use and the ones that get you blocked on sight.

## What a user agent is (and isn't) doing

The `User-Agent` header is a line of text in every HTTP request that names the browser, its version and the operating system. A typical Chrome string looks like `Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/144.0.0.0 Safari/537.36`. Sites read it to serve the right layout - and to spot bots. A request advertising `python-requests/2.28.1` or `curl/7.68.0` is a bot wearing a name tag; it earns instant blocks, empty responses or CAPTCHA redirects. But swapping in a real browser string is only step one, because the UA is now the *least* trusted signal of several.

## Client Hints changed everything

Modern Chrome has been reducing what it puts in the User-Agent (UA reduction) and moving the detail into a set of headers called **Client Hints**: `Sec-CH-UA`, `Sec-CH-UA-Mobile` and `Sec-CH-UA-Platform`. This is the crux for scrapers. Detection now checks whether your UA and your Client Hints tell the same story. Claim to be Chrome 144 on Windows in the UA while your hints say mobile Safari, and you're blocked instantly - a mismatch is a louder signal than a missing header. So the job is not to rotate UAs; it's to ship a complete, internally consistent header set:

```python
import requests

# One current Chrome identity - UA, Client Hints and Accept all agree
headers = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
                  "(KHTML, like Gecko) Chrome/144.0.0.0 Safari/537.36",
    "Sec-CH-UA": '"Chromium";v="144", "Google Chrome";v="144", "Not?A_Brand";v="24"',
    "Sec-CH-UA-Mobile": "?0",
    "Sec-CH-UA-Platform": '"Windows"',
    "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
    "Accept-Language": "en-US,en;q=0.9",
}
r = requests.get("https://httpbin.org/headers", headers=headers, timeout=15)
print(r.json()["headers"]["User-Agent"])  # confirm the server saw what you sent
```

![Two-column list of user agents to use, such as current Chrome and real Firefox strings with matching Client Hints, versus user agents to avoid like python-requests, HeadlessChrome and huge incoherent rotation lists](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335204/blog/generated/qp-b9-075-diag1.png)
*A current real-browser string with matching Client Hints beats a list of a thousand random UAs every time.*

## The user agents worth using in 2026

Because Chrome holds roughly 65% of the browser market, current Chrome strings blend in best - they're the safest default. Keep a small, fresh set rather than a giant stale one:

- **Chrome (Windows/macOS/Linux):** the highest-blend option; match the platform token to the OS you're claiming.
- **Firefox:** useful diversity when a site seems to be flagging too much Chrome traffic.
- **Safari (macOS/iOS):** valuable on Apple-heavy audiences and e-commerce.
- **Mobile Chrome / Safari:** for mobile-optimised content and APIs that serve different data to phones.

And the strings that flag you immediately: default library agents (`python-requests`, `curl`, `Scrapy`, `urllib`), headless identifiers (`HeadlessChrome`, `PhantomJS`), and malformed or ancient strings (an empty UA, a bare `Mozilla/5.0`, or `MSIE 6.0`). Always keep versions current - a Chrome string three years old is nearly as suspicious as no string at all.

## Why rotating a thousand UAs backfires

The classic advice - collect a thousand user agents and rotate one per request - actively hurts you now, for two reasons. First, most big lists are stale, so you're rotating through strings that individually look outdated. Second, and more important, rotating only the UA leaves every other layer constant: your TLS fingerprint, your Client Hints, your IP and your request cadence don't change with the string. Detection sees a single machine's TLS handshake wearing forty different browser names - which is far more anomalous than one honest identity. If you must rotate, rotate the *whole identity* together, and keep the pool small and current:

```python
import random

# A SMALL curated pool - each identity ships matching Client Hints
IDENTITIES = [
    {"ua": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/144.0.0.0 Safari/537.36",
     "platform": '"Windows"', "mobile": "?0"},
    {"ua": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/144.0.0.0 Safari/537.36",
     "platform": '"macOS"', "mobile": "?0"},
]

def headers_for(i):
    return {
        "User-Agent": i["ua"],
        "Sec-CH-UA-Platform": i["platform"],
        "Sec-CH-UA-Mobile": i["mobile"],
        "Accept-Language": "en-US,en;q=0.9",
    }

h = headers_for(random.choice(IDENTITIES))  # rotate identities, never UA alone
```

![Fingerprint coherence stack showing the User-Agent, Client Hints, TLS JA3/JA4 fingerprint and IP must all describe the same browser or the request is flagged](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335204/blog/generated/qp-b9-075-diag2.png)
*Detection validates the whole identity. Rotating only the UA leaves the layers below constant - a louder signal, not a quieter one.*

## The layer below the header: TLS and IP

Even a perfect header set can lose to the handshake beneath it. Python and Go negotiate TLS in a way that doesn't match Chrome, producing a JA3/JA4 fingerprint that outs the request no matter what the UA claims - our guide on [JA3/JA4 TLS fingerprinting](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping) explains the mismatch. This is also why the same URL can return 200 in a browser and 403 from `curl`, covered in [why curl gets 403 when the browser works](https://quantumproxies.io/blog/curl-403-but-browser-works). The last layer is the IP: a coherent Chrome fingerprint from a flagged datacenter IP still fails. Pair your headers with a [trusted residential exit](https://quantumproxies.io/residential-proxies) and human pacing - the full stack is in our [anti-ban checklist](https://quantumproxies.io/blog/avoid-ip-ban-web-scraping), and the detection signals in [how websites detect proxies](https://quantumproxies.io/blog/how-websites-detect-proxies).

The practical upshot: spend your effort on freshness and coherence, not list size. A dozen current identities, each shipping matching Client Hints and paired with a real browser TLS profile, will outperform a scraped list of ten thousand strings. The big list gives you variety in the one field detection now trusts least; coherence gives you credibility in all of them at once.

## When to stop managing headers by hand

Keeping UA strings current, matching Client Hints, aligning the TLS fingerprint and rotating trusted IPs is a maintenance treadmill. On hard targets it's cheaper to hand the whole fingerprint problem to a [Scraper API](https://quantumproxies.io/scraper-api) that carries a real, coherent browser identity - headers, Client Hints, TLS and IP together - and updates it as browsers ship new versions. You send a URL; it handles the disguise.

[Let the Scraper API handle the full fingerprint](https://quantumproxies.io/scraper-api)

## Frequently asked questions

### What is the best user agent for web scraping?

A current, real Chrome string on a common platform - Windows or macOS - kept up to date, because Chrome's ~65% market share means it blends in best. But the string only works when your Client Hints, TLS fingerprint and IP all describe the same browser. There is no single magic string; coherence is what matters.

### Does rotating user agents prevent blocking?

Not on its own. Rotating the UA while your TLS fingerprint, Client Hints and IP stay constant is more suspicious, not less - detection sees one machine wearing many browser names. Rotate the whole identity together, keep the pool small and current, and pair it with trusted IPs and human pacing.

### Which user agents should I avoid?

Default library strings (`python-requests`, `curl`, `Scrapy`, `urllib`), headless identifiers (`HeadlessChrome`, `PhantomJS`), and anything malformed or ancient - an empty UA, a bare `Mozilla/5.0`, or old `MSIE` strings. Each flags you as automated before any other signal is checked.

### Do I need to send Client Hints?

For modern sites, yes. Chrome moved browser detail into `Sec-CH-UA`, `Sec-CH-UA-Mobile` and `Sec-CH-UA-Platform`, and detection checks these against your User-Agent. A UA with no Client Hints or, worse, contradictory ones is a common block trigger - send them and keep them consistent with your UA.

The best user agent for web scraping in 2026 is not a string you copy from a list of a thousand - it's a single current browser identity where the UA, Client Hints, TLS fingerprint and IP all agree. Get coherence right, rotate whole identities rather than strings, and back it with a trusted exit.

[Scrape with a coherent browser identity, managed](https://quantumproxies.io/scraper-api)


---

# Polite Scraping That Still Scales: A Rate-Limiting Playbook

Hammering a site gets you banned; crawling one request at a time gets you nowhere. The scalable middle is adaptive pacing per domain, spread across clean IPs — polite to the site, fast for you.

Nearly half of all internet traffic is now automated, and websites know it. Rate limiting is their first and most basic defence — a speed limit that decides how much you can take and how fast. The temptation is to treat it as an obstacle to smash through with brute force, but that gets you banned. The opposite mistake, crawling one careful request at a time, gets you nowhere at scale. The scalable answer is **polite scraping**: pace each target the way a heavy-but-legitimate user would, spread the load across clean IPs, and let the site's own responses tune your speed. This is how you stay fast without becoming the traffic that gets everyone blocked.

## Know which limit you are hitting

Servers count your requests against an identifier — usually your IP, sometimes an API key or account — over a time window, and act when you cross a threshold. The three common models behave differently: a **fixed window** counts requests per calendar minute; a **token bucket** hands you a fixed number of tokens (say 100 a minute) and spends one per request, forcing a wait when the bucket empties; a **sliding window** counts over the last rolling 60 seconds at any instant. The practical upshot is that a burst is more dangerous than a steady stream — ten requests in one second can trip a limit that a hundred spread over a minute would not.

Limits also come in flavours. Soft limits are gentle: the server slows you, or returns `429 Too Many Requests` with a `Retry-After` header telling you exactly how long to wait (Cloudflare's Error 1015 is this). Some sites tolerate small bursts — allowing 100 a minute but only throttling at 120 — while others throttle early, say at 15 a minute, and only hard-block at 30. Hard limits are strict ceilings: an API that allows 1,000 requests an hour locks you out completely once you exceed it. Push a soft limit repeatedly and it escalates: 429 becomes 403, then a temporary ban of minutes to hours whose window grows each time you trip it, and finally a permanent blacklist of your IP or entire subnet.

## Read the response, do not guess

The single biggest upgrade to a scraper is to react to what the server tells you instead of blasting a fixed rate. Learn the vocabulary: `429` means slow down and honour `Retry-After`; `403` means this identity is flagged, so rotate rather than retry; `503` is often a challenge or temporary rejection; and a `200` that returns a CAPTCHA page is a soft block, not a success. Treat each one differently. The wrong move — retrying the same burned IP on a 403, or ignoring Retry-After and pounding through a 429 — is what turns a soft warning into a permanent ban. Our deep dives on [fixing 429s](https://quantumproxies.io/blog/fix-429-too-many-requests-scraping) cover the response-handling in detail.

```python
import time, requests

def polite_get(session, url, max_tries=4):
    for attempt in range(max_tries):
        r = session.get(url, timeout=20)
        if r.status_code == 200 and "captcha" not in r.text.lower():
            return r
        if r.status_code == 429:                       # obey the server
            wait = int(r.headers.get("Retry-After", 2 ** attempt))
            time.sleep(wait)
            continue
        if r.status_code in (403, 503):                # this exit is burned
            rotate_ip(session)                         # fresh IP, then retry
            time.sleep(2 ** attempt)                    # exponential backoff
            continue
        return r
    return None
```

![Diagram of an adaptive pacing loop that sends a request, reads the status code, rotates the IP and backs off, then adjusts the rate](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335203/blog/generated/qp-b9-074-diag1.png)
*Let the site's own response codes drive your speed: accelerate on 200s, obey Retry-After on 429s, rotate on 403s.*

## Budget requests per domain

A crawler that touches many sites should never apply one global rate to all of them. A small blog and a hardened marketplace tolerate wildly different loads, so give each domain its own budget. A per-host token bucket is the clean pattern: assign a conservative rate per domain, refill it over time, and let requests to different hosts run in parallel while requests to the same host stay within its limit. Start slow on a new target and let the response codes tell you whether you can speed up.

```python
import time
from collections import defaultdict

class DomainLimiter:
    def __init__(self, per_min=30):
        self.gap = 60.0 / per_min          # min seconds between hits per host
        self.last = defaultdict(float)
    def wait(self, host):
        now = time.time()
        delay = self.gap - (now - self.last[host])
        if delay > 0:
            time.sleep(delay)
        self.last[host] = time.time()

# 30 req/min to any single host; different hosts proceed independently
limiter = DomainLimiter(per_min=30)
limiter.wait("example.com")
```

## Spread the load so each IP stays polite

Here is the move that reconciles "polite" with "scales": politeness is measured per IP, but your total throughput is the sum across IPs. If a target tolerates 30 requests a minute per address, one IP caps you at 30 — but ten clean IPs, each doing 30, give you 300 a minute while every individual exit stays courteous. A [rotating residential gateway](https://quantumproxies.io/rotating-proxies) does this automatically, handing a fresh IP per request across 90M+ addresses so no single exit ever looks aggressive. This is not a trick to hammer harder; it is distributing genuine load so no one server bears a suspicious spike. The IP-rotation fundamentals are in [what IP rotation is and why it matters](https://quantumproxies.io/blog/what-is-ip-rotation-and-why-it-s-crucial-in-2026).

[Spread load across clean rotating IPs](https://quantumproxies.io/rotating-proxies)

## Take less, cache more, pick your hours

The politest request is the one you never send. Three habits cut load without costing you data. First, cache aggressively and use conditional requests — send `If-Modified-Since` or `If-None-Match` so an unchanged page returns a tiny `304` instead of the full body, which spares the server and your bandwidth. Second, budget concurrency deliberately: a semaphore capping in-flight requests per domain keeps you from accidentally bursting. Third, schedule heavy jobs for the target's off-peak hours, when your traffic is a smaller share of theirs and less likely to trip a threshold. Combined, these can halve the requests a job needs — the discipline behind our wider [anti-ban checklist](https://quantumproxies.io/blog/avoid-ip-ban-web-scraping).

One more thing worth saying plainly: check `robots.txt` and honour a site's stated crawl expectations. Politeness is not only self-preservation — being a good citizen keeps the open web scrapeable for everyone. Our guide on [robots.txt in practice](https://quantumproxies.io/blog/robots-txt-web-scraping-ethics) covers what it does and does not bind.

![Escalation ladder diagram from a 429 soft limit up through 403, a temporary ban and a permanent IP or subnet blacklist](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335204/blog/generated/qp-b9-074-diag2.png)
*Push a soft limit repeatedly and it hardens: 429 becomes 403, then a growing temporary ban, then a permanent blacklist.*

## Frequently asked questions

### How do I avoid rate limiting when scraping?

Pace each domain with its own request budget, honour `Retry-After` on 429s, back off exponentially, and spread load across a rotating pool of clean IPs so no single address looks aggressive. Add caching and conditional requests to send fewer requests overall, and schedule heavy jobs for the target's off-peak hours.

### What does HTTP 429 mean and how should I handle it?

429 Too Many Requests is a soft rate limit — the server is asking you to slow down, not banning you. Read the `Retry-After` header and wait exactly that long before retrying; if it is absent, back off exponentially. Never ignore it and keep hammering, because repeated 429s escalate to 403s and then to timed or permanent bans.

### How many requests per minute is safe?

There is no universal number — it depends entirely on the target. A small site may tolerate only a few requests a minute; a large one, far more. Start conservatively (say 20–30 a minute per IP), watch for 429s, and adjust from the responses. Scale total throughput by adding IPs, not by raising the rate on a single one.

### Do rotating proxies count as impolite?

Not when used to distribute genuine load. Rotation keeps each individual IP within a courteous rate while your aggregate throughput grows — the server never sees a suspicious spike from any one address. It becomes impolite only if you use it to exceed what the site can reasonably handle in total; pace the aggregate, not just the per-IP rate.

Polite and scalable are not opposites. Read the signals, honour Retry-After, budget per domain, cache what you can, and spread the rest across clean rotating IPs. You end up faster than the reckless scraper — because you are the one who never gets banned.

[Scale politely with rotating residential proxies](https://quantumproxies.io/rotating-proxies)


---

# GDPR & Web Scraping: Personal Data, Fines & a Checklist

GDPR does not ban scraping — it governs personal data. Here is exactly when it applies, why legitimate interest is your only realistic basis, what the recent EU fines punished, and a checklist engineers can actually run.

GDPR does not ban web scraping. It regulates the processing of personal data, and scraping only collides with it when the data you collect can identify a person. Get that distinction right and most compliance questions answer themselves; get it wrong and you inherit the exposure that recent EU enforcement has made very concrete. This is an engineer's guide, not a lecture: when GDPR actually applies to a scrape, why legitimate interest is realistically your only lawful basis, the data-minimization and notification rules that regulators keep punishing people for ignoring, and a checklist you can run before a job starts. It is informative guidance and not legal advice — for a specific project, involve a data protection lawyer.

## The only question that matters first: is it personal data?

GDPR defines personal data as any information relating to an identified or identifiable person, and it applies to EU residents' data regardless of where your servers sit. The practical line for scrapers is clean. Scraping non-personal data generally sits outside GDPR entirely: product prices and specifications, stock and market figures, news and blog content, real estate listings, public government statistics. The moment your dataset contains names, email addresses, phone numbers, photos, profiles — or the less obvious identifiers like IP addresses, cookie IDs and device fingerprints — you are processing personal data and the full weight of the regulation attaches. Health, biometric and similar 'special category' data raises the bar further, generally requiring explicit consent. If your target is prices and catalogue data, you are mostly in the clear; the broader legal picture beyond GDPR is in [is web scraping legal in 2026](https://quantumproxies.io/blog/is-web-scraping-legal-2026).

## Why legitimate interest is your only realistic basis

GDPR's Article 6 lists six lawful bases, but only one fits large-scale scraping. Consent is impractical — you cannot obtain informed agreement from millions of people whose data you have not yet collected. Contractual necessity fails because you have no relationship with the data subjects. That leaves **legitimate interest**, and the EDPB's ChatGPT Taskforce and France's CNIL both confirm it as the standard basis — with conditions. It demands a documented three-part test: the interest is genuinely legitimate, the processing is necessary and not excessive, and it does not override the rights and reasonable expectations of the people whose data you take. Write that Legitimate Interest Assessment down before you scrape; 'if you cannot prove compliance, you are not compliant' is the operating principle regulators apply.

![Checklist showing which scraped data sits outside GDPR, like prices and news, versus data that triggers GDPR, like names, emails, IP addresses and profiles](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335203/blog/generated/qp-b9-073-diag1.png)
*The trigger is personal data of EU residents and nothing else. Prices, stock and news are usually clear; anything that identifies a person pulls the whole regulation in.*

## What the recent fines actually punished

The enforcement of the last two years tells you exactly where the risk concentrates. The Dutch DPA fined Clearview AI EUR 30.5 million in 2024 for building a facial-recognition database from scraped public images without informing people or offering access and deletion — the Italian regulator had already levied EUR 20 million for the same model. France's CNIL fined KASPR EUR 240,000 in December 2024 for scraping LinkedIn contact details, including from users who had restricted their visibility, across a database of roughly 160 million contacts. Poland's DPA imposed EUR 220,000 on a data broker that scraped public business registries covering millions of people and then argued that notifying them was a 'disproportionate effort' — the regulator rejected that outright. The ceiling on all of this is the GDPR maximum of EUR 20 million or 4% of global annual revenue, whichever is higher.

Read across those cases and the pattern is consistent: the violations were failing to inform people, ignoring their rights, collecting restricted or excessive personal data, and continuing after being told to stop. None of them turned on 'scraping is illegal' — they turned on how personal data was handled.

## The engineer's checklist

Translate the principles into steps you run, not a policy you file. Before and during any job that touches personal data:

- **Minimize at the point of collection.** Only keep fields you actually need for your documented purpose. If you need comment text, do not store the commenter's name and pseudonym alongside it.
- **Limit to freely accessible data.** CNIL guidance says stay on public pages that require no login — do not scrape behind authentication or past restricted-visibility settings.
- **Respect technical objections.** robots.txt and CAPTCHA are signals a site does not want automated collection; ignoring them weakens your legal position. Details in [robots.txt in practice](https://quantumproxies.io/blog/robots-txt-web-scraping-ethics).
- **Set retention limits.** Delete personal data once it has served its purpose; indefinite storage is a storage-limitation breach.
- **Plan for Article 14 and DSARs.** Be able to inform data subjects and to handle access and deletion requests — the failure that sank the Clearview and Poland cases.
- **Run a DPIA** for large-scale or higher-risk collection, and keep the documentation.

Two of these are literally code. Minimization is a filter that drops PII you did not set out to collect:

```python
KEEP = {"product", "price", "currency", "rating", "review_text"}
PII  = {"reviewer_name", "email", "user_id", "ip"}

def minimize(record):
    # keep only declared fields; never persist PII you did not need
    return {k: v for k, v in record.items() if k in KEEP and k not in PII}
```

And respecting the site's stated wishes is a check you make before the first request, using the standard library:

```python
import urllib.robotparser as rp

def allowed(url, ua="MyResearchBot"):
    r = rp.RobotFileParser()
    r.set_url(url.rstrip("/").split("/", 3)[0] + "//" +
              url.split("/")[2] + "/robots.txt")
    r.read()
    return r.can_fetch(ua, url)
```

![Stat panel of recent EU GDPR fines for web scraping personal data: Clearview AI, KASPR LinkedIn scraping, a Poland registry case, and the 4 percent revenue cap](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335203/blog/generated/qp-b9-073-diag2.png)
*The fines punished handling, not scraping itself: no notification, ignored rights, excessive or restricted data, and carrying on after being told to stop.*

## Where proxies fit — and don't

Proxies are infrastructure for reaching public data reliably and from the right geography; they are not a compliance shortcut. Routing a scrape through [a scraper API](https://quantumproxies.io/scraper-api) or residential IPs does not change whether you have a lawful basis, and it does not launder personal data you should not be collecting. Where they genuinely help is keeping you on the compliant path: collecting only public, non-personal data at scale — prices, catalogues, market signals — which is exactly the low-risk work most teams actually need. If your project does touch people's data, such as B2B contact research, treat compliance as the design constraint from the start, as we frame in [LinkedIn public data and compliance](https://quantumproxies.io/blog/linkedin-public-data-scraping-compliance).

## Frequently asked questions

### Is web scraping legal under GDPR?

Scraping is not banned by GDPR, but processing personal data of EU residents requires a lawful basis and compliance with the regulation's principles. If you scrape only non-personal data — prices, stock levels, news — GDPR generally does not apply. If your data identifies people, you need a documented basis (usually legitimate interest), data minimization, retention limits and a way to honour data subject rights.

### What personal data can I scrape without breaching GDPR?

The safest position is to avoid personal data altogether: product, price, stock, market, news and public statistical data typically fall outside GDPR. When you must process personal data, limit it to freely accessible public information, collect only what your documented purpose requires, and be ready to inform people and handle deletion requests. Avoid special-category data like health information unless you have explicit consent.

### Does GDPR apply if my company is outside the EU?

Yes. GDPR applies based on whose data you process, not where you are located. If you scrape personal data of individuals in the EU or EEA, the regulation applies regardless of your company's country. Scraping data that concerns only non-EU individuals falls under those jurisdictions' laws instead, but the EU cases show regulators will pursue foreign operators handling EU residents' data.

### What is the maximum GDPR fine for scraping?

The GDPR ceiling is EUR 20 million or 4% of global annual revenue, whichever is higher. Real scraping penalties have ranged from six figures — EUR 220,000 for a registry scrape, EUR 240,000 for LinkedIn contact scraping — to EUR 30.5 million against Clearview AI. The common thread is mishandling personal data: no notification, ignored rights, and excessive collection.

The compliant path is narrower than 'scrape anything public' and much wider than 'scraping is illegal'. Stay on non-personal data where you can, document legitimate interest and minimize where you cannot, respect the signals sites give you, and keep the receipts. Do that and GDPR is a design constraint, not a threat.

[Collect public, non-personal data with the Scraper API](https://quantumproxies.io/scraper-api)


---

# robots.txt for Web Scraping: What It Binds, What It Doesn't

robots.txt is a convention, not a contract - and not a lock. Here is what it actually asks of a scraper, what it can't enforce, and how to respect it while still getting data.

Every conversation about scraping ethics starts with **robots.txt**, and most of them get it wrong in one of two directions - treating it as a law you will be arrested for breaking, or as noise you can ignore entirely. It is neither. robots.txt is a voluntary convention that tells well-behaved bots which paths a site would rather they left alone. Knowing exactly what it does and does not bind is what separates a professional data operation from a reckless one. This is a practitioner's guide, and a note up front: this is informative, not legal advice.

## What robots.txt actually is

robots.txt implements the Robots Exclusion Protocol, standardised in 2022 as RFC 9309. It is a plain text file that lives at the root of a domain - `https://example.com/robots.txt` - with one file per domain or subdomain. It is optional: a `404` simply means the site has no file and has expressed no preference. Crucially, it is a request, not a barrier. Nothing about serving a robots.txt technically prevents access; it relies on the good faith of the bots reading it.

Reading it is a single request - do this before you crawl anything, every time:

```bash
# Just read it
curl -s https://example.com/robots.txt

# Through a proxy, as your scraper would see it
curl -s -x http://USER:PASS@gate.quantumproxies.io:8000 https://example.com/robots.txt
```

## The directives that matter

The vocabulary is small. Learn these and you can read any robots.txt at a glance:

- `User-agent` - which bot the following rules target. `*` means every bot; a name like `Googlebot` targets one. Directive names are case-insensitive, but the path values are case-sensitive: `/Private/` is not `/private/`.
- `Disallow` - a path prefix not to crawl. `Disallow: /admin/` blocks that folder and everything under it. `Disallow: /` blocks the whole site; an empty `Disallow:` allows everything.
- `Allow` - a non-standard but universally honoured override that re-permits a path inside a disallowed one.
- `Crawl-delay` - a non-standard hint asking for N seconds between requests. Honour it: ignoring it is one of the fastest ways to get flagged.
- `Request-rate` and `Visit-time` - rare directives that cap requests per interval or restrict crawling to certain UTC hours.
- `Sitemap` - an absolute URL to the XML sitemap. Not a restriction, a gift: it maps the site's structure for you.

One caveat on syntax: the wildcards `*` and `$` in path patterns are not in the original standard, but every major engine honours them, so `Disallow: /*.pdf$` is common and effective in practice.

```python
import urllib.robotparser as rp

# Parse robots.txt and check a URL for your user agent
robots = rp.RobotFileParser()
robots.set_url("https://example.com/robots.txt")
robots.read()

UA = "MyResearchBot/1.0"
print(robots.can_fetch(UA, "https://example.com/products"))  # True / False
print(robots.crawl_delay(UA))                                 # seconds, or None
```

![Two-column diagram contrasting what robots.txt is (a convention, a rate signal) versus what it is not (a contract, an access control)](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335202/blog/generated/qp-b9-072-diag1.png)
*robots.txt is a signal to respect, not a lock that stops you or a contract that binds you by itself.*

## What it binds - and what it doesn't

This is the part people most need clarified. robots.txt is not, by itself, legally binding, and it is not a technical access-control mechanism - it does not lock anything. Courts have generally treated well-known public data as public. But 'not a law on its own' is not the same as 'no consequences'. Ignoring a site's stated wishes can become a factor in terms-of-service, trespass or computer-misuse arguments, it invites blocks and extra scrutiny, and it is simply poor citizenship. The pragmatic stance: treat robots.txt as an ethical floor you honour, and treat the actual legal questions - personal data, contracts, jurisdiction - as a separate matter to get right. Our overview of [web scraping legality in 2026](https://quantumproxies.io/blog/is-web-scraping-legal-2026) covers those separately.

## The AI-crawler shift

robots.txt has taken on a second life as the opt-out channel for AI training. Sites now add explicit rules for AI user agents - `GPTBot`, `Google-Extended`, `CCBot`, `ClaudeBot`, `PerplexityBot` and others - to say 'index me, but do not train on me'. This is why researchers now argue robots.txt is no longer enough on its own to keep public data out of models: it depends entirely on each crawler choosing to obey, and it only speaks to declared, well-behaved agents. If you operate a crawler, declaring an honest User-Agent and respecting these opt-outs is the baseline. The emerging companion file for the opposite intent - inviting AI tools in - is llms.txt, which we cover in our [guide to llms.txt](https://quantumproxies.io/blog/llms-txt-guide-ai-crawlers).

```bash
# A modern robots.txt often carries AI-specific opt-outs:
#   User-agent: GPTBot
#   Disallow: /
#
#   User-agent: Google-Extended
#   Disallow: /
#
#   User-agent: *
#   Crawl-delay: 5
#   Sitemap: https://example.com/sitemap.xml
```

![Flow diagram of a compliant crawl: fetch robots.txt, match user agent, honour crawl-delay, scrape allowed public paths](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335202/blog/generated/qp-b9-072-diag2.png)
*A compliant crawl reads the file first, honours the rate directives, and only touches allowed public paths.*

## Being a good citizen while still getting data

Respecting robots.txt and collecting the public data you need are not in conflict. The disciplines that keep you welcome are the same ones that keep you unblocked: honour `Crawl-delay` and pace your requests, identify your bot honestly, cache aggressively so you never re-fetch the same page, and avoid the expensive endpoints a site is trying to protect. The community norm, well put on forums, is that robots.txt exists mostly to discourage bots that generate crushing traffic - so do not be that bot. Our [polite scraping guide](https://quantumproxies.io/blog/polite-scraping-rate-limiting-guide) turns this into concrete pacing rules.

For teams that want compliance handled by default, a [Scraper API](https://quantumproxies.io/scraper-api) can read and respect robots.txt as part of the request, alongside sane rate limiting - so good citizenship is the default behaviour of the tool, not a checkbox you might forget. It also keeps a clean, declared footprint rather than a raw script hammering from one IP.

[Collect public data the compliant way](https://quantumproxies.io/scraper-api)

## Frequently asked questions

### Does robots.txt legally apply to web scraping?

Not by itself. robots.txt is a voluntary convention (RFC 9309), not a law or a contract, and it does not technically block access. But ignoring it can feed into terms-of-service, trespass or computer-misuse claims and invites blocks and scrutiny. Treat it as an ethical floor to honour, and handle the real legal questions - personal data, contracts - separately. This is not legal advice.

### How do I read a website's robots.txt?

Send an HTTP GET to the domain root with `/robots.txt` appended, e.g. `https://example.com/robots.txt`. curl or any HTTP client works; in Python, `urllib.robotparser` parses it and answers `can_fetch()` for a given user agent and URL. A `404` means the site has no robots.txt and has stated no crawl preference.

### What does Disallow: / mean?

It asks all matching bots not to crawl any path on the site - the whole domain is off-limits by request. An empty `Disallow:` means the opposite: everything is allowed. Remember these are requests to well-behaved crawlers, not enforced barriers, and that path values are case-sensitive while directive names are not.

### Can I ignore robots.txt if the data is public?

You technically can, since it is not enforced, but you generally should not. Ignoring it is poor citizenship, gets you blocked faster, and can strengthen a site's argument against you in a dispute. The professional approach is to respect it, scrape only allowed public paths, pace your requests, and keep personal data out of scope entirely.

robots.txt is a small file that carries a large signal: here is how this site wants to be crawled. Read it first, honour the paths and the pacing, declare who you are, and you can collect the public data you need while staying firmly on the right side of both etiquette and risk.

[Try the Scraper API with robots-aware crawling](https://quantumproxies.io/scraper-api)


---

# Is Web Scraping Legal in 2026? The Cases, the Lines, the Checklist

Scraping public data is broadly legal. Scraping personal data, copyrighted work, or anything behind a login is where it goes wrong. Here are the cases that drew the lines and a checklist to stay on the right side of them.

"Is web scraping legal?" is the wrong question, and it's why the answers online contradict each other. Scraping isn't one act — it's a tool, and its legality depends entirely on what you collect, how you access it, and what you do with it afterwards. The clear version: scraping publicly available data is broadly legal across the US, EU and UK, but personal data, copyrighted work, login-gated content and circumventing blocks are where cases get lost. This guide walks the rulings that drew those lines and ends with a checklist you can actually apply. It's informative, not legal advice — for a real decision, talk to a lawyer in your jurisdiction.

## The short answer

There is no law that bans web scraping. A scraper requests public data the same way a browser does; both receive data the server chooses to serve and do something with it on their side. As long as the data is publicly available — you can see it without logging in — collecting it is generally lawful. The risk doesn't come from scraping itself; it comes from four things layered on top: personal data, copyright, terms of service, and how you access the site. Get those right and you're on solid ground.

## The cases that drew the lines

A handful of rulings shape today's landscape, and it's worth knowing them because they're what courts actually cite:

- **hiQ Labs v. LinkedIn (US).** The 9th Circuit held that scraping publicly available data does not violate the Computer Fraud and Abuse Act — you can't "exceed authorised access" to a page that's open to everyone. This is the anchor for the position that public data is fair to scrape in the US.
- **Ryanair v. PR Aviation (EU).** Europe's highest court ruled that a site can restrict scraping through its terms of use, even for publicly available data. Scraping the data may be lawful, but doing so in breach of enforceable terms can be a contract problem — jurisdiction matters.
- **Meta v. Social Data Trading (US).** Meta sued a firm that used thousands of fake automated accounts to scrape Instagram and Facebook after being blocked. The lesson isn't "scraping social media is illegal" — it's that circumventing technical blocks and using fake accounts moves you from public-data collection into hacking-adjacent territory.

The through-line: publicly visible, openly accessible data is defensible; getting around a block, a login or an enforceable contract to reach it is not.

![Checklist diagram contrasting lower-risk web scraping (public factual data, polite rate) with higher-risk scraping (personal data, copyright, login walls)](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335201/blog/generated/qp-b9-071-diag1.png)
*The same scraper is low or high risk depending on what it touches — public facts are defensible, personal data and login walls are not.*

## Personal data is the real line

If there's one thing to internalise, it's this: publicly available does not mean unregulated when the data is about people. Under the GDPR, all personal data is protected regardless of where it came from — a company was fined for scraping publicly available personal data from a public business register (the fine was later overturned, but the principle that public PII is still protected was upheld). Personal data is defined broadly: names, addresses, emails, phone numbers, even IP addresses and social handles. The GDPR applies to anyone processing EEA residents' data, wherever they're based.

The US is more permissive but moving in the same direction. California's CCPA, expanded by the CPRA in 2023, broadened what counts as protected personal information, though it treats data a person made public themselves more leniently than the GDPR does. Colorado and Virginia have passed similar laws. The practical rule everywhere: collect as little personal data as possible, avoid special categories entirely, and don't build a database of identifiable people without a lawful basis. Our deeper dive on [GDPR and scraping personal data](https://quantumproxies.io/blog/gdpr-web-scraping-personal-data) covers the lawful-basis question in detail.

## Copyright and terms of service

Two more layers sit on top of privacy. Copyright: facts aren't protected — prices, specifications, stock levels, star ratings are fair to collect — but creative work is. Images, articles, songs, databases and long-form text can be copyrighted, and republishing them may infringe even if scraping them didn't. Terms of service: as Ryanair established, a site's terms can prohibit automated collection, and a "clickwrap" agreement you actively accepted is far more enforceable than a "browsewrap" notice buried in a footer. Breaching enforceable terms is a contract risk, not a criminal one, but it's a risk. The safe move is to check the target's terms before you build a pipeline around it.

![Comparison diagram of how the US, EU and UK treat web scraping, listing CFAA, GDPR, Database Directive and Computer Misuse Act](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335201/blog/generated/qp-b9-071-diag2.png)
*All three broadly allow public-data scraping; the US is case-led, the EU is regulation-led, and the UK sits in between.*

## A compliance checklist

Before a scrape, run through this. It maps directly to the risks above and to the ethical-scraper principles legal scholars propose — collect public, factual data; be a good citizen of the web; and build something transformative rather than a copycat:

- **Is it public?** No login, no paywall, no block to get around. If you'd need credentials, stop.
- **Is it personal data?** If it identifies people, minimise, get a lawful basis, and avoid special categories. When in doubt, don't collect it.
- **Is it copyrighted?** Scrape facts freely; be careful republishing images, articles or media.
- **What do the terms say?** Read them. Breaching enforceable terms is a contract risk.
- **Are you polite?** Rate-limit, scrape off-peak, and don't degrade the site's service for real users.
- **Is your purpose transformative?** Building analysis or a new product is defensible; cloning the source to steal its users is not.

Being polite is also a compliance signal, not just courtesy — overloading a server strengthens any claim against you. Our guide on [robots.txt and scraping ethics](https://quantumproxies.io/blog/robots-txt-web-scraping-ethics) and our [guide to choosing ethical proxy providers](https://quantumproxies.io/blog/how-to-choose-safe-ethical-proxy-providers) both go deeper on doing this responsibly.

[Collect public web data compliantly with Scraper API](https://quantumproxies.io/scraper-api)

## How infrastructure keeps you compliant

Good tooling makes the right thing the easy thing. Rate-limiting and rotating [residential proxies](https://quantumproxies.io/residential-proxies) let you spread requests so you never hammer a single server — the politeness the checklist asks for. A [Scraper API](https://quantumproxies.io/scraper-api) that only fetches public pages and returns clean structured data keeps you out of the login-circumvention trap by design. None of this substitutes for legal judgement about what you collect and why, but it removes the technical shortcuts that turn a defensible scrape into an indefensible one.

## Frequently asked questions

### Is web scraping legal in the US?

Scraping publicly available data is broadly legal in the US, and courts have held it doesn't violate the CFAA. The risks are copyright (don't republish protected work), privacy laws like the CCPA/CPRA (be careful with personal data), and terms of service (breaching enforceable terms is a contract risk). Circumventing blocks or logins changes the analysis.

### Is web scraping legal in Europe?

Yes for publicly available, non-personal data — but the GDPR protects all personal data regardless of source, so scraping identifiable information about people needs a lawful basis. The EU Database Directive and site terms can also restrict collection. In practice, avoid personal data, respect terms, and treat the EU as the strictest jurisdiction you operate in.

### Is web scraping legal for personal use?

Personal and academic use generally faces lower risk than commercial use, but the same lines apply: stick to public data, avoid personal information and copyrighted material, respect the site's terms, and don't overload the server. "For personal use" is not a blanket exemption — it just tends to lower the stakes and the likelihood of a dispute.

### Is it legal to scrape LinkedIn?

The hiQ case supported scraping LinkedIn's publicly visible data without logging in, but LinkedIn's terms prohibit automated collection and much of the useful data sits behind a login. Scraping public profiles you can see without an account is the defensible edge; using fake accounts or bypassing authentication is where cases have been lost, as Meta's litigation showed.

Web scraping is a lawful tool with clear boundaries: public and factual is defensible, personal and copyrighted and login-gated is where the risk lives. Know the cases, run the checklist, minimise personal data, respect terms, and scrape politely. Do that, and you spend your energy on the data instead of the disputes — this is general information, so confirm the specifics for your project with a lawyer.

[Start collecting public data the compliant way](https://quantumproxies.io/scraper-api)


---

# CGNAT Explained: Why One Mobile IP Looks Like Thousands of Users

Carrier-grade NAT packs thousands of real subscribers behind a single mobile IP. That one fact is why a mobile proxy is the hardest exit for a website to block — and why platforms treat mobile traffic differently.

Here is the counterintuitive fact at the heart of mobile proxies: an IP address that is shared by thousands of strangers is *more* trusted than one you have all to yourself. That is not a quirk — it is the direct consequence of how mobile networks assign addresses, a system called carrier-grade NAT (CGNAT). Once you understand CGNAT, the whole logic of "why are mobile proxies so hard to block?" falls into place. This guide explains what CGNAT is, why it exists, and why it turns a mobile IP into the single hardest exit for a website to ban.

## What CGNAT actually is

Your home router already does network address translation: it hides the private addresses of your devices behind one public IP. Carrier-grade NAT is the same idea, one level up. The mobile operator inserts an additional translation layer that puts many subscribers — households, phones, unrelated devices — behind a single public IPv4 address. From the outside, all of that traffic appears to come from one address. The individual devices are invisible behind the carrier's translation layer, and crucially, the users have no idea it is happening. Unlike a VPN or proxy, which people choose, CGNAT is configured silently by the ISP inside its own network.

The technical marker is the Shared Address Space defined in RFC 6598 — the `100.64.0.0/10` range — which carriers use between your device and the public internet. Its presence in a traceroute is a reliable fingerprint of CGNAT.

## Why carriers do it: IPv4 simply ran out

The driver is arithmetic. IPv4's 32-bit design allows about 4.3 billion unique addresses, a number that once seemed limitless and was completely outpaced by the internet's growth. By the early 2010s the regional registries had depleted their pools of unallocated IPv4 addresses, leaving ISPs unable to simply buy more. CGNAT was the practical workaround: instead of one public address per customer, place many customers behind each address. The pressure is worst on mobile networks, where a decade ago most connections were smartphones and today the same infrastructure also carries payment terminals, cameras, routers, sensors and countless other devices. IPv6 is the long-term fix, but as the old line goes, nothing is more permanent than a temporary solution — and CGNAT remains common on both 4G and 5G. A newer generation of mobile tech did not eliminate it, because the shortage was never a 4G problem.

![Stats panel showing thousands of users per mobile IP, 4.3 billion total IPv4 addresses, and the 100.64/10 CGNAT range](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335200/blog/generated/qp-b9-070-diag1.png)
*IPv4 exhaustion forced carriers to pack many subscribers behind each public address — mobile networks most of all.*

## The collateral-damage problem that protects mobile IPs

Most abuse defences on the web — blocklists, rate limits, anomaly detection — were built on one assumption: that an IP address maps to a single accountable entity, roughly one user. CGNAT shatters that assumption. When hundreds or thousands of unrelated subscribers share one public IP, blocking that IP because of one bad actor punishes everyone behind it. As far back as 2015, the UK regulator Ofcom warned that blacklisting a CGNAT address could affect "an entire subscriber base." The IETF documented the same tension years earlier in RFC 6269 and RFC 7021: traditional block-the-IP mitigation breaks down when the IP is shared.

This is such a real problem that Cloudflare built a machine-learning classifier specifically to *detect* CGNAT so it can avoid over-blocking those addresses — training it on a labelled set of more than 200,000 CGNAT IPs, 180,000 VPN and proxy IPs, and close to 900,000 single-subscriber addresses, using traceroutes from over 9,000 measurement probes worldwide. The whole point of that effort is to treat shared mobile addresses gently, because banning them causes disproportionate harm — and disproportionately affects users in developing regions, where CGNAT is most common.

## Why this makes mobile proxies the hardest to block

Now put the two facts together. A mobile proxy routes your request through a real carrier IP that already sits behind CGNAT, sharing space with thousands of genuine phone users. To the target site, your traffic is statistically indistinguishable from the ordinary mobile customers on that same address. Blocking it means blocking all of them — exactly the collateral damage that platforms and anti-bot vendors work hard to avoid. That is the trust advantage in one sentence: a mobile IP is not trusted because it is clean, but because banning it is too expensive.

- **Shared identity** — your requests blend into a crowd of real subscribers on the same address, so per-IP anomaly scoring struggles to single you out.
- **High ban cost** — a site that blocks the IP risks locking out paying mobile customers, so the threshold to act is far higher than for a datacenter range.
- **Natural rotation** — carriers reassign these addresses among subscribers over time, so a mobile IP's association with any one session is inherently short-lived.
- **Real ASN and reputation** — the address belongs to a mobile carrier, not a hosting provider, so it carries none of the datacenter baggage that trips reputation rules.

Compare the tiers directly and the ranking is about collateral damage, not cleanliness. A datacenter IP has one tenant and its own hosting ASN, so banning it harms no innocent bystander — cheap to block, lowest trust. A residential IP is a real home line shared by a handful of people — some ban cost, high trust. A mobile CGNAT IP carries thousands of real users — blocking it is mass collateral damage, so sites avoid it, which is the highest trust of all.

[Get mobile proxies on real carrier IPs](https://quantumproxies.io/mobile-proxies)

![Comparison of datacenter, residential and mobile CGNAT IPs ranked by how much collateral damage a ban would cause](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335201/blog/generated/qp-b9-070-diag2.png)
*The more real users share an address, the costlier it is to block — which is exactly why mobile IPs earn the most trust.*

## When to actually reach for a mobile proxy

Trust is not free — mobile bandwidth is the most expensive tier, so mobile proxies earn their cost on the hardest targets, not everywhere. Use them where IP reputation is the wall: managing multiple accounts on platforms that aggressively fingerprint IPs, verifying mobile ad delivery, or scraping sites that block residential ranges. For lenient targets, a [residential proxy](https://quantumproxies.io/residential-proxies) is the better value. Our guides on [mobile vs residential vs ISP proxies](https://quantumproxies.io/blog/mobile-vs-residential-vs-isp-proxies-which-one-should-you-use-in-2026) and [why mobile IPs are becoming the standard](https://quantumproxies.io/blog/why-mobile-ips-are-becoming-the-standard) map which tier fits which job, and [IP reputation vs device fingerprinting](https://quantumproxies.io/blog/ip-reputation-vs-device-fingerprinting-what-matters-more) covers the other half of staying unblocked.

## Frequently asked questions

### What is CGNAT?

Carrier-grade NAT is a technique where an internet provider places many subscribers behind a single shared public IPv4 address, using an extra translation layer inside its network. It exists because IPv4 addresses ran out, and it is especially common on mobile networks. Users are not aware of it — unlike a VPN, it is configured silently by the carrier.

### Why are mobile proxies harder to block?

Because CGNAT puts thousands of real users behind each mobile IP, blocking that address would lock out all of them — unacceptable collateral damage for most sites. Your proxied traffic blends into that crowd of genuine subscribers, so per-IP defences struggle to isolate you and the cost of banning the IP is far higher than for a datacenter range.

### What is the CGNAT IP range?

The Shared Address Space reserved for carrier-grade NAT is `100.64.0.0/10`, defined in RFC 6598. Carriers use it between the subscriber's device and the public internet. Spotting an address in that range inside a traceroute is a strong indicator that the connection sits behind CGNAT.

### Does 5G get rid of CGNAT?

No. Shared addressing was never a 4G limitation — it exists because connected devices grew far faster than the pool of available IPv4 addresses. CGNAT remains common on both 4G and 5G networks. Broader IPv6 adoption may reduce reliance on it over time, but for now it is still standard on mobile.

CGNAT is the quiet reason mobile proxies command a premium: they inherit the trust of the thousands of real subscribers who share each carrier IP. Sites cannot ban that address without harming their own users, so they mostly do not. When IP reputation is the obstacle standing between you and a target, that is the edge a mobile IP buys.

[Start with QuantumProxies mobile proxies](https://quantumproxies.io/mobile-proxies)


---

# How Websites Detect Proxies: Every Signal, and How to Pass Each

Proxy detection isn't one check, it's a stack of them - and most 'undetectable' setups fail on the boring ones first. Here's every signal a site uses to spot a proxy, and the countermeasure for each.

Sites don't detect proxies with a single clever trick. They run a stack of independent checks, and a connection has to pass all of them - so the setups people call "undetectable" usually fail on the boring signals first: a leaked header, a datacenter IP, a TLS fingerprint that doesn't match the browser it claims to be. Understanding **how websites detect proxies** layer by layer is the only way to reason about which ones you'll actually clear. Here's the full signal stack and the countermeasure for each.

## Signal 1: the IP address and its ASN

The first and cheapest check is looking the IP up in a database. Commercial services - MaxMind, spur.us, IP2Proxy, IPHub, proxycheck.io - classify addresses by their **Autonomous System Number (ASN)**, the block an IP belongs to. Datacenter and hosting ASNs are trivially flagged, which is why a cloud-server IP gets blocked before any other check even runs. Residential and mobile IPs belong to consumer ISP ASNs, so they clear this gate by default. This single signal is why [residential proxies](https://quantumproxies.io/residential-proxies) succeed where datacenter IPs are dead on arrival - the ASN says "home broadband", not "AWS". Reverse DNS is a related check: a PTR record pointing at a hosting provider is another tell.

## Signal 2: HTTP headers that announce a proxy

Badly configured proxies leak. Headers like `Via`, `X-Forwarded-For`, `Forwarded` and `Proxy-Connection` literally exist to declare that traffic passed through an intermediary, and a transparent proxy that forwards them hands the site a confession. Header *order* and coherence matter too: a request claiming to be Chrome but sending headers in a non-Chrome order is a fingerprint mismatch. The fix is a proxy that doesn't inject forwarding headers and a client that sends a header set consistent with the browser it's impersonating.

![Checklist mapping proxy detection signals like ASN, headers, TLS and DNS leaks to their countermeasures](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335199/blog/generated/qp-b9-069-diag1.png)
*Detection is a stack - pass the IP check and you still have headers, TLS and leaks to clear.*

## Signal 3: TLS and the JA3 fingerprint

Before any HTTP is sent, the TLS handshake exposes a fingerprint (JA3/JA4) built from the exact cipher suites and extensions your client offers. A Python or Go HTTP library produces a handshake that looks nothing like Chrome's - so a request with a Chrome user-agent but a Python TLS fingerprint is instantly incoherent, and no proxy fixes that, because it's happening below the proxy layer. This is why clean IPs still get blocked: the IP passed, the TLS didn't. Our deep-dive on [JA3/JA4 TLS fingerprinting](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping) covers the impersonation libraries that make a client's handshake match a real browser.

## Signal 4: DNS and WebRTC leaks

Even with a perfect IP, your real location can leak sideways. If DNS resolves on your machine instead of through the proxy, the resolver's location betrays you - which is exactly why SOCKS5 users should use the `socks5h` scheme so DNS goes through the tunnel. In a real browser, WebRTC is worse: it can reveal the true local and public IP directly to a page via a media API, straight past the proxy. Anti-detect setups disable WebRTC or route it through the proxy for this reason. Both are "side channel" leaks - the proxy is fine, but something around it isn't.

## Signal 5: latency, geo and behavioural coherence

The subtler checks look for things that don't add up. A proxy inserts an extra network hop, and research techniques (the academic "BadPass"-style latency analysis) compare round-trip times to spot the two-hop signature - though this degrades against low-latency residential exits and mobile IPs. Geolocation coherence matters more in practice: if the IP says Germany but the browser's timezone, language headers and locale say New York, that mismatch is a strong flag. Mobile IPs are the hardest of all to block, because carrier-grade NAT means one address is shared by thousands of real users at once - blocking it would take out genuine customers. That's the logic behind [why mobile proxies are trusted](https://quantumproxies.io/blog/cgnat-why-mobile-proxies-trusted).

[Check any IP's fraud score and proxy flags free](https://quantumproxies.io/ip-checker)

## Putting it together: coherence beats any single trick

The through-line is coherence. Detection isn't one wall; it's a set of independent observations that either agree or don't. A residential IP with leaked proxy headers still fails. A clean IP with a Python TLS fingerprint still fails. The winning setup is boringly consistent end to end: an ISP-assigned IP, no forwarding headers, a browser-matching TLS handshake, DNS and WebRTC routed through the tunnel, and a geo/timezone/language stack that all points to the same place. Before you scrape a hard target, test your exit against a checker so you know which signals you're leaking. Our comparison of [IP reputation vs device fingerprinting](https://quantumproxies.io/blog/ip-reputation-vs-device-fingerprinting-what-matters-more) covers which layer to fix first.

It's also worth knowing that detection is rarely a hard yes-or-no. Most systems assign a risk score and act on thresholds: a slightly suspicious signal might just add friction - a CAPTCHA, a lighter version of the page - while a stack of red flags gets an outright block. That's why chasing a single "undetectable" trick is the wrong mental model. Every leak you close lowers the score, and below the threshold the site treats you like any other visitor. Fix the biggest signals first (IP type, then headers and TLS), re-test, and you'll usually find you're through without ever needing the exotic countermeasures people obsess over.

![Diagram showing a datacenter IP blocked at the detection gate while a residential IP with a coherent fingerprint passes](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335200/blog/generated/qp-b9-069-diag2.png)
*The IP database is gate one - but a coherent fingerprint across every signal is what actually gets you through.*

## Frequently asked questions

### How do websites detect proxies?

They run a stack of checks: looking the IP up in a proxy database by its ASN, inspecting HTTP headers for forwarding tells, fingerprinting the TLS handshake, watching for DNS and WebRTC leaks, and testing geo and latency coherence. A connection has to pass all of them. Most setups fail on the IP or header check before the subtler ones even matter.

### Can residential proxies be detected?

Residential proxies clear the ASN check that kills datacenter IPs, but they're not automatically invisible. If your client leaks forwarding headers, sends a non-browser TLS fingerprint, or exposes its real IP via DNS or WebRTC, a site can still flag the session. Residential IPs remove the biggest signal; coherence across the rest is what keeps you clean.

### How can I test if my proxy is detectable?

Run the exit IP through a fraud-score or proxy checker - it reports the ASN classification, whether the IP is on known proxy lists, and its reputation. Our free [IP checker](https://quantumproxies.io/ip-checker) shows the fraud score and proxy flags a target site would see, so you can catch a burned IP before it burns your run.

### Why do clean IPs still get blocked?

Because the IP is only one signal. A fresh residential IP paired with a Python or Go TLS fingerprint, leaked headers, or a geo/timezone mismatch is incoherent, and the site blocks on the contradiction, not the address. Fixing detection means aligning every layer - IP, headers, TLS and leaks - not just sourcing a better IP.

Proxy detection rewards consistency and punishes contradiction. Start with a residential or mobile IP to clear the database check, then make sure nothing around it disagrees - headers, TLS, DNS, WebRTC and geo all telling the same story. Test before you scale, and you'll know exactly which signal to fix instead of guessing.

[Get residential IPs that clear the detection stack](https://quantumproxies.io/residential-proxies)


---

# How to Reduce Proxy Bandwidth Costs: Cut Your GB Bill 60-90%

On pay-per-GB proxies, your bill is bytes, not requests — and most of those bytes are images and fonts you never parse. Here's how to strip them and cut a residential GB bill by more than half.

On pay-per-GB proxies, your bill is bytes, not requests — and the uncomfortable truth is that most of those bytes are images, fonts and stylesheets you never parse. A single full-resolution product photo can be 2.2 MB; a full browser render of one page runs 2-5 MB. The lean HTML you actually extract from is often under 150 KB. Strip the rest and a residential GB bill drops 60-90%. This guide is the practical playbook: block assets, skip unchanged pages, compress, and route to JSON instead of HTML.

## First, know what you're billed for

Residential bandwidth is measured on the sum of data transmitted in both directions: request headers plus request body, and response headers plus response body. That means every asset a page pulls — every image, font and tracking script — lands on your invoice even though none of it feeds your parser. The optimisation target is simple: download only the bytes you extract from. Everything else is waste you're paying for.

## Block assets in a headless browser

If you're driving a browser, this is the single biggest lever. Playwright and Puppeteer both let you intercept requests and abort the resource types you don't need. Blocking images, media, fonts and stylesheets typically cuts page weight by the majority — the DOM still builds, so your selectors and any hydration JSON survive:

```js
// Playwright: abort the resource types you never parse
await page.route('**/*', (route) => {
  const type = route.request().resourceType();
  if (['image', 'media', 'font', 'stylesheet'].includes(type)) {
    return route.abort();
  }
  return route.continue();
});
await page.goto(url, { waitUntil: 'domcontentloaded' });
```

Two cautions: don't block the XHR/fetch calls that carry the data you're after, and test that the page still renders what you need — over-blocking can break a site's own logic. If you're weighing a browser against plain requests at all, our breakdown of the [cost of rendering vs HTTP requests](https://quantumproxies.io/blog/headless-browser-vs-http-requests-cost) shows the 10-50x gap that makes this decision matter.

![Bandwidth statistics for web scraping: a 2.2 MB image, 2-5 MB per full render, 150 KB lean HTML, and a 60-90% bill cut](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335198/blog/generated/qp-b9-068-diag1.png)
*You pay for the whole page but parse a sliver of it — blocking assets is the cheapest large win available.*

## Skip pages that haven't changed

The cheapest byte is the one you don't download. Two techniques cut re-fetch waste on monitoring jobs. A HEAD request pulls only headers to check `Content-Length` or `Last-Modified` before you commit to the full GET. Better, a conditional GET sends the ETag or timestamp from last time and the server answers `304 Not Modified` with an empty body when nothing changed — you pay for a few header bytes instead of the whole page:

```python
import requests

# conditional GET: 304 = near-zero bytes when unchanged
headers = {"If-None-Match": last_etag,
           "If-Modified-Since": last_seen}
r = requests.get(url, headers=headers, proxies=proxies, timeout=20)

if r.status_code == 304:
    pass  # unchanged, no body downloaded, no GB spent
else:
    process(r.content)
    last_etag = r.headers.get("ETag")
```

For a scraper that re-checks the same pages daily, conditional GETs alone can cut bandwidth dramatically, because most pages don't change between runs.

## Always accept compression

Text compresses well — HTML, JSON and CSS shrink 70-90% with gzip or brotli — and you're billed on the compressed size that actually crosses the wire. Send an `Accept-Encoding` header and let the server compress. In Python's `requests` this is on by default when you don't fight it; in a raw client, ask for it explicitly:

```python
headers = {"Accept-Encoding": "gzip, deflate, br"}
r = requests.get(url, headers=headers, proxies=proxies, timeout=20)
# requests transparently decompresses; you're billed on the small size
```

## Route to JSON, not HTML

The biggest structural win is skipping the rendered page entirely. Many sites hydrate from a JSON endpoint that carries the same data in a fraction of the bytes — a product's price and stock as a 10 KB API response instead of a 3 MB rendered page. Find the XHR call in your browser's Network tab and hit it directly. Shopify stores are the classic example: the [products.json endpoint](https://quantumproxies.io/blog/shopify-products-json-scraping) hands you the whole catalog with no HTML at all. When you can read the API, do — it's the difference between kilobytes and megabytes per record.

## Let the API count the bytes for you

If you'd rather not hand-tune blocking rules per site, a [Scraper API](https://quantumproxies.io/scraper-api) that renders only when needed and returns parsed markdown or JSON does the asset-stripping for you — you receive the extracted content, not the megabytes it came from. And on [pay-per-GB residential proxies](https://quantumproxies.io/residential-proxies) the savings are direct: fewer bytes on the wire is fewer dollars on the invoice, with nothing lost from the data you keep. For the full picture of what a gigabyte actually buys, see our breakdown of [per-GB pricing](https://quantumproxies.io/blog/residential-proxy-pricing-per-gb-explained).

![Checklist of resources to block when scraping (images, CSS, fonts, media, ads) versus resources to keep (HTML, JSON, XHR data)](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335199/blog/generated/qp-b9-068-diag2.png)
*Block the billed-but-unused resources; keep the HTML, JSON and XHR endpoints that carry your actual data.*

[Scrape leaner on pay-per-GB residential proxies](https://quantumproxies.io/residential-proxies)

## Frequently asked questions

### How is proxy bandwidth calculated?

By the total bytes transmitted in both directions: request headers plus request body, and response headers plus response body. So every image, font and script a page loads counts toward your usage, not just the HTML you parse. That's why blocking unused assets and skipping unchanged pages translates directly into a lower bill on pay-per-GB plans.

### Does blocking images break scraping?

Not if you're careful. Blocking images, media, fonts and stylesheets leaves the DOM and JavaScript intact, so your selectors and any hydration JSON still work — you're only skipping the visual payload. The risk is over-blocking: never abort the XHR/fetch calls that carry your data, and test that the page still produces what you need before running at scale.

### What's the single biggest bandwidth saving?

Routing to a JSON endpoint instead of rendering the full page, where one exists. A 10 KB API response can replace a 3 MB render for the same record — a 99% cut. After that, blocking assets in a headless browser and using conditional GETs on re-crawls are the largest wins. Compression is nearly free and should always be on.

### How much can I realistically save?

Blocking assets typically cuts a rendered page's weight by well over half; conditional GETs can slash re-crawl bandwidth to near zero for pages that don't change; and switching from HTML to a JSON route is often a 90%-plus reduction per record. Stacked together, a 60-90% cut to a residential GB bill is a realistic target for most projects.

None of this changes what you extract — it changes what you pay to extract it. Block the assets you never read, skip the pages that haven't moved, accept compression, and prefer JSON routes over full renders. On pay-per-GB proxies those four habits routinely take a bill down by more than half. For the architecture that scales this across millions of pages, see our guide on [large-scale scraping architecture](https://quantumproxies.io/blog/large-scale-web-scraping-architecture).

[Get parsed content without the wasted bytes](https://quantumproxies.io/scraper-api)


---

# Proxy Pool Management Best Practices: Scoring, Cooldowns, Observability

A proxy pool is a live system, not a text file of IPs. Score each one, tier them, cool the tired ones down, bin by geography, and watch block-rate like an SRE. Here's the operations playbook.

The difference between a proxy pool that scales and one that collapses is not the number of IPs — it is how you manage them. Treating a pool as a static list and picking IPs at random is why so many operations drown in blocks, CAPTCHAs and inconsistent data. A healthy pool is a live system: every IP is scored, tiered, paced, cooled down and eventually retired, with block-rate watched like a production service. This is the operations playbook that separates the two.

## Score every IP with one number

You cannot manage what you do not measure. Give each IP a composite quality score from four weighted signals: rolling 7-day **success rate** (40%), **geographic accuracy** (25%, how tightly geolocation databases agree on its location), **behavioural consistency** (20%, whether its response patterns look like a real connection), and **reputation status** (15%, absence from major blocklists). Quarantine anything that drops below 70 and give priority allocation to anything above 85:

```python
def quality_score(ip):
    # each component normalised to 0-100
    score = (
        0.40 * ip.success_rate_7d       # rolling success across all targets
        + 0.25 * ip.geo_accuracy         # MaxMind / IP2Location / IPinfo agreement
        + 0.20 * ip.behaviour_score      # latency + pattern consistency
        + 0.15 * ip.reputation           # clean of blocklists / fraud DBs
    )
    if score < 70:
        ip.status = "quarantine"         # pull from rotation for review
    elif score >= 85:
        ip.status = "priority"           # route critical jobs here
    return round(score, 1)
```

Geographic accuracy deserves attention: check each IP against several geolocation databases and require agreement to within about 50 miles for at least 95% of your pool. Mismatched geolocation is exactly what sophisticated detection systems look for. Our [guide to IP quality score](https://quantumproxies.io/blog/ip-quality-score-explained-why-fraud-score-matters-for-scraping-seo-automation) explains why fraud score and reputation move the needle here.

## Tier the pool, then route by tier

Segment IPs by their score into three tiers and route work accordingly. **Gold** (95%+ success), usually about 15-20% of the pool, is reserved for high-value operations where failure is unacceptable. **Silver** (85-94%) handles standard production. **Bronze** (75-84%) runs development and testing. Set your success benchmarks by target class too: a healthy residential pool should sustain roughly 85%+ on mainstream e-commerce, 78%+ on social platforms, and 92%+ on general news and information sites. If a tier drifts below its benchmark, that is your early warning.

![Bands diagram showing proxy pool tiers by success rate: Gold above 95 percent, Silver 85 to 94 percent, Bronze 75 to 84 percent, and quarantine below 70](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335198/blog/generated/qp-b9-067-diag1.png)
*Route jobs by measured success rate: Gold for critical work, Silver for production, Bronze for testing, quarantine the rest.*

## Cooldowns and retirement

IPs fatigue. An address that has been hammered shows declining success before it fails outright, and pushing it harder only burns it. Build predictive maintenance in: an IP whose performance declines over about 72 hours typically needs a 48-hour cooling period to recover. Quarantine on a low score, cool down on decline, and retire permanently anything that will not recover. This is the same idea as the wider anti-ban discipline — rotate away from tired identities before the target rotates them away from you. Our post on [why IP rotation matters](https://quantumproxies.io/blog/what-is-ip-rotation-and-why-it-s-crucial-in-2026) covers the rotation side.

## Geo binning and ISP diversity

Group IPs by country, region and city so you can serve geo-specific jobs from genuinely local exits, and enforce ISP diversity — no single provider should exceed about 15% of a region's allocation, or your traffic clusters on one network and stands out. Different targets favour different characteristics: social platforms trust mobile and residential IPs, e-commerce rewards desktop-pattern IPs with longer sessions, and search monitoring wants clean IPs with minimal prior search history. Bin accordingly and allocate to match the job.

## Per-target pacing budgets

A pool stays healthy when no IP does anything conspicuous. Set explicit per-IP budgets by target type. For search monitoring, cap each IP at around 12 searches per day. For e-commerce, keep any single IP under about 50 requests per hour per domain. Match session lengths to the target too: 25-35 minutes suits e-commerce monitoring, while social intelligence benefits from 45-75 minute sessions before rotation. Smart, history-aware load distribution beats naive round-robin by 15-25% in resource utilisation, because it sends work to the freshest, highest-scoring IPs instead of spreading it blindly. When a flow needs the same exit across steps, use a [sticky session](https://quantumproxies.io/blog/sticky-sessions-vs-rotating-proxies) rather than fighting rotation.

[Build on a 90M+ IP residential pool](https://quantumproxies.io/residential-proxies)

![Statistics panel showing the composite proxy quality score weights: 40 percent success rate, 25 percent geo accuracy, 20 percent behaviour, 15 percent reputation](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335198/blog/generated/qp-b9-067-diag2.png)
*One number per IP, weighted from four signals — the basis for every routing, cooldown and retirement decision.*

## Observability: watch it like a service

Deploy monitoring probes that test pool health every 15 minutes against representative targets, and track four things: authentication success, CAPTCHA frequency, the request rate at which each target starts blocking, and session persistence. A rising CAPTCHA rate on a tier is the earliest signal that IPs are being flagged — act before success rate visibly drops. A free [IP quality checker](https://quantumproxies.io/ip-checker) lets you spot-audit any exit's fraud score and reputation before you route real work through it. For the detection signals you are monitoring against, see [how websites detect proxies](https://quantumproxies.io/blog/how-websites-detect-proxies).

## Build the pool or buy it

Scoring, cooling, geo-binning and monitoring at scale is real infrastructure — quality-scoring automation, quarantine systems, geographic distribution and ISP diversity management become a full-time job past a few tens of thousands of IPs. Most teams get better economics buying a managed pool where the provider already runs this loop, and spending their engineering time on the scraper and the data instead. If you do buy, choose on the same criteria you would score your own pool by; our guide to [choosing safe, ethical providers](https://quantumproxies.io/blog/how-to-choose-safe-ethical-proxy-providers) lays out what to check.

## Frequently asked questions

### What is a proxy pool?

A proxy pool is a managed collection of IP addresses — residential, datacenter or mobile — rotated across your requests so no single IP carries a suspicious volume. Managed well, it distributes load, maintains high success rates and reduces blocks. The key word is managed: scoring, tiering and cooldowns are what turn a list of IPs into a reliable pool.

### How do I keep a proxy pool healthy?

Score every IP on success rate, geo accuracy, behaviour and reputation; tier them Gold/Silver/Bronze and route by tier; enforce per-target budgets and session lengths; cool down IPs that decline and retire ones that will not recover; and monitor pool health every 15 minutes, watching CAPTCHA frequency as an early warning. Enforce ISP diversity so traffic never clusters on one network.

### When should I retire a proxy IP?

Quarantine an IP the moment its composite score drops below 70, and cool it down for about 48 hours if performance has declined over the previous 72. Retire it permanently if it does not recover after cooling, or if it lands on major blocklists. Pushing a fatigued IP harder only accelerates the block and can taint nearby addresses.

### How many proxies do I need?

It scales with volume and target strictness. As a rough guide, small operations (1-10M requests/month) run on a few thousand IPs across several countries; medium operations (10-100M) want tens of thousands with city-level control; large operations (100M+) need six figures with automated selection. Per-IP budgets — like 12 searches/day or 50 requests/hour/domain — set the real floor.

Score, tier, pace, cool down, bin by geography and watch continuously — that is the whole loop. Run it yourself for total control, or buy a managed pool that already runs it and spend your time on the data. Either way, the pool is a system, and systems are managed, not hoarded.

[Audit any proxy IP with the free quality checker](https://quantumproxies.io/ip-checker)


---

# Sticky Sessions vs Rotating Proxies: When to Use Each

One IP held for a whole login, or a fresh IP on every request? Sticky and rotating solve opposite problems. Here's when each wins, how long a session should last, and the endpoint syntax that switches between them.

Every proxy setup lands on one decision: hold a single IP for a while, or swap it on every request. That's the **sticky session versus rotating proxy** choice, and getting it wrong is why a scraper gets banned or a login mysteriously logs itself out. The two modes solve opposite problems — session integrity on one side, ban resistance on the other. This guide covers what each does, when each wins, how long a session should last, and the exact endpoint syntax to switch between them.

## Two things called "sticky session"

The term is overloaded, so clear it up first. In load balancing, a *sticky session* (also "session persistence") is a router feature that keeps sending one client to the same backend server, usually via a session cookie or consistent hashing — it's about server affinity, not IP addresses. In the proxy world, a *sticky session* means the proxy holds one exit IP for your traffic across multiple requests. Same words, different layer. This post is about the second one: keeping the same outbound IP for a stretch of requests.

## Sticky vs rotating: the core difference

A **sticky proxy** assigns one IP and keeps it for a set duration, rotating to a new one only when the session expires. With a 10-minute window, every request in those 10 minutes leaves from the same address. A **rotating proxy** assigns a fresh IP from the pool on every request, so consecutive calls appear to come from different users in different places. Sticky preserves continuity; rotating maximizes spread. Neither is "better" — they're built for different jobs.

![Comparison diagram of sticky versus rotating proxies across session integrity, speed, anonymity, and ban resistance](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335197/blog/generated/qp-b9-066-diag1.png)
*Sticky holds one IP for continuity; rotating spreads across many for anonymity and rate-limit resistance.*

## When you need a sticky session

Any workflow that carries state needs the same IP throughout. A login and its follow-up calls, a cart building toward checkout, a form spread across several pages, or account-bound automation — all of these break if your IP changes mid-flow, because the site reads a sudden jump from New York to Amsterdam inside one session as account takeover and challenges or logs you out. Sticky sessions keep the flow coherent. They're also faster: there's no per-request work to pull and validate a new IP, so overhead is lower and the connection pool is reused.

## When you need rotation

Stateless, high-volume work wants a fresh IP every time. Scraping thousands of product pages, pulling prices across a catalog, or crawling search results — none of it carries a session, and spreading requests across many IPs means no single address ever trips a per-IP rate limit. Rotation also gives the highest anonymity, since your traffic looks like many different users. For a deeper look at why spreading load matters, see our post on [what IP rotation is and why it's crucial](https://quantumproxies.io/blog/what-is-ip-rotation-and-why-it-s-crucial-in-2026).

![Checklist diagram showing when to use sticky sessions versus rotating proxies for logins, carts, scraping, and rate limits](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335197/blog/generated/qp-b9-066-diag2.png)
*State means sticky; volume means rotating. Most real projects use both, matched to each request type.*

[Get rotating proxies with sticky sessions built in](https://quantumproxies.io/rotating-proxies)

## Session windows and detection risk

Sticky windows are configurable — commonly 1, 10, or 30 minutes, with some providers allowing up to 24 hours (1,440 minutes). There's a real trade-off in that number. A *longer* sticky session means more requests pile onto one IP, which raises the odds a site flags it for excessive traffic. A *shorter* session limits that exposure. The rule of thumb: set the window just long enough to complete the stateful task — a login and its actions, a checkout — and no longer. Don't hold an IP for an hour when the job takes ninety seconds.

## Endpoint syntax patterns

Switching modes is usually a change to the proxy credentials, not the code. A rotating gateway is one endpoint that hands you a new IP each request. To pin a sticky IP, most providers let you append a session ID to the username — reuse the same ID and you keep the same exit for the window:

```python
import requests

# Rotating: one endpoint, a fresh IP on every request
rot = "http://USER:PASS@rotating.quantumproxies.io:8000"
r = requests.get("https://httpbin.org/ip", proxies={"http": rot, "https": rot}, timeout=15)

# Sticky: add a session id to the username to hold one IP
sid = "session-a1b2c3"
sticky = f"http://USER-{sid}:PASS@gate.quantumproxies.io:8000"
proxies = {"http": sticky, "https": sticky}

# every call reusing 'sid' keeps the same exit IP for the window
for path in ("/login", "/cart", "/checkout"):
    requests.get(f"https://example.com{path}", proxies=proxies, timeout=15)
```

## The pragmatic default

Most real projects need both, and the cleanest setup gives you both from one pool: rotate by default for stateless fetches, and pin a sticky session only for the flows that carry state. A [residential pool](https://quantumproxies.io/residential-proxies) that exposes both modes lets you make that choice per request instead of buying two products. For managing that pool at scale — scoring, cooldowns, retirement — our guide on [proxy pool best practices](https://quantumproxies.io/blog/proxy-pool-management-best-practices) goes deeper, and [running multiple accounts](https://quantumproxies.io/blog/manage-multiple-accounts-with-proxies) covers binding one sticky IP per persona.

## Sticky IP vs static IP

One more term worth untangling, because it's a frequent related search: a sticky IP is not a static IP. A sticky session hands you the *same* IP for a while, but it's still a rotating-pool address that will change when the window ends — you never own it. A static IP, such as an [ISP proxy](https://quantumproxies.io/isp-proxies), is a fixed address assigned to you that stays constant for weeks or months. Reach for sticky when you need continuity within a single session and don't care which IP you get; reach for static when you need a persistent, reputable identity — a long-lived account login, or a service that whitelists your address. Put simply: sticky is a duration setting, static is an assignment.

## Frequently asked questions

### What is the difference between sticky and rotating proxies?

A sticky proxy holds the same exit IP for a set time window — every request in that window uses one address. A rotating proxy assigns a new IP from the pool on each request. Sticky preserves session continuity for logins and carts; rotating spreads traffic across many IPs to beat rate limits and maximize anonymity for large-scale scraping.

### When should I use sticky sessions?

Use sticky sessions whenever the task carries state: logging in and staying logged in, building a cart, completing a multi-page form, or any account-bound automation. Sites treat a mid-flow IP change as suspicious and will challenge or log you out. Set the window just long enough to finish the flow, then let the IP rotate.

### How long does a sticky session last?

It's configurable. Common windows are 1, 10, and 30 minutes, and some providers allow up to 24 hours (1,440 minutes). Pick the shortest window that still completes your stateful task — longer sessions pile more requests onto one IP and raise the chance the site flags it for excessive traffic.

### Are sticky proxies more likely to get blocked?

They can be, if the session runs long. Holding one IP for an extended period concentrates your traffic on a single address, which is exactly the pattern rate-limiters watch for. Short sticky windows mitigate this, and for stateless work rotating proxies are safer because no single IP ever accumulates a suspicious request count.

Sticky versus rotating isn't a preference, it's a match to the task: state needs one held IP, volume needs many spread IPs. Rotate by default, pin sticky only for the flows that carry a session, and keep sticky windows tight. Get both from one pool and you can make that call request by request instead of committing to the wrong one up front.

[Start with a pool that does both modes](https://quantumproxies.io/residential-proxies)


---

# IPv6 Proxies: The Complete Guide to When They Win

IPv6 proxies are dramatically cheaper per IP because the address space is effectively unlimited. The catch: a lot of the web still can't talk to them. Here's exactly when IPv6 wins, and when it wastes your money.

IPv6 proxies are the cheapest IPs you can buy, often by a wide margin — and that price tag comes with a real catch that most listings gloss over. The reason they're cheap is the reason they're limited: IPv6's address space is so vast that individual addresses cost almost nothing, but a large slice of the web still can't accept an IPv6 connection at all. Used on the right targets, IPv6 proxies are a genuine cost and scale win. Used blindly, you'll pay for IPs that half your targets refuse. This guide covers the economics, the IPv4 vs IPv6 trade-offs, which sites actually support IPv6, and how to test compatibility before you commit.

## Why IPv6 proxies are so cheap

It comes down to arithmetic. IPv4 uses 32-bit addresses — about 4.3 billion total — and we ran out years ago, which is why IPv4 addresses are scarce and expensive. IPv6 uses 128-bit addresses, giving roughly 340 undecillion of them (a 39-digit number). When address space is effectively unlimited, the cost per IP collapses. That abundance has a second, subtler benefit for scraping: because providers aren't recycling a small pool, IPv6 IPs overlap far less with addresses that have already been flagged, so a large deployment carries less blocklist baggage than an equivalently sized IPv4 pool. You get more unique IPs, more concurrency, and less reuse — for less money.

## The catch: not everything speaks IPv6

This is the fact that decides whether IPv6 proxies work for you. A target site has to have an IPv6 address for your IPv6 proxy to reach it. Many of the biggest properties do — Google, YouTube and a large share of Google's ecosystem are fully IPv6-reachable, which is precisely why IPv6 proxies are popular for search and Google-adjacent scraping. But a great deal of the web is still IPv4-only: plenty of e-commerce sites, smaller platforms and legacy infrastructure have never enabled IPv6. Point an IPv6-only proxy at an IPv4-only host and the connection simply can't complete. The practical rule is blunt: IPv6 is fantastic where the target supports it, and useless where it doesn't. So you test before you buy in bulk.

![Comparison of IPv4 and IPv6 proxies showing address space, target reachability, cost per IP and pool reuse](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335196/blog/generated/qp-b9-065-diag1.png)
*IPv6 gives you near-infinite, cheap addresses — but only reaches targets that have enabled IPv6.*

## Test compatibility first

Before you plan an IPv6 scrape, confirm the target actually answers over IPv6. The quickest check is a DNS lookup for an `AAAA` record — that's the IPv6 equivalent of an `A` record. If a domain has an `AAAA` record, it's reachable over IPv6; if it only has an `A` record, it's IPv4-only and an IPv6 proxy won't help.

```bash
# Does the target have an IPv6 (AAAA) address?
dig AAAA google.com +short      # returns IPv6 addresses -> v6-ready
dig AAAA example-shop.com +short # empty -> IPv4-only, IPv6 proxy won't reach it

# Force a request over IPv6 to confirm the whole path works
curl -6 -s https://www.google.com -o /dev/null -w "%{http_code}\n"
```

To take the guesswork out entirely, we built a free [IPv6 compatibility checker](https://quantumproxies.io/ipv6-compatibility-checker): paste a URL and it tells you whether that target can be reached over IPv6 before you spend anything. Run your shortlist of targets through it first — five minutes there saves you buying IPs for sites that can't use them.

[Check if your target supports IPv6](https://quantumproxies.io/ipv6-compatibility-checker)

## IPv4 vs IPv6: when to reach for each

This isn't an either/or religion — it's matching the tool to the job. Choose IPv6 when three things line up: your target is confirmed IPv6-ready, you need volume, and cost matters. Google and YouTube scraping, high-concurrency data collection, aggregation pipelines, and load or performance testing all fit that profile beautifully — you get a huge, cheap, low-reuse pool exactly where it's usable. Choose IPv4 when reach is the priority: unknown or mixed targets, IPv4-only sites, or any job where a single unreachable host would break the run. Many teams run both — [IPv6 proxies](https://quantumproxies.io/ipv6-proxies) for the scale-heavy, v6-friendly targets and [residential IPv4](https://quantumproxies.io/residential-proxies) for everything else — falling back to IPv4 wherever a site isn't dual-stacked.

## Stability and reputation

IPv6 proxies tend to behave more like static IPs within a session than fast-rotating residential ones — useful when uptime and a steady reputation matter more than constant churn, such as long-running collectors or testing rigs. The flip side of the huge address space is that it's easy for a provider to assign you clean, non-overlapping IPs that haven't been passed around and burned. That said, some platforms treat IPv6 ranges with extra suspicion precisely because they're cheap and abundant, so IPv6 is not a magic anonymity upgrade — it's a cost-and-scale tool for compatible targets. Judge it on reachability and price, not on some notion that a newer protocol is inherently harder to detect.

## Datacenter vs residential IPv6

Most IPv6 proxy supply is datacenter-sourced, which is what makes it cheap and fast — a strong fit for lenient, v6-ready targets and for testing. Residential IPv6 exists too, drawn from real home ISP connections that have been assigned IPv6, and it carries a more consumer-like reputation for stricter targets. The same logic from our [datacenter proxy](https://quantumproxies.io/blog/datacenter-proxies-when-to-use) guidance applies: datacenter IPv6 for speed and price on tolerant sites, residential where the target scrutinises IP type. Whichever you pick, the compatibility question comes first — a residential IPv6 IP still can't reach an IPv4-only host.

![Checklist of good and bad fits for IPv6 proxies, contrasting Google and high-volume scraping against IPv4-only and untested targets](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335196/blog/generated/qp-b9-065-diag2.png)
*IPv6 is a scale-and-cost tool for confirmed v6-ready targets — not a universal replacement for IPv4.*

## Frequently asked questions

### What is an IPv6 proxy?

It's a proxy that routes your traffic through an IPv6 address instead of the older IPv4 format. Because IPv6 has a virtually unlimited address space, these IPs are far cheaper and available in huge quantities. The trade-off is reachability: an IPv6 proxy can only connect to targets that have themselves enabled IPv6, and much of the web is still IPv4-only.

### Are IPv6 proxies cheaper than IPv4?

Yes, usually by a large margin. IPv4 addresses are scarce and expensive because the world ran out of them; IPv6's 128-bit space is effectively infinite, so the cost per address is a fraction of IPv4's. That's the main reason to use IPv6 — cheap, abundant IPs with little reuse — provided your targets can actually be reached over IPv6.

### Which websites support IPv6 proxies?

Google, YouTube and much of Google's ecosystem are fully IPv6-reachable, which is why IPv6 proxies are popular for search-related scraping. Many other large platforms and a lot of e-commerce and legacy sites remain IPv4-only. Always confirm with a DNS `AAAA` lookup or a compatibility checker before committing — reachability varies site by site.

### IPv4 vs IPv6 proxies: which should I choose?

Choose IPv6 when your target is confirmed IPv6-ready and you need cheap scale — Google scraping, high-concurrency jobs, load testing. Choose IPv4 when you need universal reach or your targets are mixed or unknown, since IPv4 works almost everywhere. Many teams run both and fall back to IPv4 wherever a site hasn't enabled IPv6.

IPv6 proxies are a precision tool, not a default. Where the target supports IPv6 — Google chief among them — you get an enormous, cheap, low-reuse pool that's hard to beat on cost and scale. Where it doesn't, no amount of IPv6 helps. Test your targets first, pair IPv6 with IPv4 fallback, and you get the savings without the dead connections.

[Explore QuantumProxies IPv6 proxies](https://quantumproxies.io/ipv6-proxies)


---

# When to Use Datacenter Proxies: The Case For Speed and Price

Datacenter proxies get dismissed as the cheap option. On the right targets they're the smart one - 5 to 15 times cheaper than residential, far faster, and perfectly adequate. Here's exactly when.

Datacenter proxies get dismissed as the cheap, second-best option - fine until you can afford residential. That framing costs teams money. On the right targets, datacenter proxies are not a compromise; they are the correct engineering choice: 5 to 15 times cheaper per gigabyte, dramatically faster, and built for the high-concurrency workloads residential IPs struggle with. The skill is knowing which targets those are. This guide makes the case for datacenter proxies, with a decision matrix, real costs, and a clear line for when to switch.

## What a datacenter proxy actually is

A datacenter proxy routes your traffic through IPs hosted in commercial data centres rather than IPs assigned by a home ISP. That origin is the whole story. Because these IPs sit on powerful hardware with commercial bandwidth, they are fast and cheap. Because they are obviously not residential, some sites flag them - and because providers buy them in contiguous `/24` blocks (256 addresses with similar prefixes), one misbehaving IP can get a whole subnet blocked. Speed and price on one side; a higher block rate on unfriendly targets on the other. Everything about choosing them follows from that trade.

## The cost gap is not small

Numbers make the case sharper than adjectives. Dedicated datacenter IPs commonly run about $1.00 to $2.50 per IP per month, and shared or rotating datacenter bandwidth runs roughly $0.60 to $1.50 per gigabyte. Residential proxies, priced by bandwidth because it's scarce on home connections, typically cost $4 to $15 per gigabyte. That's a 5-to-15x difference for the same byte moved. When your target doesn't punish datacenter IPs, paying residential rates is simply overpaying. Our breakdown of [residential pricing per GB](https://quantumproxies.io/blog/residential-proxy-pricing-per-gb-explained) and [cheap vs premium proxies](https://quantumproxies.io/blog/cheap-proxies-vs-premium-proxies-what-s-the-real-cost) shows where each tier pays off.

Put it in project terms. A crawl that moves 500 GB a month costs roughly $300 to $750 on datacenter bandwidth at $0.60-$1.50 per GB, versus $2,000 to $7,500 on residential at $4-$15 per GB. If the target doesn't punish datacenter IPs, that gap is pure waste. The discipline is to test cheap first: run a sample of the target through [datacenter proxies](https://quantumproxies.io/datacenter-proxies) and only escalate to [residential](https://quantumproxies.io/residential-proxies) if the block rate proves it necessary.

![Comparison of datacenter proxies favouring speed and low cost per gigabyte against residential proxies favouring stealth, trust and low block rates](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335195/blog/generated/qp-b9-064-diag1.png)
*Datacenter wins on speed and price; residential wins on stealth and trust. The target decides which axis matters.*

## The jobs datacenter proxies do best

Reach for datacenter proxies whenever speed, concurrency and cost matter more than blending in as a household user:

- **SEO and rank monitoring:** checking positions and SERP features at volume, where the target tolerates datacenter traffic.
- **Price tracking on open sites:** retailers and catalogues without aggressive anti-bot layers.
- **QA and load testing:** hitting your own infrastructure from many IPs and regions, fast.
- **Public APIs and feeds:** JSON endpoints that key off rate limits, not IP reputation.
- **High-volume light scraping:** large crawls of lenient targets where bandwidth cost dominates the budget.

For these, the low latency also lets you set tight timeouts and push concurrency hard. A quick example - a public API through a datacenter exit needs almost no ceremony:

```python
import requests

# Datacenter proxy: fast and cheap, ideal for a public API or lenient site
proxy = "http://USER:PASS@dc.quantumproxies.io:9000"
proxies = {"http": proxy, "https": proxy}

r = requests.get("https://api.example.com/v1/products?page=1",
                 proxies=proxies, timeout=10)   # low latency = tight timeout
print(r.status_code, len(r.json()))
```

There's a speed dividend beyond cost. Because datacenter IPs sit on commercial links with low, consistent latency, you can run far higher concurrency and set tighter timeouts than a residential pool tolerates - a crawl that would take a residential setup all night can finish in an hour. For QA and load testing, where you're hitting your own infrastructure from many regions at once, that headroom is the entire point.

One more advantage worth naming is predictability. A dedicated datacenter IP behaves the same on every request - same latency, same route, same address - which makes it far easier to reason about failures and set alerting than a residential pool whose exits change constantly. For monitoring jobs that must run on a fixed schedule and report cleanly, that stability is a feature in itself, not a limitation. It's why so much SEO tracking and uptime monitoring runs on datacenter IPs even when residential is available.

## When to avoid them

The flip side is just as clear. Anywhere a site scores IP type as part of its trust model, datacenter IPs start with a handicap. Social media platforms, sites behind aggressive anti-bot vendors, ad verification that must look like a real consumer, and sneaker or limited-drop targets all expect residential or mobile trust. Forcing datacenter proxies there means fighting CAPTCHAs and blocks that residential IPs would sail past - a false economy. If you're unsure how a target profiles you, our guide on [how websites detect proxies](https://quantumproxies.io/blog/how-websites-detect-proxies) lists the signals, including the ASN and subnet checks that out datacenter ranges.

![Checklist of when to use datacenter proxies - SEO monitoring, price tracking, QA, APIs, light scraping - versus when to avoid them on social media, aggressive anti-bot sites and sneaker drops](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335195/blog/generated/qp-b9-064-diag2.png)
*Match the tool to the target: datacenter for lenient jobs, residential for anything that scores IP type.*

[Get fast, private datacenter proxies](https://quantumproxies.io/datacenter-proxies)

## Dedicated beats shared, and ISP splits the difference

Two upgrades change the maths. First, choose *private or dedicated* datacenter IPs over shared ones where reputation matters - a dedicated IP isn't dragged down by whatever other users did on a shared one, which meaningfully lowers block rates while keeping the speed and price advantage. Second, if you want datacenter speed with residential trust, ISP proxies (static residential) are the middle ground: hosted for performance but registered to a consumer ISP, so sites treat them as real users. Our post on [ISP proxies](https://quantumproxies.io/blog/isp-proxies-explained-when-and-why-to-use-them) covers when that premium is worth it, and [the full proxy-type comparison](https://quantumproxies.io/blog/mobile-vs-residential-vs-isp-proxies-which-one-should-you-use-in-2026) maps every tier to a use case.

## Frequently asked questions

### What are datacenter proxies used for?

SEO and rank monitoring, price tracking on open sites, QA and load testing, hitting public APIs, and high-volume scraping of lenient targets. Anywhere speed, concurrency and low bandwidth cost matter more than looking like a residential user, datacenter proxies are the efficient choice.

### Are datacenter proxies better than residential?

Neither is universally better - they optimise for different things. Datacenter proxies win on speed, concurrency and cost (5 to 15 times cheaper per GB). Residential proxies win on trust and low block rates. Pick datacenter for lenient targets and residential for sites that score IP type.

### Why do datacenter proxies get blocked more?

Their IPs are visibly non-residential and are sold in contiguous subnet blocks, so anti-bot systems can flag an entire `/24` when one address misbehaves and can identify datacenter ASNs directly. On sites that weight IP type, that lowers the starting trust score. Private, dedicated IPs reduce the risk.

### Can I get unlimited-bandwidth datacenter proxies?

Yes - dedicated datacenter IPs are often sold per IP per month with no per-gigabyte metering, which is why they suit bandwidth-heavy jobs like load testing and large light crawls. Shared and rotating datacenter plans are usually priced per GB but at a fraction of residential rates.

Datacenter proxies aren't the budget compromise - they're the right tool for lenient targets, APIs, QA and volume work where speed and price win. Reserve residential for the sites that actually score IP type. Match the proxy to the target's defences and you stop overpaying for stealth you don't need.

[Start with QuantumProxies datacenter proxies](https://quantumproxies.io/datacenter-proxies)


---

# Free Proxy Lists: The Hidden Costs, Measured Honestly

A free proxy list advertises tens of thousands of IPs across 180 countries. The uncomfortable numbers behind that headline: a 15-second liveness check, a pool that churns hourly, and a real success rate near zero.

A free proxy list is one of the most tempting things on the internet: tens of thousands of IP addresses, 180-plus countries, refreshed every minute, downloadable as TXT, JSON or CSV, for exactly zero dollars. If it worked, nobody would ever pay for proxies. It does not work — not for anything that matters — and the reasons are measurable rather than opinion. This post does the honest arithmetic on free proxy lists: what "working" actually means, why the pool is burned before you touch it, the real security risk, and where genuinely cheap paid proxies change the maths.

## "Working" means it answered a 15-second ping

Start with the headline claim. Popular lists advertise their IPs as "verified" and "live", rechecked every minute. Read the fine print and the verification is a connection attempt with a 15-second timeout. That is the entire bar: the proxy accepted a TCP connection within fifteen seconds. It says nothing about whether the IP can load your target, whether it is rate-limited, whether it injects content, or whether it is already blocklisted by every anti-bot vendor. A proxy can be "live" on the list and return a 403 on the first real request — the two are unrelated. One well-known GitHub mirror openly reports a snapshot of around 3,000 working proxies from roughly 115 countries, refreshed every five minutes. Refreshed every five minutes means the pool is completely different an hour later; the IPs you validated this morning are dead by lunch.

## The pool is burned before you arrive

Here is the structural problem no amount of list-refreshing fixes: a free proxy is public, which means every scraper, spammer and bot operator on earth is hammering the same IP you just downloaded. By the time an address appears on a public list, thousands of strangers have already used it against Google, Amazon, Cloudflare and the login pages you care about. It is not a fresh IP — it is a shared, abused one, almost certainly already rate-limited or blocklisted on your exact target. You are not getting a clean identity; you are inheriting a burned one. That is the opposite of what a proxy is for, and it is why success rates against any protected site sit near zero. Our breakdown of [how websites detect proxies](https://quantumproxies.io/blog/how-websites-detect-proxies) explains why a shared, high-abuse IP is flagged instantly.

```python
import requests

# a typical free-list test: most fail, the survivors are burned
free = ["http://14.239.189.250:8080", "http://103.127.252.57:3128"]
ok = 0
for p in free:
    try:
        r = requests.get("https://httpbin.org/ip",
                         proxies={"http": p, "https": p}, timeout=8)
        if r.status_code == 200:
            ok += 1
    except Exception:
        pass
print(f"{ok}/{len(free)} reachable  # and 'reachable' != 'passes your target'")
```

![Comparison diagram of a free proxy list versus a cheap paid proxy pool across success rate, security and stability](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335194/blog/generated/qp-b9-063-diag1.png)
*Free is only free upfront — the churn, the burned IPs and the leak risk are the price you pay later.*

## The part that should worry you: MITM and leaks

Cost aside, free proxies are a genuine security hazard, and the operators say so. Public list providers themselves warn that the proxies are run by unknown volunteers and "may be infected". A proxy sees all of your traffic. An HTTP proxy operated by a malicious party can read and modify anything unencrypted, inject scripts or ads into pages, harvest any credentials you send, and log every site you visit. Even over HTTPS, a hostile exit can attempt certificate tricks or simply record metadata about where you connect. Feeding a scraper — let alone a login flow — through a random stranger's server is handing them a tap on your session. If the work touches accounts, personal data or anything you would not post publicly, a free proxy is disqualifying on privacy grounds alone. And the transparent-tier proxies these lists include leak your real IP in the forwarding headers, so they do not even provide anonymity.

## The hidden bill: your time

Free proxies are not free; the cost just moves from your card to your calendar. Because the pool churns constantly, you build and maintain a fetch-and-validate loop, re-test hundreds of IPs before every run, retry each request several times as dead exits fail, and debug phantom problems that are really just a proxy that died mid-job. Bandwidth is unmetered in the worst way — the operators cannot tell you how much a free proxy can carry, so it may stall halfway through a large download. Add up the engineering hours and the failed runs and the "free" option is frequently more expensive than a paid one, which is the exact argument in our post on [why cheap proxies cost more long-term](https://quantumproxies.io/blog/why-cheap-proxies-cost-you-more-in-the-long-run) — and free is just the extreme case of cheap.

![Stat panel showing a free proxy's 15-second liveness test, snapshot working count, full pool churn and shared IP problem](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335195/blog/generated/qp-b9-063-diag2.png)
*The numbers behind a free list: 'live' means a 15-second connect, the pool churns every few minutes, and every IP is shared.*

## The honest alternative: actually-cheap paid proxies

The counter to "free lists are bad" is not "buy the most expensive premium pool." It is to pay a little for IPs that are yours, clean and stable. A [cheap proxy plan](https://quantumproxies.io/cheap-proxies) gives you exits that are not shared with the entire internet, are validated for real use rather than a 15-second ping, come with genuine country targeting you can rely on, and carry encrypted traffic no stranger is logging. For scraping and automation on a budget, [residential basic proxies](https://quantumproxies.io/residential-basic-proxies) deliver real-device IPs at an entry price — the same infrastructure the free lists pretend to be, without the abuse history or the leak risk. Before you trust any pool, free or paid, run a sample through our free [IP quality checker](https://quantumproxies.io/ip-checker) to see the fraud score you are actually working with. If you are still weighing tiers, [cheap vs premium proxies](https://quantumproxies.io/blog/cheap-proxies-vs-premium-proxies-what-s-the-real-cost) lays out where each makes sense.

[Swap the free list for cheap, clean proxies](https://quantumproxies.io/cheap-proxies)

## When a free proxy is fine

Candour cuts both ways. There is exactly one situation where a free proxy is reasonable: a throwaway, non-sensitive, one-off request to a site with no anti-bot protection, where you do not care if it fails and you are sending nothing private. Checking whether a public page is geo-blocked, for instance. The moment there is a login, a credential, personal data, a protected target, or a job that has to actually complete, the free list stops being a shortcut and becomes a liability. Pick the tool for the stakes, and choose your provider with the checklist in [how to choose a safe, ethical proxy provider](https://quantumproxies.io/blog/how-to-choose-safe-ethical-proxy-providers).

## Frequently asked questions

### Are free proxy lists safe to use?

No, not for anything sensitive. Free proxies are operated by unknown volunteers, and the list providers themselves warn the proxies may be infected. A malicious exit can read and modify your unencrypted traffic, inject content and harvest credentials. Never route logins, personal data or account activity through a free proxy.

### Why do free proxies fail so often?

Because they are public and shared by countless users, so they are already rate-limited or blocklisted on popular targets before you download them. "Live" on a list only means the IP answered a 15-second connection test, not that it will load your target. The pool also churns every few minutes, so today's working IPs are dead within the hour.

### How many free proxies actually work?

Of tens of thousands listed, a snapshot might show a few thousand "working" against a basic connection test — but against a real, protected target the effective success rate is typically a few percent or less, because those survivors are shared and burned. The usable yield after your own validation is far smaller than the headline count.

### Are cheap paid proxies worth it over free?

Almost always. For a few cents you get IPs that are yours rather than shared, validated for real use, stable rather than churning, geo-targetable, and encrypted so no stranger logs your traffic. Once you count the engineering time and failed runs a free list costs, cheap paid proxies are usually the cheaper option overall.

Free proxy lists are free the way a found USB stick is free: the price is paid later, in failed jobs, wasted hours and the risk of what is running on the other end. Do the honest math and a cheap, clean pool wins on cost and safety at the same time.

[Start with clean residential basic proxies](https://quantumproxies.io/residential-basic-proxies)


---

# SOCKS5 vs HTTP Proxy: The Real Differences & When to Use Each

SOCKS5 relays any TCP or UDP traffic and never reads it; an HTTP proxy understands the web and can shape it. Neither is 'better' — here is the layer-by-layer difference and a clear rule for choosing.

Ask which is better, SOCKS5 or HTTP, and you will get a dozen confident and contradictory answers. The reason is that they solve different problems at different layers of the network. A SOCKS proxy is essentially a low-level TCP relay: any TCP connection can travel through it, and it neither reads nor understands what it forwards. An HTTP proxy sits higher up — it understands HTTP requests, and through the CONNECT method it can also tunnel encrypted traffic, which makes its capability a superset of a plain SOCKS relay for web work. Choosing well is not about speed leaderboards; it is about matching the proxy to the traffic. This guide breaks down the layer, the encryption, the UDP question and tool compatibility, then gives you a rule you can apply without thinking.

## The core difference: what each proxy understands

SOCKS operates near the transport layer and is protocol-agnostic. It takes your bytes and passes them to the destination, whether that is web traffic, email, a game protocol or a torrent — it does not interpret or modify anything. That is its strength and its limit: maximum flexibility, zero awareness. An HTTP proxy operates at the application layer and speaks the web's language. Because it understands requests, it can cache responses, filter content, and read or rewrite headers — capabilities a SOCKS proxy structurally cannot offer. For scraping, that awareness is useful: header control is part of looking human, a topic we dig into in [how websites detect proxies](https://quantumproxies.io/blog/how-websites-detect-proxies).

## Encryption, UDP and ports

Three technical distinctions decide most real cases:

- **Encryption.** Neither proxy type encrypts your traffic by itself — authentication is not encryption. With an HTTP proxy the CONNECT tunnel carries your existing TLS to an `https://` target end-to-end, so the payload stays encrypted. SOCKS simply relays whatever you send; if it is already TLS, it stays TLS, but the proxy adds no protection of its own.
- **UDP.** SOCKS5 handles both TCP and UDP, which matters for anything real-time — voice, video, games, some P2P. HTTP CONNECT is TCP-only, so UDP-based protocols cannot go through an HTTP proxy at all.
- **Ports and firewalls.** SOCKS runs on a dedicated service, and some corporate firewalls block it outright while permitting HTTP and HTTPS. An HTTP proxy can blend into normal web traffic, so it is the more reliable choice on locked-down networks.
- **IPv4 and IPv6.** SOCKS5 supports IPv6 as well as IPv4, useful when your targets or exits are v6.

SOCKS4 is worth a one-line dismissal: it predates SOCKS5 and lacks authentication and UDP support, so there is rarely a reason to choose it today. When people say 'SOCKS', they almost always mean SOCKS5.

Tool support is the other quiet decider. Almost every HTTP client, scraping framework and browser accepts an HTTP proxy with no plugins, whereas SOCKS sometimes needs an extra library — Python Requests, for instance, only speaks SOCKS after you install the socks extra. On the other side, several categories of software expect SOCKS specifically: many antidetect browsers, torrent clients and SSH tunnels are built around it, and a few specialised tools support nothing else. Before you commit a workflow to one protocol, check what your actual stack accepts, because the compatibility answer often makes the decision for you.

![Side-by-side comparison of SOCKS5 and HTTP proxies showing SOCKS5 as a raw TCP and UDP relay versus HTTP as a web-aware proxy that can cache, filter and set headers](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335194/blog/generated/qp-b9-062-diag1.png)
*SOCKS5 is a blind, flexible relay for any protocol; an HTTP proxy understands the web and can shape it. That single distinction drives almost every choice between them.*

## Speed: is SOCKS5 really faster?

SOCKS5 usually shows lower latency, and the reason is simple: it does less. It establishes a connection and shuttles bytes without parsing or modifying them, which trims per-request overhead and makes it a favourite for downloads, streaming and bulk transfers. An HTTP proxy does more work per request, but that work — header handling, caching, connection reuse — is exactly what lets it sustain a high volume of small web requests efficiently. So the honest answer is that SOCKS5 tends to win on raw throughput for large transfers, while a good HTTP proxy wins on requests-per-second for scraping. In practice the exit IP's quality and location affect your real-world speed far more than the protocol choice does.

## Using each in practice

The syntax barely changes between them — only the scheme. In curl you switch with the proxy URL; note `socks5h` pushes DNS resolution to the proxy, which prevents DNS leaks and resolves geo-fenced hostnames from the exit's location:

```bash
# HTTP proxy
curl -x http://USER:PASS@gate.quantumproxies.io:PORT https://httpbin.org/ip

# SOCKS5 proxy (the trailing 'h' = resolve DNS on the proxy)
curl -x socks5h://USER:PASS@gate.quantumproxies.io:PORT https://httpbin.org/ip
```

Python Requests needs one extra install for SOCKS — `pip install requests[socks]` — then the proxies dict is identical apart from the scheme. More recipes are in our [curl proxy guide](https://quantumproxies.io/blog/curl-with-proxy-examples) and [Python Requests proxy guide](https://quantumproxies.io/blog/python-requests-proxy-guide):

```python
import requests  # after: pip install requests[socks]

proxies = {
    "http":  "socks5h://USER:PASS@gate.quantumproxies.io:PORT",
    "https": "socks5h://USER:PASS@gate.quantumproxies.io:PORT",
}
print(requests.get("https://httpbin.org/ip", proxies=proxies, timeout=15).json())
```

The good news is that you rarely have to commit up front. Every [SOCKS5 proxy](https://quantumproxies.io/socks5-proxies) plan exposes HTTP and SOCKS5 on the same gateway, so switching protocols is a scheme swap rather than a new purchase — you can run scraping over HTTP and a specialised tool over SOCKS5 against the same credentials.

![Decision checklist for choosing between SOCKS5 and HTTP proxies based on the job: non-HTTP protocols and UDP versus web scraping and header control](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335194/blog/generated/qp-b9-062-diag2.png)
*Reach for SOCKS5 for non-HTTP protocols, UDP and large transfers; reach for HTTP(S) for scraping, header control and networks that block SOCKS.*

## Frequently asked questions

### Is SOCKS5 faster than an HTTP proxy?

Usually, yes, for raw throughput — SOCKS5 does less work per connection because it relays bytes without reading or modifying them, which lowers latency and suits large transfers and streaming. For high-volume web scraping, a good HTTP proxy can match or beat it on requests per second thanks to header handling and connection reuse. In reality, exit IP quality and location influence your measured speed more than the protocol.

### Should I use SOCKS5 or HTTP for web scraping?

HTTP is the default for web scraping and APIs, because header and cookie control are part of passing as a real browser and tool support is broadest. Reach for SOCKS5 when a specific tool only speaks SOCKS, when you need non-HTTP protocols or UDP, or when you want DNS resolved proxy-side with `socks5h`. Many teams use HTTP for scraping and keep SOCKS5 available for edge cases.

### Does SOCKS5 encrypt my traffic?

No. A SOCKS5 proxy does not add encryption — authentication protects who can use it, not the data in transit. If you connect to an `https://` site, that traffic is already encrypted by TLS and stays that way through the proxy, but the SOCKS layer itself provides no confidentiality. For sensitive traffic, rely on TLS to the target rather than expecting the proxy to secure it.

### What is the difference between SOCKS4 and SOCKS5?

SOCKS5 is the modern version and supports authentication, UDP traffic and IPv6; SOCKS4 is older and supports none of those. Because SOCKS5 also handles proxy-side DNS resolution and username/password auth, there is almost no reason to choose SOCKS4 today. When a provider or tool says 'SOCKS', assume SOCKS5 unless it explicitly states otherwise.

The rule is short: if it is the web, use HTTP; if it is anything else — UDP, another protocol, a SOCKS-only tool, or a firewall that permits nothing else — use SOCKS5. Since a single gateway gives you both, the smarter move is to stop debating and keep both in reach.

[Get HTTP and SOCKS5 on one gateway](https://quantumproxies.io/socks5-proxies)


---

# Proxy vs VPN for Web Scraping: Why a VPN Stalls at Scale

A VPN and a proxy both hide your IP - and that is where the similarity ends. For scraping, one of them stalls in minutes. Here is the math on why, and what to use.

On the surface a VPN and a proxy do the same thing: both swap your real IP for another. That resemblance is cosmetic. Under the hood they are built for opposite jobs - a VPN protects one human on one connection for hours, a proxy network supports thousands of short-lived requests that each look like a different visitor. For web scraping that difference is decisive. This is the honest **proxy vs VPN for web scraping** comparison, with the arithmetic that shows exactly where a VPN falls over.

## What an anti-bot engine actually measures

Websites do not care why you are sending requests - they score patterns. Three signals dominate: request frequency per IP, the IP's reputation and history, and behavioural consistency over time. Judge a VPN and a rotating proxy against those three and the outcome is not a matter of opinion, it is a matter of counting.

Take a deliberately modest scraper: one page per second, sixty pages a minute. Behind a VPN, the target sees sixty requests from a single IP inside sixty seconds - past almost any rate-limit threshold, so you earn a CAPTCHA, a 403, or an outright ban. Behind rotating residential proxies, the same sixty requests exit from sixty different IPs, each one looking like a normal user making a single visit. No threshold is crossed. Same workload, opposite result - and it only diverges harder as volume climbs.

![Diagram contrasting 60 requests from one VPN IP getting blocked versus 60 requests spread across 60 rotating proxy IPs passing](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335193/blog/generated/qp-b9-061-diag1.png)
*The risk engine counts requests per IP. A VPN concentrates them; a rotating proxy spreads them thin.*

## Why a VPN concentrates risk

A VPN operates at the operating-system level, routing every packet from the device through one encrypted tunnel to one exit at a time. That is perfect for a person who wants privacy - and wrong for a scraper. It gives you a static or semi-static IP per session, and switching servers means tearing down and rebuilding the tunnel, which you cannot do cleanly between requests. Worse, commercial VPNs advertise shared servers: hundreds or thousands of users exit through the same address ranges, which are catalogued as datacenter IPs, scored, and throttled by major sites. Free VPNs are the extreme case - almost entirely abused datacenter ranges that are flagged and blocked on sight.

The encryption a VPN sells so hard is also dead weight for scraping. HTTPS already encrypts your request payloads end-to-end; the VPN's extra AES layer just adds CPU overhead and latency without improving your IP reputation one bit. For high-volume collection, throughput and consistency beat cryptographic strength every time - which is why serious data pipelines skip VPNs entirely. If you are weighing this specifically for phone-based platforms, our [mobile proxies vs VPNs](https://quantumproxies.io/blog/mobile-proxies-vs-vpns-what-s-better-for-scaling) breakdown goes further.

## Why a proxy distributes it

A proxy operates at the application layer, so it routes only the traffic you point at it - and it can route different requests through different exits inside the same script. That granularity is the whole game. A [rotating gateway](https://quantumproxies.io/rotating-proxies) hands you a fresh IP on every request across a large pool, so the per-IP counter never climbs. Sticky sessions keep one identity when a flow (a login, a multi-step cart) needs it, then release it. No encryption tax, HTTP and SOCKS5 on the same endpoint, and pricing that scales with usage rather than per-device seats. Proxies protect the workflow; VPNs protect the user. For scraping you want the former. Our primer on [why IP rotation matters](https://quantumproxies.io/blog/what-is-ip-rotation-and-why-it-s-crucial-in-2026) covers the mechanics.

```python
import requests

# Per-request geo control - impossible to do cleanly with a VPN
GATE = "gate.quantumproxies.io:8000"

def fetch(url, country):
    # the exit country is selected right in the proxy username
    proxy = f"http://USER-country-{country}:PASS@{GATE}"
    return requests.get(url, proxies={"http": proxy, "https": proxy}, timeout=20)

# Same script, three markets, three exit countries - one endpoint
for cc in ("us", "de", "jp"):
    r = fetch("https://example.com/pricing", cc)
    print(cc, r.status_code)
```

## Concurrency is where a VPN simply can't compete

Scale is not just more requests - it is many at once, from many places. A VPN routes the whole machine through one exit, so ten concurrent workers all share one IP and one geo; you have multiplied your rate-limit risk, not your throughput. A proxy pool lets each of those workers pull a different exit, so concurrency actually buys you speed. This is the single biggest reason VPNs are fine for a manual test and useless in production.

```python
import concurrent.futures as cf
import requests

ROT = "http://USER:PASS@rotating.quantumproxies.io:8000"
urls = [f"https://example.com/item/{i}" for i in range(1, 101)]

def get(url):
    # each concurrent worker gets its own fresh exit IP
    r = requests.get(url, proxies={"http": ROT, "https": ROT}, timeout=20)
    return url, r.status_code

with cf.ThreadPoolExecutor(max_workers=20) as pool:
    for url, code in pool.map(get, urls):
        pass  # 100 pages, 100 IPs, all in parallel - a VPN can't do this
```

Notice the shape of that win: concurrency multiplies throughput only because each worker holds a distinct IP. Point ten workers at one VPN exit and you have not gone ten times faster - you have handed the target ten times the per-IP request rate to notice and throttle. Parallelism and rotation are really the same feature here, and a VPN offers neither at the request level.

![Feature comparison of VPN versus proxy across network layer, encryption, IP rotation and geo control for web scraping](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335193/blog/generated/qp-b9-061-diag2.png)
*A VPN is a privacy tool for a person; a proxy is a data tool for a pipeline. They are not substitutes.*

## When a VPN is genuinely fine

Candour converts, so here is the honest boundary: if you are pulling a handful of pages by hand, checking how a site looks from one other country, or doing a quick one-off test, a VPN is perfectly adequate and simpler to set up. The moment automation and volume enter - concurrent workers, thousands of pages, multiple target countries, a schedule - the VPN's single-IP model becomes the bottleneck. Do not over-buy for a manual task, but do not ship a production scraper on a VPN either. If your flow mixes both stateless bursts and stateful sessions, our note on [sticky vs rotating sessions](https://quantumproxies.io/blog/sticky-sessions-vs-rotating-proxies) helps you pick per step.

[Scale your scraper on rotating residential proxies](https://quantumproxies.io/residential-proxies)

## Frequently asked questions

### Is a proxy or VPN better for web scraping?

A proxy, decisively, for anything automated. Proxies route at the application level, rotate IPs per request, control geo per request, and carry no encryption overhead - so a scraper spreads its load across many IPs and stays under rate limits. A VPN routes the whole device through one exit, which concentrates requests on a single IP and gets blocked fast at scale.

### Why does my VPN get blocked when scraping?

Two reasons. All your requests exit one shared VPN IP, so the per-IP request rate spikes past the site's threshold; and commercial VPN servers use datacenter ranges that anti-bot systems already recognise and score down. Concentrated volume plus a flagged IP is the exact recipe for a rate limit, CAPTCHA or ban.

### Can I use a VPN and proxy together?

Technically yes, but for scraping it is pointless. Stacking a VPN under a proxy adds a second intermediary, more latency and encryption overhead, with no benefit to your IP reputation or rotation. The proxy already handles the IP masking and geo you need. Use one or the other; for data collection, the proxy.

### Do proxies encrypt traffic like a VPN?

Not at the transport level by default - and for scraping that is fine, because HTTPS already encrypts your request and response payloads end to end. A VPN's extra encryption mainly adds CPU cost. If you specifically need the connection to the proxy itself encrypted, use an HTTPS or SOCKS5 proxy; the target payloads are protected by TLS regardless.

A VPN and a proxy answer different questions. 'How do I browse privately as one person?' - VPN. 'How do I collect data from many places without being blocked?' - proxy. Confuse the two and your scraper dies at the first rate limit. Match the tool to the job and it scales.

[Get rotating residential proxies built for scraping](https://quantumproxies.io/residential-proxies)


---

# Scraping Crypto and NFT Market Data Beyond the Exchange APIs

Exchange APIs are rate-limited and only cover the coins they list. DEX pairs, NFT floors and mint calendars live on JS-heavy pages behind bot detection. Here's how to collect all of it reliably.

Crypto market data looks like it should be easy — surely every exchange has an API? They do, but those APIs are rate-limited, cover only the assets that exchange lists, and say nothing about the two places where a lot of the alpha lives: decentralised exchange (DEX) pairs and NFT marketplaces. If you're building a price tracker, a listing bot, or an alt-data feed, you'll hit the API ceiling fast and have to scrape the rest. This guide covers the layers of crypto and NFT data, when to use an API versus scraping, and the proxy setup that keeps a real-time feed running. It's about data collection, not investment advice.

## Three layers of market data

Think of the data in three tiers. Centralised exchange and aggregator data — price, market cap, circulating supply, 24h volume, and 1h/24h/7d change — is what sites like CoinMarketCap and CoinGecko surface, and it's the easiest to get. DEX data — live pair prices, liquidity, new listings — lives on JavaScript-rendered pages and rarely has a clean free API. NFT data — floor prices, listing counts, mint calendars — sits on marketplace pages that render client-side and run bot detection. Most projects need at least two of these tiers, which is why an API alone never covers you.

## Start with the aggregator API

For top-of-book CEX data, use a public aggregator API first — it's free JSON, fast, and already normalised. The catch is the rate limit: free tiers cap you at a modest number of calls per minute, which falls apart the moment you poll hundreds of assets frequently. Pull the bulk snapshot in as few calls as possible, then scrape the long tail the API doesn't cover.

```python
import requests

# one call returns the top 100 by market cap, already normalised
r = requests.get(
    "https://api.coingecko.com/api/v3/coins/markets",
    params={"vs_currency": "usd", "order": "market_cap_desc",
            "per_page": 100, "page": 1},
    timeout=15,
)
for c in r.json()[:5]:
    print(c["symbol"], c["current_price"],
          c["total_volume"], c["price_change_percentage_24h"])
```

When you outgrow the free rate limit, spread requests across rotating IPs so the per-IP cap stops being your ceiling. Because aggregator endpoints are API-like and lenient, fast [datacenter proxies](https://quantumproxies.io/datacenter-proxies) are the economical choice here — cheap, quick, and enough to parallelise polling without tripping limits.

![Comparison diagram of exchange APIs versus scraping for crypto data, showing rate limits and coverage of DEX pairs and NFT floor prices](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335192/blog/generated/qp-b9-060-diag1.png)
*Aggregator APIs give you clean CEX data fast but cap you and skip DEX pairs and NFTs — scraping fills exactly those gaps.*

## DEX pairs and exchange pages: render the JavaScript

DEX pair pages and many exchange market pages draw their prices and charts with JavaScript behind aggressive bot detection — a raw HTTP request gets an empty shell. To read live pair prices, liquidity or a token's full trading view, you render the page in a headless browser routed through a proxy. Wait for the price element rather than a fixed sleep, and rotate the exit IP per run so the endpoint doesn't fingerprint a repeating visitor.

```python
from playwright.sync_api import sync_playwright

PROXY = {"server": "http://gate.quantumproxies.io:8000",
         "username": "USER", "password": "PASS"}

def pair_price(url, selector):
    with sync_playwright() as p:
        browser = p.chromium.launch(proxy=PROXY)
        page = browser.new_page()
        page.goto(url, wait_until="networkidle", timeout=30000)
        page.wait_for_selector(selector)          # wait for the price to render
        price = page.inner_text(selector)
        browser.close()
        return price
```

If you're rendering many of these, maintaining a browser fleet plus proxy rotation gets heavy. A [Scraper API](https://quantumproxies.io/scraper-api) renders the JavaScript, defeats the bot layer and returns clean data in one call — our note on [scraping JavaScript-heavy sites](https://quantumproxies.io/blog/scraping-javascript-heavy-websites-with-proxies) explains when to switch.

[Render JS-heavy crypto pages with Scraper API](https://quantumproxies.io/scraper-api)

## NFT floors and mint calendars

NFT data is what listing bots and floor-sweepers run on: the current floor price of a collection, how many are listed, and when new mints go live. Marketplace pages render client-side, so the reliable approach is to snapshot a collection's floor on a tight schedule and diff it — a drop in the floor or a spike in listings is the signal traders act on. Mint calendars are the same pattern applied to upcoming drops: poll the calendar, capture new entries, and alert on the ones you care about.

```python
import time

def watch_floor(collection_url, selector, interval=60):
    last = None
    while True:
        floor = float(pair_price(collection_url, selector).strip(" ETH"))
        if last is not None and floor < last:
            print(f"floor dropped {last} -> {floor}")   # act on the dip
        last = floor
        time.sleep(interval)                              # snapshot cadence
```

This is where listing bots live or die on their data. A sniping bot that reacts to a floor drop or a new listing is only as fast as its feed, and a feed that's rate-limited or getting blocked is worthless. The bots that win poll their target collections aggressively, from clean rotating IPs, and normalise everything into one shape — collection, price, currency, timestamp — so a drop is comparable across marketplaces. The scraping problem and the trading problem are the same problem: keep the data fresh and never get shut out of the source.

![Flow diagram of a crypto data pipeline pulling from centralized exchanges, DEX pairs and NFT marketplaces through proxies into a time-series store](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335192/blog/generated/qp-b9-060-diag2.png)
*One pipeline normalises CEX, DEX and NFT signals; the value is in snapshotting on a cadence, not a single pull.*

## Which proxies for which layer

Match the proxy to the target. Aggregator and public JSON endpoints are lenient — fast, cheap [datacenter proxies](https://quantumproxies.io/datacenter-proxies) with rotation handle them and keep your per-GB costs low. DEX pages, exchange market views and NFT marketplaces run real bot detection, so those want residential IPs or a Scraper API that carries a browser fingerprint. The mistake to avoid is paying for residential bandwidth on endpoints that would happily serve a datacenter IP — that's covered in our [guide to when datacenter proxies win](https://quantumproxies.io/blog/datacenter-proxies-when-to-use). And because these feeds power alt-data strategies, the same collection discipline from our [alt-data for funds](https://quantumproxies.io/blog/alternative-data-web-scraping-finance) guide applies: timestamp everything and snapshot on a fixed cadence.

## Frequently asked questions

### Why scrape crypto data when exchanges have APIs?

Exchange APIs are rate-limited and only cover the assets that exchange lists. They don't expose DEX pair prices, NFT floor prices or mint calendars, and free tiers cap your call volume. Scraping fills those gaps — the long tail of tokens, decentralised markets and marketplace data — and lets you aggregate across sources the APIs never connect.

### Do I need proxies to scrape crypto and NFT data?

For light use of a public API, no. For frequent polling or scraping DEX and NFT pages, yes. Aggregator endpoints cap you per IP, so rotating datacenter proxies raise your throughput. DEX and marketplace pages run bot detection, which needs residential IPs or a Scraper API that renders JavaScript and carries a browser fingerprint.

### How do I scrape NFT floor prices?

Marketplace collection pages render client-side, so render the page in a headless browser through a proxy, wait for the floor-price element, and snapshot it on a schedule. Diff consecutive snapshots to catch drops and listing spikes. Rotate exit IPs per run and pace your polling so the marketplace doesn't flag a repeating visitor.

### How often should I snapshot crypto prices?

It depends on the use case. Portfolio tracking is fine at minutes; DEX and NFT floor monitoring for trading signals often wants tighter intervals, down to seconds for the most active pairs. Faster polling raises your request volume and block risk, so spread it across rotating IPs and store timestamps to reconstruct the series.

Crypto and NFT market data spans three tiers — CEX aggregators, DEX pairs, NFT floors and mints — and no single API covers them. Start with the aggregator for clean CEX snapshots, render the JS-heavy DEX and marketplace pages through proxies, and match the proxy type to how guarded each target is: cheap datacenter IPs for lenient JSON, residential or a Scraper API for the guarded pages. Snapshot on a cadence, timestamp everything, normalise into one shape, and you have a feed that sees the whole market, not just the coins one exchange happens to list.

[Start collecting market data with QuantumProxies](https://quantumproxies.io/datacenter-proxies)


---

# How to Build a Job Board Aggregator: Sources, Dedup and Freshness

A good job aggregator is three engineering problems: where to source listings, how to dedupe them, and how to keep them fresh. Solve those and the scraping is the easy part — here is the blueprint.

A job board aggregator is a search engine for job posts: it pulls listings from many sources and shows them in one place. The hard parts are not the HTTP requests — they are choosing the right sources, deduplicating the same job that appears on five sites, and keeping everything fresh so you are not showing roles that filled last month. Get those three right and you have a defensible product; get them wrong and you have a stale, duplicate-ridden feed that erodes trust. This guide is the engineering blueprint: source mix, canonical dedup, freshness, the jobs SERP vertical, and the legal lines to respect. It is informational, not legal advice.

## Source tier 1: public ATS endpoints

The cleanest job data on the internet is not on job boards — it is on company career pages powered by applicant tracking systems, most of which expose structured JSON. Greenhouse, Lever, Ashby, BambooHR, iCIMS, Paylocity and Workday all serve listings you can request directly, no HTML parsing. An open-source aggregator that pulls from all seven fetches them in parallel and tunes worker counts to each platform's rate limits — roughly 50 concurrent for Workday, 30 for Greenhouse/Lever/iCIMS, 10 for BambooHR, and 5 for the tightest limiters. This tier gives you canonical titles, locations, salary bands and apply URLs straight from the employer, which makes it the backbone of any serious aggregator.

```python
import httpx

# Greenhouse exposes a public board JSON endpoint per company slug
def fetch_greenhouse(slug: str) -> list[dict]:
    url = f"https://boards-api.greenhouse.io/v1/boards/{slug}/jobs?content=true"
    r = httpx.get(url, timeout=20)
    r.raise_for_status()
    jobs = r.json().get("jobs", [])
    return [{
        "source": "greenhouse",
        "external_id": str(j["id"]),
        "title": j["title"],
        "company": slug,
        "location": (j.get("location") or {}).get("name"),
        "apply_url": j["absolute_url"],
        "updated_at": j.get("updated_at"),
    } for j in jobs]

rows = fetch_greenhouse("examplecompany")
print(len(rows), "roles")
```

To find companies to poll, harvest ATS slugs at scale from a web index rather than by hand — scanning Common Crawl's URL archives for ATS domain patterns can surface tens of thousands of company identifiers. That discovery crawl is itself a scraping job; route it through a [datacenter proxy](https://quantumproxies.io/datacenter-proxies) pool since the index is lenient and speed matters more than IP reputation there.

## Source tier 2: the jobs SERP vertical

ATS feeds miss everything posted only to aggregator sites, regional boards or Google's own jobs experience. The efficient way to cover that long tail without scraping a dozen boards individually is the jobs SERP vertical — a structured query that returns the jobs Google surfaces for a role and location, already normalised. Our [SERP API](https://quantumproxies.io/serp-api) exposes a jobs vertical alongside news, images and shopping, so you can pull role listings by keyword and geo as JSON and fold them into the same pipeline:

```python
import httpx

def fetch_jobs_serp(query: str, location: str) -> list[dict]:
    r = httpx.get(
        "https://api.quantumproxies.io/serp",
        params={"engine": "google_jobs", "q": query,
                "location": location, "api_key": "QP_API_KEY"},
        timeout=30,
    )
    jobs = r.json().get("jobs", [])
    return [{
        "source": "jobs_serp",
        "external_id": j.get("job_id"),
        "title": j.get("title"),
        "company": j.get("company_name"),
        "location": j.get("location"),
        "apply_url": (j.get("apply_options") or [{}])[0].get("link"),
    } for j in jobs]

serp_rows = fetch_jobs_serp("react developer", "Austin, TX")
```

Run the same query across your target cities on a schedule and you have geo coverage no single ATS feed provides. Because SERP results shift by location, geo-target each query — our post on [how SERP scraping works in 2026](https://quantumproxies.io/blog/how-serp-scraping-works-in-2026) covers the geo and pagination mechanics.

[Pull the jobs vertical from the SERP API](https://quantumproxies.io/serp-api)

![Pipeline diagram showing job data sourced from ATS APIs, jobs SERP and direct boards, then normalised, deduplicated and refreshed](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335191/blog/generated/qp-b9-059-diag1.png)
*Three source tiers feed one schema; dedup and a freshness window turn raw listings into a trustworthy aggregator.*

## Dedup by canonical key

The same job routinely appears on the company site, two aggregators and a Google jobs card. Showing it four times is the fastest way to look broken. The standard fix is a canonical key: normalise and hash the combination of job title, company, location and — when available — the source's external job ID. Lowercase, strip punctuation and collapse whitespace before hashing so "Sr. Software Engineer" and "senior software engineer" collapse together.

```python
import re, hashlib

def canonical_key(job: dict) -> str:
    def norm(s):
        return re.sub(r"[^a-z0-9]+", " ", (s or "").lower()).strip()
    basis = "|".join([
        norm(job.get("title")),
        norm(job.get("company")),
        norm(job.get("location")),
        (job.get("external_id") or ""),
    ])
    return hashlib.sha1(basis.encode()).hexdigest()

def dedupe(rows: list[dict]) -> list[dict]:
    seen, out = set(), []
    for job in rows:
        k = canonical_key(job)
        if k not in seen:
            seen.add(k)
            out.append(job)
    return out
```

## Freshness is a feature, not an afterthought

A job board's credibility is its freshness. Two mechanics keep it honest: re-fetch each source on a schedule (hourly for high-volume ATS feeds, daily for the long tail), and prune anything you have not re-seen in a rolling window — 30 days is a sensible default, shorter for fast-moving markets. Track a per-source last-seen timestamp and a daily count so you can spot when a source silently breaks; an aggregator that watches its own volume can open an alert the moment a platform's numbers drop off a cliff. Our note on [running scrapers as production software](https://quantumproxies.io/blog/schedule-monitor-web-scrapers) covers scheduling, drift detection and alerting.

## The legal lines to respect

Job data is where scraping law gets real, because postings can carry personal data (recruiter names, contact details) and detailed descriptions are copyrightable. France's data-protection authority fined the firm KASPR €240,000 for scraping LinkedIn contact data without proper consent; GDPR penalties can reach €20 million or 4% of global turnover, and copyright damages have run to $150,000 per work in US cases. The safer posture is structural: prefer authorised ATS feeds and the jobs SERP over brute-forcing login-walled boards, store factual fields (title, company, location) rather than republishing full copyrighted descriptions, and strip personal data you do not need. Our overview of [web scraping legality in 2026](https://quantumproxies.io/blog/is-web-scraping-legal-2026) and the [LinkedIn compliance](https://quantumproxies.io/blog/linkedin-public-data-scraping-compliance) saga go deeper.

![Stats panel showing seven ATS platforms, a 30-day freshness window and the KASPR 240000 euro fine for LinkedIn scraping](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335191/blog/generated/qp-b9-059-diag2.png)
*Structured ATS feeds plus canonical dedup beat brute-force HTML scraping on cost, coverage and legal exposure.*

## Where proxies fit

The ATS tier rarely needs residential IPs, but the discovery crawl, the SERP vertical and any direct board scraping do — Google and the bigger boards rate-limit by IP and geo-vary their results. Route those through [rotating residential proxies](https://quantumproxies.io/rotating-proxies) with per-request rotation and geo-targeting so each city query comes from a matching location. Keep the tiers separate: cheap datacenter for the lenient index, residential for the sensitive targets.

## Frequently asked questions

### What is a job board aggregator?

It is a search engine for job postings that collects listings from many sources — company career pages, ATS platforms, other boards and the jobs SERP — normalises them into one schema, removes duplicates, and presents them to job seekers in a single searchable place. The engineering work is in sourcing, deduplication and freshness, not just the scraping.

### How do you dedupe job listings from multiple sources?

Build a canonical key by normalising and hashing job title, company, location and the source's external job ID. Lowercase, strip punctuation and collapse whitespace first so variant spellings collapse together. Keep the first occurrence and drop matches. This catches the same role appearing on the employer site, aggregators and Google jobs.

### Is scraping job boards legal?

It depends on the source, the data and your jurisdiction. Public factual listing fields are lower risk than personal data or full copyrighted descriptions, and bypassing login walls raises CFAA-style exposure. Authorised ATS feeds and the jobs SERP are the cleaner routes. Firms have been fined heavily for scraping personal data — get legal advice for commercial use.

### How fresh should aggregated job data be?

Re-fetch high-volume sources like ATS feeds hourly and the long tail daily, then prune any listing you have not re-seen within a rolling window — 30 days is a common default. Track a last-seen timestamp per job and monitor per-source volume so you catch a broken source before users see stale roles.

Treat aggregation as three problems — sources, dedup, freshness — and the scraping becomes a supporting detail. Lead with clean ATS feeds and the jobs SERP vertical, dedupe on a canonical key, prune aggressively, and keep the sensitive crawls on rotating residential IPs. That is the difference between a product people trust and a graveyard of dead links.

[Power your aggregator with the Scraper API](https://quantumproxies.io/scraper-api)


---

# Web Scraping for Academic Research: Ethics, Provenance, Reproducibility

A scraped dataset a reviewer can't reproduce is a liability, not a contribution. Here's how to collect web data for research that survives IRB, peer review, and the day the platform changes its API.

**Web scraping for academic research** has a different bar than commercial scraping. A retailer scraping competitor prices needs the numbers to be right today; a researcher needs them to be defensible for years - reproducible by a reviewer, cleared by an ethics board, and traceable to a source. Since platforms started closing the doors that once made this easy, more researchers are scraping directly, and doing it in ways that quietly break their own studies. This guide covers collecting web data for research that survives IRB, peer review, and the day a site changes. It's practical guidance, not legal advice.

## Why researchers are scraping again

For years, official APIs were the polite front door. That door has narrowed. When Twitter/X ended free academic access in 2023, the replacement tiers ran roughly from a basic plan near $100 a month for around 10,000 posts up to enterprise access in the tens of thousands per month - well beyond most research budgets. Meta shut down CrowdTangle in August 2024, months before a major US election that researchers wanted to study. The 2024 arXiv paper "Web Scraping for Research: Legal, Ethical, Institutional, and Scientific Considerations" (Brown et al.) maps this shift directly: when APIs disappear or price out, careful scraping becomes the reproducible-research tool of last resort. The methods it defines - traditional HTML parsing, collecting from undocumented internal APIs, and browser-plugin collection - each carry different legal and ethical weight.

## Ethics and IRB come before the first request

If your data touches people, treat scraping as human-subjects research until your ethics board says otherwise. Many institutions require an IRB consult and a data-management plan *before* collection, not after - and "it was public" is not a blanket exemption. The practical rules: minimise personal data, don't collect what you won't analyse, store securely, and document who could be identified and how you'll protect them. Public visibility settles whether you *can* reach the data, not whether you *should* collect and keep it. Our note on [GDPR and scraped personal data](https://quantumproxies.io/blog/gdpr-web-scraping-personal-data) covers the privacy-law side when EU residents are involved.

![Checklist contrasting reproducible, ethical scraping practices with the shortcuts that break an academic dataset](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335190/blog/generated/qp-b9-058-diag1.png)
*Ethics review, provenance and reproducibility are decisions made at collection time - not patched in later.*

## Politeness is a method, not a courtesy

A scraper that gets rate-limited or blocked halfway through a run produces a biased, non-reproducible sample - the worst outcome for a study. Being polite is therefore a methodological requirement. Respect `robots.txt` (a convention created in 1994 and since standardised as IETF RFC 9309), crawl during off-peak hours, cache aggressively so you never fetch the same page twice, and keep concurrency low enough that you're not degrading the site. Stable, well-distributed requests also keep your sample consistent: if some pages come back blocked and others don't, your dataset has a hole you can't explain. Our [polite scraping guide](https://quantumproxies.io/blog/polite-scraping-rate-limiting-guide) details adaptive pacing.

For scholarly sources specifically - Google Scholar, citation counts, structured search results - a [SERP API](https://quantumproxies.io/serp-api) with a scholar vertical returns clean, parsed results without you maintaining a fragile crawler against an anti-bot wall. That keeps your collection reproducible: the same query returns the same structured shape every run.

[Collect research data reliably with Scraper API](https://quantumproxies.io/scraper-api)

## Provenance and reproducibility are the deliverable

The single habit that separates a citable dataset from an anecdote: archive the **raw** responses with timestamps, before any parsing. Sites change; the page you scraped in March may be gone in June, and a reviewer who can't see what you saw can't verify your result. Keep the raw HTML or JSON, record the exact query parameters and tool versions, and publish a short dataset card describing how, when and from where the data was collected. Then document the exit locations, because geography changes results - prices, rankings and availability differ by country, so "collected via US residential exits on 2026-03-01" is part of the method, not a detail. A [Scraper API](https://quantumproxies.io/scraper-api) that returns markdown or JSON with the source URL and a content hash gives you that provenance trail for free.

If your study feeds a model rather than a paper table, the same discipline applies to training data - see our guide on [building ML datasets from the web](https://quantumproxies.io/blog/collect-training-data-machine-learning) for sampling, dedup and licensing.

One provenance detail researchers routinely forget: record the collection *failures*, not just the successes. If a slice of your sample returned errors, was rate-limited, or was blocked, that's a source of bias a reviewer will rightly ask about - and the only honest answer is a log that shows which URLs failed, when, and why. Keep a manifest that pairs every intended target with its outcome, so your reported sample size is the real one and any gaps are documented rather than silently dropped. Reproducibility isn't only "can someone re-run this?" - it's "does the dataset represent what the method claims?", and failure logging is how you can prove it does.

## The legal frame, briefly

Scraping for research sits across several areas of law at once: contract (a site's Terms), computer-access statutes like the CFAA, trespass-to-chattels claims, copyright, and privacy/data-protection law. There's little settled case law, and hiQ v. LinkedIn - one of the few appellate decisions - established that public data isn't "unauthorized access" under the CFAA while leaving contract and privacy questions open. The safe posture for researchers: collect public data, respect Terms and robots, minimise personal data, and get institutional sign-off. Again, this is general information, not legal advice - loop in your institution's counsel and ethics board.

![Diagram of a reproducible research scraping pipeline from scoping to polite collection to raw archival and provenance documentation](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335191/blog/generated/qp-b9-058-diag2.png)
*A raw archive plus a provenance log is what makes a scraped dataset something another researcher can rebuild.*

## Frequently asked questions

### Is web scraping legal for academic research?

Scraping public web data for research is generally lawful in many jurisdictions, and hiQ v. LinkedIn held that public data isn't "unauthorized access" under the CFAA. But contract terms, copyright and privacy law still apply, and case law is thin. Collect public data, respect site Terms and robots, minimise personal data, and clear it with your ethics board. This is general information, not legal advice.

### Do I need IRB approval to scrape data?

If your data involves people, likely yes - many institutions require an IRB or ethics consult and a data-management plan before collection begins. Public availability doesn't automatically exempt human-subjects research. Ask your board early; it's far cheaper than discovering mid-study that your dataset can't be used or published.

### How do I make scraped data reproducible?

Archive the raw responses with timestamps before parsing, record the exact queries, tool versions and exit locations, and publish a dataset card describing the collection method. Because sites change, the raw archive is what lets a reviewer verify your numbers later. Reproducibility is a collection-time choice, not something you can add afterwards.

### Should I use an API or scrape directly?

Use an official API when its coverage and cost fit - it's the most stable, reproducible source. Many research-relevant APIs have closed or priced out, which is why careful scraping is back. A commercial Scraper or SERP API sits in between: reproducible structured output without maintaining a fragile crawler, and provenance fields you can cite.

Research-grade scraping isn't about clever selectors; it's about discipline. Clear ethics first, collect politely so your sample stays whole, archive the raw data with timestamps and exit geography, and document provenance so someone else can rebuild it. Do that and your dataset becomes a contribution a reviewer can trust - not a black box they have to take on faith.

[Build reproducible research datasets with Scraper API](https://quantumproxies.io/scraper-api)


---

# How to Collect Training Data for Machine Learning From the Web

The model is the easy part. Sourcing a clean, deduplicated, legally sane and refreshable training set from the open web is where projects actually stall. Here's the collection pipeline, end to end.

Training a model is often the easy part. The step that stalls machine-learning projects is upstream: assembling a clean, deduplicated, legally sane and refreshable training set from the open web. Getting raw pages is cheap — a crawler does that — but turning them into usable rows is the real work, and it's what this guide covers: sourcing, cleaning to structured text, deduplication, sampling, licensing, and the refresh pipeline that keeps a model from going stale.

## Start with the signal, not the scraper

Before writing any collection code, define exactly what the model needs to learn and which sources carry that signal. Data comes in three shapes and each has different collection costs: structured (tables, product feeds — easy to parse), semi-structured (JSON, CSV, XML endpoints — often the cleanest thing a site exposes), and unstructured (article text, reviews, forum threads). Unstructured content is 80-90% of all data and reportedly only about 0.5% of it ever gets used, which is exactly the gap a well-built web dataset closes. Decide which shape you're after before you scale anything.

## Crawl to clean text, not raw HTML

Feeding raw HTML into a training pipeline means feeding it navigation, ads, cookie banners and script tags — noise that degrades the dataset. The durable move is to crawl straight to clean, structured text. A [Scraper API](https://quantumproxies.io/scraper-api) that returns markdown does the boilerplate stripping for you, so a crawl of thousands of pages lands as readable content instead of tag soup:

```python
import requests

def fetch_clean(url):
    r = requests.get(
        "https://api.quantumproxies.io/scrape",
        params={"url": url, "format": "markdown"},
        headers={"Authorization": "Bearer YOUR_API_KEY"},
        timeout=60,
    )
    return r.json()["content"]  # boilerplate-stripped markdown

corpus = [fetch_clean(u) for u in seed_urls]
```

Markdown is a good target because it keeps structure (headings, lists, tables) while dropping the presentation layer — the same reason it's the preferred input for [RAG pipelines](https://quantumproxies.io/blog/fresh-web-data-rag-pipelines) and LLM training alike. Route the crawl through rotating residential IPs so a large collection run doesn't get the whole job blocked halfway through.

![End-to-end pipeline from the open web to a machine-learning training set: source, crawl to markdown, dedup and sample, license and refresh](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335190/blog/generated/qp-b9-057-diag1.png)
*The collection half of an ML pipeline: the modelling comes after this, and depends entirely on getting it right.*

## Deduplicate before it poisons the model

Near-duplicate documents are the silent killer of web datasets — the same article syndicated across ten sites, boilerplate footers, reposted content. Train on them and you over-weight whatever repeats. Hash each document's normalised content and drop collisions; for near-duplicates, a shingle or MinHash approach catches the ones an exact hash misses:

```python
import hashlib

def content_hash(text):
    norm = " ".join(text.lower().split())  # normalise whitespace/case
    return hashlib.sha256(norm.encode()).hexdigest()

seen, unique = set(), []
for doc in corpus:
    h = content_hash(doc)
    if h not in seen:
        seen.add(h)
        unique.append(doc)
print(f"kept {len(unique)} of {len(corpus)} after dedup")
```

The content hash you compute here does double duty — it's also how you detect change on the next crawl, so keep it.

## Sample deliberately, license honestly

More data isn't automatically better data. A representative sample beats a lopsided pile — if 90% of your crawl is one site or one language, the model learns that skew. Sample stratified across your sources and classes so the set reflects the distribution you actually want to model. On licensing: web data isn't automatically free to train on. Filter by source terms, honour robots directives where they apply, and keep provenance (the source URL and fetch date) alongside every row so you can prove where each example came from. Our note on [scraping legality in 2026](https://quantumproxies.io/blog/is-web-scraping-legal-2026) covers the personal-data and licensing lines (informative, not legal advice).

## Ground truth: the part the web won't give you

For supervised learning you need labels, and the open web rarely hands them over. Some datasets are inherently labelled (a rating alongside a review, the next word in a sentence), which is why those are cheap to collect at scale. Everything else needs a ground-truth step: labelling by domain experts, or crowdsourcing through a marketplace. If you crowdsource, guard quality by seeding known-answer tasks and rejecting workers who fail them — that's a well-studied failure mode. Where possible, prefer naturally-labelled web data; it's the difference between a dataset you can build in a week and one that needs a labelling budget.

## Refresh, because data goes stale

Collection is never one-and-done. Prices change, pages get rewritten, new content appears — a model trained on a frozen snapshot drifts away from the world it's meant to predict. Build the refresh in from day one: re-crawl on a schedule, compare each page's content hash to last run, and only re-process what actually changed. That keeps refresh cost proportional to real change rather than re-downloading everything:

```python
def refresh(url, last_hash):
    text = fetch_clean(url)
    h = content_hash(text)
    if h == last_hash:
        return None          # unchanged, skip re-processing
    return {"url": url, "text": text, "hash": h, "fetched": now()}
```

For fast-moving domains, or when you'd rather consume a managed feed than run the crawl yourself, [web data built for LLMs](https://quantumproxies.io/web-data-for-llms) gives you clean, refreshed content without maintaining the pipeline.

![Statistics on data collection: 80-90 percent of data is unstructured, only 0.5 percent gets used, and a 70/30 train-test split](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335190/blog/generated/qp-b9-057-diag2.png)
*The corpus is nearly infinite; the value a good pipeline adds is in cleaning, deduping and refreshing it.*

[Crawl the web to clean markdown at scale](https://quantumproxies.io/scraper-api)

## Frequently asked questions

### Where do you get training data for machine learning?

Three main sources: existing public datasets (Kaggle, Google Dataset Search, academic corpora), internal first-party data, and the open web via crawling. The web is the largest and freshest source but needs the most work — cleaning, deduplication, sampling and licensing. For many modern models, a crawl of relevant sites to clean markdown is the fastest way to a domain-specific dataset that doesn't already exist.

### How much training data do I need?

It depends on the task and model, and the honest answer is: start small and scale until performance plateaus. Train on a representative sample, measure accuracy on a held-out test set (a 70/30 split is a common starting point), then add more data and watch whether the metric keeps improving. Quality and representativeness usually matter more than raw volume.

### Is it legal to scrape web data for ML training?

Collecting public data is broadly defensible, but training use raises licensing and, where personal data is involved, privacy questions. Filter by source terms, avoid personal data you don't need, keep provenance for every example, and respect robots directives where they apply. This is general information, not legal advice — get counsel for a commercial dataset at scale.

### How do I keep a training dataset fresh?

Schedule re-crawls and use a content hash to detect change, re-processing only pages that actually moved. Version your dataset so you can reproduce which snapshot trained which model, and keep fetch dates on every row. Incremental, change-detected refresh keeps cost proportional to real change instead of re-downloading the entire corpus each cycle.

The model gets the headlines, but the dataset decides the outcome. Source the right signal, crawl to clean markdown, dedup hard, sample honestly, keep provenance, and build refresh in from the start. Get the collection pipeline right and everything downstream gets easier. If you're heading toward fine-tuning specifically, our guide on [building a fine-tuning dataset from the web](https://quantumproxies.io/blog/build-fine-tuning-dataset-from-web) picks up where this leaves off.

[Get refreshed web data for your models](https://quantumproxies.io/web-data-for-llms)


---

# Alternative Data Web Scraping for Finance: Signals, Pipelines, Compliance

Hedge funds pay for one thing above all: seeing the signal first. Web-scraped alternative data surfaces weeks before earnings — if you build the pipeline to financial-grade standards and stay inside the compliance lines.

In institutional investing, the firm that sees a signal first tends to profit from it. That is why **alternative data** — anything outside standard filings, price feeds and broker estimates — has become a core input for hedge funds and asset managers rather than an experiment. Web scraping is the engine that collects most of it, because the open web updates in near real time and acts as a leading indicator: product prices, hiring, reviews and app adoption move weeks or months before the same reality lands in a quarterly report. This guide covers the signals worth collecting, build-versus-buy, financial-grade pipelines, and the compliance lines that keep the alpha defensible.

## Why the web leads the earnings call

Traditional financial data is backward-looking and periodic — published quarterly, summarising a period already over. Alternative data is granular and current. A team tracking daily prices across thousands of e-commerce SKUs can estimate a retailer's revenue trajectory before the earnings call; a spike in machine-learning job postings can flag an AI pivot before management announces it. The financial sector leads all industries in both adoption of and spending on non-traditional data, which is exactly why raw web signals decay in value as more funds crowd into the same feed.

## The web signals worth scraping

- **Product and pricing data** — daily price and stock across SKUs reveals demand, promotions and supply constraints ahead of revenue prints.
- **Reviews and sentiment** — a sustained drop in average ratings or a spike in complaint keywords can precede a revenue miss or recall.
- **Job postings** — hiring velocity and role mix signal expansion, cost-cutting or strategic shifts before headcount is reported.
- **App downloads and ranks** — a proxy for user adoption for software, fintech and media names, months ahead of disclosure.
- **News and PR** — volume and tone of coverage build a media-attention index for event-driven strategies.
- **SEC filings** — parse EDGAR (10-K, 10-Q, 8-K, insider transactions) at scale to flag risk-language changes and unusual insider selling.

The principle is old: a frequently cited 2011 study by Bollen and colleagues explored whether collective mood derived from large-scale Twitter feeds tracked the Dow Jones. The exact predictive accuracy is debated, but the broader point holds — public web signals add a layer that balance sheets alone cannot. Tie each source to a specific investment thesis rather than collecting everything and hoping a pattern appears.

![Flow diagram of a financial-grade alternative data pipeline: collect on a cadence, validate completeness and freshness, record provenance, then feed the model](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335189/blog/generated/qp-b9-056-diag1.png)
*For finance, the pipeline is the product: collect, validate, record provenance, then feed the model — never the raw scrape.*

## Build or buy?

Off-the-shelf datasets are a fast on-ramp for broad, well-defined categories, but they carry three penalties: latency (data can be days or weeks old on arrival), fixed schemas that rarely match your model, and diminishing alpha as every subscriber trades the same feed. Custom scraping wins when your thesis needs data no vendor packages — daily pricing on a niche set of components, executive changes across 500 mid-caps, store-level inventory. The cost is higher upfront (engineering, proxy infrastructure, monitoring), but the resulting dataset is exclusive to your firm and cannot be replicated without rebuilding the same collection. Most sophisticated programs blend both: purchased data as a baseline, custom scraping for the differentiated edge.

## What financial-grade actually means

Models consume this output, so bad data does not just lower confidence — it distorts backtests and live signals. A production pipeline needs four things beyond the scrape itself: a predictable collection cadence, validation before anything lands in the analytical store, provenance for every data point, and anomaly detection that distinguishes a broken parser from a real market move. The single most valuable guard is a validation gate that halts on drift rather than silently propagating it:

```python
from datetime import datetime, timedelta

def validate_run(rows, expected_min=1800, max_age_min=90):
    """Gate a scrape run before it reaches the model."""
    # completeness: a run that normally yields ~2000 rows
    # but returns 400 is an infra failure, not a market signal
    if len(rows) < expected_min:
        raise ValueError(f"completeness fail: {len(rows)} rows")
    # freshness: stale data is silent poison
    newest = max(r["collected_at"] for r in rows)
    if datetime.utcnow() - newest > timedelta(minutes=max_age_min):
        raise ValueError("freshness fail: latest pull too old")
    # field coverage: a missing price column halts the pipeline
    if any(r.get("price") is None for r in rows):
        raise ValueError("schema fail: null price")
    return rows   # only clean data reaches the analytical store
```

Layer cross-source validation (compare a scraped price against a second independent source) and statistical guardrails (z-score bands on distributions) so a broken selector never masquerades as volatility. The reliability bar here is higher than typical data engineering — decouple the data logic from the infrastructure so research can evolve without constant operational rework. Our guide on [large-scale scraping architecture](https://quantumproxies.io/blog/large-scale-web-scraping-architecture) covers the queueing and retry layers underneath.

## The infrastructure the pipeline runs on

Financial and e-commerce targets deploy aggressive bot management, so unstable collection means missed updates and gaps that can invalidate a whole line of analysis. Rotating [residential proxies](https://quantumproxies.io/residential-proxies) across 200+ countries give you clean, geo-accurate access; a [Scraper API](https://quantumproxies.io/scraper-api) handles rendering and rotation for JS-heavy sites; and a [SERP API](https://quantumproxies.io/serp-api) turns search verticals — news, shopping, jobs — into structured feeds for sentiment and hiring signals. Keeping collection reliable is what turns alt-data from an experiment into a dependable input.

[Build financial-grade collection on the Scraper API](https://quantumproxies.io/scraper-api)

![Checklist comparing defensible alternative data practices against practices that get funds in trouble, including MNPI and personal data risks](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335189/blog/generated/qp-b9-056-diag2.png)
*The compliance line is the whole game: public and provenanced stays defensible; logins, PII and MNPI do not.*

## Compliance and the MNPI line

This is general information, not legal or investment advice. Alt-data in finance sits at the intersection of data access, privacy law and securities regulation, so compliance belongs in the pipeline from day one. Four rules keep a program defensible: collect only publicly accessible data (no logins, paywalls or circumvented access controls); handle personal data under GDPR and CCPA, avoiding PII you do not need; keep a clear audit trail of who collected what, from where and when; and never touch data of hacked, stolen or misappropriated origin — that is where material non-public information (MNPI) risk lives. Regulators have signalled concern about data provenance, and enterprise programs increasingly align to controls like SOC 2. For the wider legal picture, see our overview of [web scraping legality in 2026](https://quantumproxies.io/blog/is-web-scraping-legal-2026).

## Frequently asked questions

### What is alternative data in finance?

Alternative data is any dataset outside conventional financial statements, market feeds and economic indicators — web-scraped prices, reviews and sentiment, job postings, app downloads, foot traffic, satellite imagery and parsed SEC filings. Used alongside traditional data, it offers earlier, more granular signals about how a business is actually performing between reporting cycles.

### Is web scraping for investment research legal?

Collecting publicly accessible data is broadly defensible, but it is not unconditional. Stay logged out, respect rate limits and robots.txt, avoid personal data without a lawful basis, and never use data of illicit origin, which raises MNPI concerns. Maintain provenance so you can show how each dataset was sourced. For specific strategies and jurisdictions, take professional legal advice.

### Should a fund build or buy alternative data?

Buy for broad, commoditised categories where speed matters and shared access is acceptable; build when your thesis needs data no vendor sells. Purchased feeds lag and lose alpha as more subscribers pile in, while custom scraping is exclusive but carries higher upfront engineering and infrastructure cost. Many programs blend both — bought baselines plus proprietary scrapes for the edge.

### How do you keep alt-data pipelines reliable?

Run collection on a fixed cadence, validate every run for completeness, freshness and schema before it reaches the model, and add anomaly detection so a broken scraper cannot pose as a market move. Route requests through stable rotating proxies to prevent gaps from blocks, and record full provenance so any data point can be traced and defended later.

The edge is timing, but the durability is discipline: pick signals tied to a thesis, validate and provenance everything, run it on reliable collection infrastructure, and hold the compliance line hard. Do that and web-scraped alternative data becomes a dependable source of alpha rather than a liability.

[Turn search verticals into finance signals](https://quantumproxies.io/serp-api)


---

# Proxies for OSINT and Threat Intelligence: A Field Guide

The whole point of OSINT is that the target never knows they were watched. Here's how residential and mobile proxies keep an investigation non-attributable — and the honest limits of what an IP swap actually hides.

The whole point of open-source intelligence is that the target never learns they were the subject of inquiry. The moment a threat actor, counterfeit seller, or disinformation network realizes it's being watched, it changes behavior — and your investigation is compromised. Your IP address is the loudest giveaway you carry, which is why **proxies for OSINT** have quietly become a core OPSEC layer. This guide covers how residential and mobile proxies keep collection non-attributable, and the honest limits of what an IP swap actually hides. It's informational, written for legitimate, lawful investigations only.

## The OPSEC rule

Operational security in OSINT reduces to one principle: *the target's behavior must not change because of your investigation*. When a sophisticated target detects observation, three bad things happen. **Evidence disappears** — sites go offline, accounts get scrubbed, channels evaporate. **Counter-intelligence gets injected** — rather than block you, a switched-on operator serves poisoned content: fake prices, fabricated data, different wallet addresses shown only to suspected investigators. And worst, **attribution flows back to you** — your organization's IP range or ASN gets reverse-correlated, exposing analysts. A non-attributable connection is what prevents all three.

## Why datacenter IPs blow your cover

A datacenter IP running a Python user agent is, in 2026, the digital equivalent of a stakeout in a clearly-marked van. Datacenter ranges sit in well-known Autonomous System Numbers that any security vendor fingerprints with a single lookup; they're frequently shared and arrive pre-flagged from other people's abuse; and a generic "US datacenter IP" rarely maps to a believable consumer location. The anti-bot stacks guarding the sites OSINT cares about — Cloudflare, Akamai, DataDome, HUMAN, Imperva — all layer ASN reputation scoring, per-IP rate limits, geo-fencing, and counter-intelligence serving. A residential or mobile IP neutralizes all four at once, because the address belongs to a real consumer connection with organic reputation.

The counter-intelligence risk is the one investigators underestimate. A sophisticated operator doesn't always block suspicious traffic — sometimes it serves altered content instead. Analysts studying cryptocurrency scam pages have documented different prices, different wallet addresses, and even different victim narratives shown depending on the visitor's IP reputation. The investigator walks away with bad data and no idea it was staged for them. A clean residential or mobile IP that reads as an ordinary consumer is what stops that swap from ever triggering.

![Blocked-versus-passing diagram showing a datacenter IP getting decoy content while residential and mobile IPs see the real page](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335188/blog/generated/qp-b9-055-diag1.png)
*Flagged traffic doesn't just get blocked — it gets fed a decoy. Clean consumer IPs are what surface the truth.*

## A proxy is one layer, not the whole cloak

Here's the part vendors gloss over: a residential proxy changes the IP your traffic appears to come from, and *nothing else*. Your browser fingerprint, cookies, account artifacts, TLS handshake, and behavioral timing all still identify you. Treat the proxy as the whole solution and you'll eventually be unmasked despite a perfect IP. Real non-attribution is a layered discipline — the proxy handles the network layer, and you handle the rest with a hardened browser, clean sessions, and disciplined tradecraft. Our breakdown of [IP reputation versus device fingerprinting](https://quantumproxies.io/blog/ip-reputation-vs-device-fingerprinting-what-matters-more) covers which signals matter beyond the IP.

![Checklist diagram contrasting what a proxy handles (IP, ASN, geolocation, rotation) with what it does not hide (fingerprint, cookies, TLS, behavior)](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335188/blog/generated/qp-b9-055-diag2.png)
*The proxy owns the IP layer. Fingerprint, cookies, TLS and behavior are still entirely on you.*

## Residential vs mobile for investigations

Both keep you off datacenter ranges, but they solve different problems. A [residential proxy](https://quantumproxies.io/residential-proxies) routes through a real home connection — ideal for high-volume reconnaissance, marketplace monitoring, and geo-fenced content, with a pool large enough that rate-limiting can't keep up. A [mobile proxy](https://quantumproxies.io/mobile-proxies) routes through a cellular carrier, where CGNAT means a single IP is shared by thousands of real subscribers — so platforms can't ban it without collateral damage, and the address rotates naturally like a real phone. That shared-IP property is why mobile is the strongest choice for account-bound work like maintaining sock-puppet research profiles on social platforms; our note on [CGNAT and mobile trust](https://quantumproxies.io/blog/cgnat-why-mobile-proxies-trusted) explains the mechanism.

[Get non-attributable residential IPs](https://quantumproxies.io/residential-proxies)

## Session strategy and geo-targeting

Match the session mode to the task. Use **sticky sessions** — the same IP held for the length of a login — for account-bound work where a mid-session IP change would trigger a security challenge. Use **rotating sessions** — a fresh IP per request — for high-volume collection across forums and marketplaces. For geo-fenced threats, city- and ZIP-level targeting lets you appear as a Sao Paulo home connection one minute and a Warsaw carrier the next, which is the only way to study a phishing kit that only renders its real payload to visitors in the victim region. Our guide on [sticky versus rotating sessions](https://quantumproxies.io/blog/sticky-sessions-vs-rotating-proxies) covers when each wins, and [managing multiple accounts](https://quantumproxies.io/blog/manage-multiple-accounts-with-proxies) covers keeping research personas separated.

## Ethics and the law

This is written for security researchers, threat-intel analysts, journalists, and brand-protection teams conducting legitimate, lawful work. Non-attribution infrastructure is not a license to violate platform terms, breach computer-access laws, harass individuals, or evade legitimate authorities — that misuse is on whoever commits it. This isn't legal advice; where an investigation touches personal data or crosses jurisdictions, get counsel. Used within those lines, clean IPs are simply the difference between collecting genuine intelligence and collecting whatever an adversary wanted you to see.

## Frequently asked questions

### Do OSINT investigators need proxies?

For any live collection, yes. Your real IP attributes the investigation back to your organization and, on defended targets, gets you served a decoy or poisoned content instead of the truth. A residential or mobile proxy gives you a non-attributable, believable connection so the target behaves normally in your presence. It's the baseline OPSEC layer, though not the only one you need.

### Are residential or mobile proxies better for OSINT?

Residential proxies are the workhorse for high-volume reconnaissance and geo-fenced content, with huge pools that resist rate-limiting. Mobile proxies are stronger for account-bound work: CGNAT means one carrier IP is shared by thousands of real users, so platforms can't ban it cleanly, making it the safest home for sock-puppet research accounts. Many investigations use both, matched to the task.

### Can a proxy make me anonymous for OSINT?

No — a proxy changes your IP and nothing else. Your browser fingerprint, cookies, TLS signature, and behavioral timing still identify you. Genuine non-attribution is layered: the proxy handles the network layer while you harden the browser, isolate sessions, and practice disciplined tradecraft. Anyone selling a proxy as an invisibility cloak is overselling it.

### Is using proxies for OSINT legal?

Using proxies to conduct lawful, legitimate investigations of publicly available information is standard practice for security and intelligence teams. The proxy itself is a neutral tool. What matters is the conduct: don't breach access controls, violate applicable law, or harass people. This isn't legal advice — for investigations involving personal data or multiple jurisdictions, consult counsel.

In OSINT, the quality of your intelligence is capped by the quality of the infrastructure you collect it from. Datacenter IPs announce you and invite counter-intelligence; residential and mobile IPs let the target behave authentically while you watch. Treat the proxy as one disciplined layer among several, stay inside the law, and you collect the real picture instead of the one an adversary staged for you.

[Set up mobile IPs for account-bound OSINT](https://quantumproxies.io/mobile-proxies)


---

# Affiliate Link Testing by Geo: Redirects, Cloaking, Proxies

Your affiliate link works from your laptop. That proves nothing. It might redirect to a dead page in Germany or send mobile users somewhere else entirely. Here's how to test links from every geo and device that matters.

An affiliate link that works from your desk proves one thing: it works from your desk. It says nothing about what a shopper in Germany sees, or what happens when someone taps it on a phone, or whether a publisher quietly inserted their own redirect into the chain. Affiliate link testing is the discipline of checking the *real* path from the *real* locations and devices your traffic comes from — and doing it at scale means routing through proxies that look like genuine visitors. This guide covers redirect-chain tracing, geo and device cloaking, the failures single-location testing misses, and why residential IPs are non-negotiable here.

## The redirect chain is the thing you're testing

An affiliate link is rarely one hop. Click it and you pass through a tracking domain, maybe a network redirect, maybe a smartlink that branches on conditions, before landing on the merchant's page. Each hop is where money leaks. Proper testing follows the chain hop by hop and records the HTTP status, the redirect type and the response time at each step, ending on the true final URL. You're checking four different mechanisms — `301` permanent redirects, `302` temporary ones, HTML `meta refresh` tags, and JavaScript-based redirects — because a checker that only follows server redirects misses the JS ones entirely, and JS redirects are exactly where cloaking hides.

## Geo cloaking: the same link, two destinations

This is the failure that quietly kills campaigns. An offer can resolve perfectly to a live landing page for a US visitor and redirect to a dead or wrong page for a German one — because the advertiser (or an intermediary) branches on the visitor's country. The only way to catch it is to test from a real IP in each market. Testing 'Germany' from a US datacenter tells you nothing; you need an exit that actually appears to be a German home connection. That's why serious link-testing tools pull a fresh [residential IP](https://quantumproxies.io/residential-proxies) in the selected country for each test — the request has to look like it came from inside that market, or the cloaker serves you the decoy path.

```python
import requests

# Trace a link from a chosen country's residential exit.
def proxy_for(country):
    # country-targeted residential exit; -country-de picks a German IP
    return f"http://USER-country-{country}:PASS@gate.quantumproxies.io:8000"

def trace(link, country):
    p = proxy_for(country)
    r = requests.get(link, proxies={"http": p, "https": p},
                     timeout=20, allow_redirects=True)
    hops = [(h.status_code, h.headers.get("Location")) for h in r.history]
    return {"country": country, "hops": hops,
            "final_url": r.url, "final_status": r.status_code}

for c in ["us", "de", "gb", "br"]:
    print(trace("https://track.example.com/aff?id=123", c))
```

![Diagram of tracing an affiliate redirect chain through a residential proxy in the target country, following 301, 302, meta and JS redirects to the final landing page](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335187/blog/generated/qp-b9-054-diag1.png)
*A cloaker serves the real path only to a believable visitor — a real in-country residential IP on the right device.*

## Device cloaking is a second axis

Geo isn't the only branch. Advertisers routinely route mobile traffic to an app store and desktop traffic to a web landing page — a legitimate pattern that nonetheless breaks your tracking if you only ever test on a laptop. So the test matrix has two dimensions: country and device. You want to check Windows and Mac desktop plus iOS and Android mobile, from each geo you buy traffic in. In practice that means pairing your geo-targeted proxy with a device-appropriate User-Agent and, where redirects depend on JavaScript, actually executing it. Skip a device and you're blind to half the routing.

## What geo testing actually catches

The point of all this isn't tidiness — it's revenue you're otherwise losing silently:

- **Broken geo redirects**: an offer that 404s or dead-ends in a market you're actively sending traffic to.
- **Wrong commission rates**: the link resolves, but the network is applying the wrong payout for that geo.
- **Clicks not logged**: the redirect works for the user but your tracking parameter is dropped somewhere in the chain.
- **Swapped tracking domains**: a network silently changes its redirect domain and your old links stop attributing.
- **Publisher link hijacking**: an unauthorised redirect inserted into the chain, skimming or reassigning your commission.

None of these throw an error you'd notice from one location. They show up only when you compare the expected destination against the actual final URL, per geo and per device — which is why link QA is a monitoring job, not a one-time check.

## Why residential, and why it's an arms race

Here's the uncomfortable symmetry. The anti-fraud systems on the advertiser side actively try to detect proxy and bot traffic — they fingerprint datacenter IPs, flag duplicate conversions, and block at both click and conversion level. That's precisely why you need residential IPs to test honestly: a datacenter exit gets served the same decoy or block that a fraud filter would show any suspicious visitor, so your test wouldn't reflect what a genuine shopper experiences. Residential IPs map to real consumer devices, so the cloaker and the fraud filter treat them as real users and reveal the real path. You can pick the exact country from our [location coverage](https://quantumproxies.io/locations) — 200+ countries — to match wherever your campaigns run.

[Browse residential IP locations](https://quantumproxies.io/locations)

## A practical testing workflow

Put it together into a repeatable check. For each offer, build a matrix of the geos and devices you actually buy traffic in. For each cell, trace the full redirect chain from a matching residential exit and a matching device User-Agent, capture every hop's status and the final URL, and compare it against what you expect. Flag any cell where the final URL, status or commission differs. Run it on a schedule, not just at launch — networks change domains and advertisers change routing without telling you. For account-level testing (verifying a conversion actually logs), keep the accounts on [consistent, separated IPs](https://quantumproxies.io/blog/manage-multiple-accounts-with-proxies) so your own testing doesn't look like fraud.

![Checklist of silent affiliate failures geo testing catches, such as dead redirects abroad, mobile app-store routing, swapped tracking domains and inserted redirects](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335187/blog/generated/qp-b9-054-diag2.png)
*Every one of these fails silently from a single location — you only see them when you test each geo and device.*

## Frequently asked questions

### Why do I need proxies to test affiliate links?

Because offers branch on the visitor's location and device. A link can work from your country and fail from another, and advertisers route mobile and desktop traffic differently. To see what a real shopper in a given market experiences, you have to request from an IP in that market — a residential proxy — rather than from your own single location, which represents just one of many possible outcomes.

### Can I test affiliate links with datacenter proxies?

Usually not reliably. Advertiser-side fraud systems fingerprint and block datacenter IPs, so a datacenter exit is often served a decoy page or blocked outright — meaning your test doesn't reflect what a genuine visitor sees. Residential IPs map to real consumer devices, so cloakers and fraud filters treat them as real users and reveal the actual landing path.

### How do I detect affiliate link cloaking?

Trace the full redirect chain from multiple geos and devices and compare the final destinations. If the same link sends US visitors to a live offer and German visitors to a dead page, or mobile users somewhere desktop users don't go, that's cloaking or conditional routing. Following every hop — including JavaScript and meta-refresh redirects — is what exposes it.

### How often should I test affiliate links?

Treat it as ongoing monitoring, not a launch-day task. Networks swap tracking domains, advertisers pause offers or change routing, and publishers can insert redirects — all without notice. A scheduled check across your key geos and devices catches these silent breaks early, before they quietly drain a campaign's revenue over days or weeks.

Affiliate link testing is really about seeing your offers the way each segment of your traffic sees them. Trace every hop, test each geo and device, use residential IPs so cloakers and fraud filters show you the real path, and run it on a schedule. That's the difference between assuming your links work and knowing they do — everywhere you're paying to send clicks.

[Test your links with QuantumProxies residential proxies](https://quantumproxies.io/residential-proxies)


---

# Proxies for Dropshipping Research: Build the Data Layer Yourself

The paid research tools are just scrapers with a dashboard. Here's how to build the same data layer yourself - competitor catalogues, supplier price and stock, and geo-gated ad libraries - with proxies.

Dropshipping product research tools promise a shortcut: a dashboard that surfaces winning products, tracks competitor stores and spies on ads. Strip away the branding and they are scrapers - the leading ones index 200M+ products across 10M+ Shopify stores, add 100,000+ new products a day, and score them on dozens of factors. All of that runs on public data you can collect yourself. This guide shows how to build the same research layer with proxies: competitor catalogues, supplier price and stock monitoring, and geo-gated ad intelligence - the three signals those tools actually sell.

## The endpoint that unlocks competitor catalogues

Almost every Shopify store exposes its entire catalogue at a public `/products.json` endpoint - no key, no login. It paginates up to 250 products per page and returns titles, variants, prices, inventory availability and images as structured JSON. That single endpoint is the backbone of most "store intelligence" features. Route it through a proxy so you can pull many stores without your own IP getting rate-limited:

```python
import requests

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": proxy, "https": proxy}

def shopify_catalog(store):
    page, out = 1, []
    while True:
        r = requests.get(f"https://{store}/products.json",
                         params={"limit": 250, "page": page},
                         proxies=proxies, timeout=20)
        products = r.json().get("products", [])
        if not products:
            break
        out += products
        page += 1
    return out

for p in shopify_catalog("examplestore.com"):
    v = p["variants"][0]
    print(p["title"], v["price"], v["available"])
```

That gives you a competitor's full product line, prices and stock flags in one pass. Our deep dive on [the products.json endpoint](https://quantumproxies.io/blog/shopify-products-json-scraping) covers rate limits and edge cases in detail.

![DIY dropshipping research pipeline flowing from store discovery through a residential proxy to products.json catalogue pulls and a ranked shortlist of winners by saturation and price moves](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335186/blog/generated/qp-b9-053-diag1.png)
*Every stage is a public endpoint plus a proxy - the same signals a paid research tool sells, assembled yourself.*

## Monitor supplier price and stock over time

A catalogue snapshot tells you what a store sells today. The edge is in the deltas: which products just went out of stock, which prices moved, which listings are new. Run the catalogue pull on a schedule and diff each run against the last. Price drops on a supplier, a competitor raising margins, or a sudden restock are all early signals - and the store that spots them first has hours of lead time on everyone still checking manually:

```python
import json

prev = json.load(open("yesterday.json"))          # {product_id: price}
today = {p["id"]: p["variants"][0]["price"]
         for p in shopify_catalog("examplestore.com")}

for pid, price in today.items():
    if pid in prev and price != prev[pid]:
        print(pid, "price moved", prev[pid], "->", price)
    elif pid not in prev:
        print(pid, "NEW listing", price)

json.dump(today, open("yesterday.json", "w"))
```

The same pattern works for supplier marketplaces. Pulling price, stock and shipping matrices from [AliExpress](https://quantumproxies.io/blog/scrape-aliexpress-product-data) or the big marketplaces lets you spot margin windows before they close - the mechanics are the same as [competitor price monitoring at scale](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies).

## Ad intelligence is geo-gated - so use a geo pool

The other half of product research is ad spying: seeing which creatives and offers competitors are running before a product saturates. Public ad libraries expose this, but they are geo-specific - the ads shown for a country depend on where the request appears to come from. To see what a US audience sees versus a UK one, you need exits in both. A [residential proxy pool](https://quantumproxies.io/residential-proxies) spanning 200+ countries lets you pull ad libraries and localized storefronts market by market, which is exactly how the paid tools build their regional demand and saturation views.

The same geo pool localises the storefronts themselves. Prices, shipping promises and available variants differ by country, so pulling a competitor's product page from a US, UK and German exit reveals how they price per market - the raw material for your own regional strategy. Read ad libraries and localized storefronts together and you learn not just what sells, but where and at what price it sells.

[Get residential proxies for ad and store research](https://quantumproxies.io/residential-proxies)

![Headline numbers showing research tools index 200M+ products across 10M+ stores, add 100K new products daily, drawn from the public products.json endpoint returning 250 products per page](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335187/blog/generated/qp-b9-053-diag2.png)
*The scale paid tools sell rests on a public endpoint returning 250 products per page - data you can index yourself.*

## Turning raw data into a shortlist

Data alone isn't a decision. The tools that charge for research add two derived signals you can compute yourself. **Saturation** is simply how many stores sell the same product - count appearances of a title or image hash across the catalogues you've pulled; low count with rising demand is the sweet spot. **Momentum** is the rate of change - new listings, restocks and price cuts across your daily diffs. Rank candidates on both and you have a defensible shortlist without paying for a black-box score. Concretely, a momentum score of new listings plus restocks minus price cuts over a rolling week, ranked descending, floats the products gaining traction while still uncrowded to the top - which is exactly the window worth testing before everyone else piles in. For the pricing side, [LLM-assisted price matching](https://quantumproxies.io/blog/ai-competitor-price-matching) helps resolve the same product across stores that name it differently.

## Schedule it and respect the limits

Research value comes from cadence, so run these pulls on a schedule - daily for prices and stock, weekly for a full catalogue - and store each snapshot. That is what turns a one-off look into a trend line you can act on. Two disciplines keep it healthy. Rotate exits and pace requests so a single store's server never sees a burst from one IP; `products.json` is public but not unlimited, and a hammered store starts returning errors. And deduplicate products across stores by a stable key - a normalised title or an image hash - so the same item sold by forty stores counts once in your saturation math instead of forty times.

## When to render instead of fetch

Most of this pipeline is plain JSON fetching, which is fast and cheap. Some targets - certain storefronts, ad libraries behind JavaScript, or marketplaces with anti-bot layers - won't hand over data to a raw request. For those, a [Scraper API](https://quantumproxies.io/scraper-api) that renders JavaScript and rotates IPs saves you from maintaining headless browsers. And if you're automating orders or account actions across marketplaces, our guide on [marketplace automation](https://quantumproxies.io/blog/proxies-for-marketplace-automation-amazon-ebay-etsy) covers the account-hygiene side.

## Frequently asked questions

### Do I need proxies for dropshipping product research?

For a handful of manual lookups, no. For continuous monitoring - pulling many competitor catalogues, checking supplier prices daily, and viewing geo-specific ad libraries - yes. Volume from a single IP gets rate-limited fast, and ad and store data changes by country, which only a geo-diverse proxy pool can reveal.

### How do I see a competitor's full product list?

If they run on Shopify, request `/products.json` on their domain. It returns the entire catalogue - titles, prices, variants and stock flags - up to 250 products per page, as public JSON. Route it through a proxy to pull many stores without tripping rate limits.

### Can I build my own research tool instead of paying for one?

Yes. The paid tools are scrapers with a dashboard. The core data - catalogues via products.json, supplier prices, and geo-gated ad libraries - is public and collectable with a proxy pool and a scheduler. You give up a polished UI but gain control over sources, freshness and cost.

### What proxy type is best for dropshipping research?

Residential proxies, because ad libraries and localized storefronts serve different data by geography and residential exits give you accurate country-level views with low block rates. Datacenter proxies can handle high-volume products.json pulls on lenient stores if you want to cut bandwidth cost.

Dropshipping research is a data problem, and the data is public. Competitor catalogues via products.json, supplier price and stock diffs on a schedule, and geo-gated ad libraries through a residential pool give you every signal the paid tools charge for - with full control over what you track and how fresh it stays.

[Build your research stack on QuantumProxies](https://quantumproxies.io/residential-proxies)


---

# Brand Protection: Counterfeit Monitoring Across the Open Web

Counterfeit listings appear and vanish in hours, priced and shown differently by country. Catching them is a data-collection problem first — the seller graph and the evidence come after you can see every listing, everywhere.

Brand protection gets sold as detection dashboards and takedown workflows, but underneath every one of them is a data-collection problem. You cannot take down a counterfeit you never saw, and fakes are engineered to be hard to see: they surface on one marketplace and vanish within hours, they show different prices and even different product images by country, and they scatter across marketplaces, social platforms, app stores and lookalike domains at once. Solve the seeing problem first — capture every listing, everywhere, continuously — and the seller graph and the takedown evidence follow. This guide is about that collection layer.

## Counterfeits are built to evade a single viewpoint

The hardest thing about counterfeit and gray-market monitoring is that a scan from one location and one identity sees only a sliver of reality. Marketplaces personalise and geo-fence listings: a fake that is buried or hidden for a shopper in Germany can sit on page one for a shopper in Brazil. Prices differ by region, sellers cloak listings from known monitoring IPs, and social ads target by geography so the same infringing campaign is invisible unless you look from the right country. If your monitoring runs from a handful of datacenter IPs in one region, you are measuring one corner of a global problem and calling it complete.

This is why serious monitoring runs on [residential proxies](https://quantumproxies.io/residential-proxies) across many countries. Residential IPs look like real shoppers, so listings are not cloaked from them, and rotating exits across 200+ countries lets you view marketplaces and social feeds exactly as a local customer would. The same geo discipline that powers [ad verification](https://quantumproxies.io/blog/ad-verification-with-proxies) and [MAP monitoring](https://quantumproxies.io/blog/map-monitoring-minimum-advertised-price) is what makes counterfeit detection actually complete.

[Monitor from 200+ countries with residential proxies](https://quantumproxies.io/residential-proxies)

## The surfaces you have to sweep

A counterfeit program is only as good as its coverage. Fakes and impersonations hide in more places than most teams initially watch:

- **Marketplaces** — Amazon, eBay, Etsy, AliExpress and regional platforms, where unauthorised sellers list knock-offs and diverted stock.
- **Search results** — organic and shopping results for your brand plus terms like "cheap", "replica" and "outlet", surfaced through a SERP feed.
- **Social platforms** — Instagram, TikTok and Facebook, where counterfeit shops advertise and sell via DM, often geo-targeted.
- **Lookalike domains** — thousands of top-level domains host phishing and fake storefronts using your name or a near-miss spelling.
- **App stores** — impersonating apps that trade on your brand's trust.

For the search and marketplace layer, a [SERP API](https://quantumproxies.io/serp-api) with shopping and search verticals lets you monitor brand terms across regions programmatically — you query "[brand] replica" from ten countries and get structured results back, no browser farm to run. It is the same collection primitive behind [competitor price monitoring](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies), pointed at infringement instead of pricing.

```bash
# watch a brand term across markets via the shopping vertical
for cc in us gb de br in; do
  curl -s "https://api.quantumproxies.io/serp" \
    -H "Authorization: Bearer $QP_KEY" -G \
    --data-urlencode "engine=google_shopping" \
    --data-urlencode "q=YOURBRAND outlet" \
    --data-urlencode "gl=$cc"
done
```

![Diagram of a brand protection data pipeline sweeping marketplaces, social and search through geo residential proxies to detect listings, graph sellers and capture evidence](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335186/blog/generated/qp-b9-052-diag1.png)
*See every listing across every surface and country first — detection, seller-graphing and evidence capture all depend on that coverage.*

## From listings to a seller graph

Individual fake listings are whack-a-mole; the leverage is in the network behind them. The same operator usually runs many storefronts, and they leave fingerprints — a shared phone number, a reused product image, a common shipping origin, an identical description template, a warehouse address that recurs across "different" sellers. Once you are collecting listings at scale, you can cluster them: match images with perceptual hashing (a fake reuses the same stolen photo), link accounts by contact detail, and group by shipping and payment signals. That turns fifty scattered takedowns into one network you can dismantle, and it is only possible because you gathered the underlying data broadly enough to see the overlaps.

Image and logo matching deserves special mention: counterfeiters overwhelmingly reuse official product photography, so a perceptual-hash sweep of scraped listing images against your real catalogue flags infringement even when the text is deliberately misspelled to dodge keyword filters. Pair that with the review and Q&A signals covered in our guide to [scraping product reviews](https://quantumproxies.io/blog/scraping-product-reviews-with-proxies) and you can distinguish a diverted-but-genuine seller from an outright counterfeit.

## Capturing evidence that survives a takedown

Detection without defensible evidence stalls at the enforcement step. Because counterfeit listings disappear within hours — sometimes the moment a seller senses monitoring — you have to capture proof at the instant of detection, not when a lawyer gets around to it. A complete evidence package is a full-page screenshot, the archived HTML, the URL and timestamp, the seller identity, and the surrounding domain and hosting details that registrars and marketplaces require to action a report. The platforms that lead on takedown speed compress this to a median of around 33 minutes precisely because collection and evidence capture are automated end to end.

Practically, that means your scraper archives every flagged listing as it finds it — rendered page, raw HTML, headers and timestamp — through the same residential exit that saw it, so the capture reflects exactly what a real customer in that region would have seen. Website-change and archiving techniques from our [change-monitoring guide](https://quantumproxies.io/blog/website-change-monitoring-archiving) apply directly here.

![Stat panel showing counterfeit listing lifespan in hours, a fast takedown median, thousands of TLDs to watch and 100-plus abuse types](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335186/blog/generated/qp-b9-052-diag2.png)
*Speed and coverage decide how many customers a fake reaches — the case for automating collection and evidence capture end to end.*

## Frequently asked questions

### How do you detect counterfeit products online?

By continuously collecting listings across marketplaces, search, social and lookalike domains, then flagging infringement with keyword rules and perceptual image matching against your real catalogue. Residential proxies across many countries are essential because counterfeit listings are geo-targeted and often cloaked from monitoring IPs — a single-location scan misses most of them.

### Why do I need proxies for brand protection monitoring?

Because infringing listings and ads are shown differently by country and hidden from suspicious IPs. Rotating residential proxies across 200+ countries let you view every marketplace and social feed as a local shopper would, revealing region-specific fakes a datacenter IP in one country never sees, and avoiding the cloaking that blocks known monitoring addresses.

### How do you build a seller network graph?

Collect listings at scale, then cluster them by shared signals: reused product images (matched with perceptual hashing), common phone numbers or emails, identical description templates, and shipping or payment origins. Sellers that look independent collapse into a handful of operators, so one network takedown replaces dozens of individual reports.

### Is monitoring for counterfeits legal?

Collecting publicly visible listings, prices and images to protect your own trademarks is broadly accepted, but personal data and platform terms bring nuance, and enforcement itself is a legal process. This is informational, not legal advice — work with counsel on takedown strategy and consult a professional before large-scale collection.

Brand protection succeeds or fails at the collection layer. See every listing across every surface and every country, cluster the sellers behind them, and capture evidence the instant you detect a fake — and enforcement becomes fast and defensible instead of endless whack-a-mole.

[Power brand monitoring with the SERP API](https://quantumproxies.io/serp-api)


---

# MAP Monitoring: How Brands Catch Price Violations at Scale

MAP violations rarely sit on the price tag — they hide in the cart, the coupon and the geo-priced page. Here is how brands build monitoring that finds them, captures evidence, and makes enforcement stick.

A Minimum Advertised Price policy protects the one asset a premium brand cannot rebuild overnight: the perceived value of its products. When one reseller undercuts your advertised price, the damage is not a single lost margin point — it is a race to the bottom that erodes every dealer's willingness to stock, market and support your line. The uncomfortable truth, flagged by Forbes as far back as 2018, is that simply checking the major retail sites is not enough to protect a MAP policy. Violations have moved to where casual monitoring does not look. This is a practical guide to building minimum advertised price monitoring that finds those violations, captures evidence that stands up in enforcement, and covers the marketplaces and geographies where the price you set and the price shoppers see quietly diverge.

## What MAP is — and what it legally is not

Precision here matters, because getting it wrong creates legal exposure. A MAP policy is a **unilateral policy issued by the manufacturer**, not an agreement between you and your resellers. That distinction is the whole game: an agreement on price would put you in the path of a price-fixing claim, whereas a unilateral policy you set and enforce is a recognised, lawful practice in the US. Second, MAP governs the **advertised** price, not the final selling price — a reseller may sell for whatever they like, but they may not advertise below your minimum. That is why sophisticated policies also restrict tactics like 'See price in cart', which advertises no number while implying a lower one. Understanding this shapes what you monitor: you are policing advertisements and the mechanisms that reveal price, not just the sticker. This is guidance for building a monitoring program, not legal advice — your policy itself belongs with counsel.

## Why manual monitoring quietly fails

Assign someone to Google your products weekly and you will catch the lazy violators and miss the rest. The costly breaches hide in five places: the add-to-cart price that only appears after a click, the coupon that applies at checkout, the geo-priced page that shows one number in New York and another in Texas, the third-party marketplace seller you did not know existed, and the flash sale that is gone before the next manual check. On top of that, most large retailers price and cloak by visitor: hit their pages repeatedly from a corporate IP and you are either blocked or, worse, shown a sanitised page that hides the very violation you are hunting. Effective monitoring has to see what an ordinary shopper sees — from the right location, at the right moment, at scale.

![The MAP monitoring loop: discover sellers across marketplaces and dealers, capture the price as a real shopper, record timestamped evidence, then enforce](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335185/blog/generated/qp-b9-051-diag1.png)
*Enforcement is only as strong as the capture behind it. The loop works when each seller's advertised price is recorded the way a real shopper in that region would see it.*

## Step one: discover every seller

You cannot enforce against sellers you have not found. Beyond your known dealer list, unauthorized sellers surface constantly on marketplaces and through shopping search. The Google Shopping vertical is the fastest way to enumerate who is advertising a given product and at what price, in one query. Run it through the [SERP API](https://quantumproxies.io/serp-api) so you get structured offers instead of a page to parse:

```bash
curl -G "https://api.quantumproxies.io/serp" \
  --data-urlencode "engine=google_shopping" \
  --data-urlencode "q=YourBrand Model 3000 headphones" \
  --data-urlencode "gl=us" \
  -H "Authorization: Bearer YOUR_API_KEY"
# Returns each seller, advertised price, and link — your violation shortlist.
```

Pair this with a crawl of the marketplaces your category lives on. Discovering unknown sellers is also the front line of gray-market and counterfeit defence, which we cover in [counterfeit and gray-market monitoring](https://quantumproxies.io/blog/brand-protection-counterfeit-monitoring).

## Step two: capture the price a shopper actually sees

A listing price is not a violation until you can show what the shopper is charged, and that number often lives behind an add-to-cart action, a coupon, or a location. This is where the monitoring stack earns its keep. Requests come from [residential proxies](https://quantumproxies.io/residential-proxies) so pages render like a genuine visitor rather than a flagged bot, geo-targeted to the region you are checking, and the cart interaction runs through a rendering fetch that executes the page's scripts:

```python
import requests

def capture_advertised_price(url, country, api_key):
    r = requests.get(
        "https://api.quantumproxies.io/scrape",
        params={
            "url": url,
            "render": "true",       # execute the add-to-cart / coupon logic
            "country": country,     # see the geo-priced page for this region
            "screenshot": "true",   # evidence for enforcement
        },
        headers={"Authorization": f"Bearer {api_key}"},
        timeout=(5, 45),
    )
    r.raise_for_status()
    return r.json()  # { price, cart_price, screenshot_url, captured_at }
```

Running the same capture across several countries is not optional for brands that sell internationally — the same reseller can honour MAP in one market and breach it in another, and geo coverage is the only way to see it. The technique overlaps with how teams verify localized offers, which we detail in [ad verification with proxies](https://quantumproxies.io/blog/ad-verification-with-proxies).

## Step three: evidence and enforcement

Enforcement lives or dies on evidence. A screenshot with a URL, the visible advertised price, and a timestamp is the difference between a reseller shrugging off your email and correcting the listing. Retailers do not enforce MAP on your behalf — on Amazon in particular, once the platform is buying and selling your product, your policy is largely unenforceable against it, and your realistic lever against violators is contact and, ultimately, cutting off supply. So your monitoring output should be enforcement-ready: a dated evidence trail per seller, per SKU, per market, ideally with change history so a repeat offender's pattern is visible. Pairing MAP capture with [broader price monitoring](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies) also tells you whether a violation is one rogue seller or a market-wide slide you need to address at the policy level.

![Checklist of where MAP violations hide, from cart prices and coupons to geo-priced pages and marketplace sellers, matched to what a monitoring stack does to catch each](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335185/blog/generated/qp-b9-051-diag2.png)
*Every hiding place has a countermeasure: render the cart, read the coupon price, geo-target by region, crawl the long tail, and timestamp it all.*

## Frequently asked questions

### Is MAP pricing legal?

In the US, a Minimum Advertised Price policy is legal when structured correctly — as a unilateral policy the manufacturer sets and enforces, rather than an agreement negotiated with resellers. The agreement framing is what risks a price-fixing claim. Because MAP restricts only the advertised price and not the actual selling price, it stays within lawful bounds. Rules vary by jurisdiction, so confirm your specific policy with legal counsel.

### What is the difference between MAP and MSRP?

MSRP, the manufacturer's suggested retail price, is a recommendation for what a product should sell for. MAP, the minimum advertised price, is the floor below which a reseller may not advertise. A retailer can advertise at MSRP, above it, or anywhere down to the MAP floor, and may sell below MAP privately — but publicly advertising under the MAP figure is the violation your monitoring exists to catch.

### Does Amazon enforce MAP for brands?

No. Amazon does not enforce MAP on your behalf, and where Amazon itself buys and resells your product, MAP is effectively unenforceable against the platform. Your practical options are to identify violating third-party sellers, contact them, and restrict or cut supply to resellers who repeatedly breach your policy. That makes independent monitoring across marketplaces essential rather than optional.

### Why do I need proxies for MAP monitoring?

Retailers price by location and cloak or block repeat automated visitors, so a corporate IP either gets blocked or shown a sanitised page that hides the violation. Residential proxies make each request look like a genuine shopper, geo-targeting reveals region-specific prices, and rotation lets you monitor thousands of listings without tripping defences. Without them, your captures are incomplete and unreliable as evidence.

MAP enforcement is a data problem before it is a legal one. The brands that hold their pricing are the ones that see every seller, in every market, at the price a real shopper is actually offered — and can prove it with a timestamp. Build that visibility and enforcement becomes routine instead of reactive.

[Power MAP monitoring with residential proxies](https://quantumproxies.io/residential-proxies)


---

# Scrape GitHub Data Past the API Rate Limit: Stars, Dependents

GitHub's API caps unauthenticated calls at 60 an hour and hides dependents and trending entirely. Here is how to mine the signals that matter across cheap IPs.

GitHub is a research goldmine - adoption curves, competitor momentum, dependency graphs, hiring signals - and its official API will hand you a slice of that for free. Then it stops. Unauthenticated calls are capped at 60 an hour, and the two datasets people most want, the dependents graph and the trending page, are not in the API at all. This guide covers how to **scrape GitHub data** past those ceilings: what the API gives you, what you have to read from HTML, and why GitHub is a rare target where cheap datacenter and IPv6 proxies are the right tool.

## Know the limits before you fight them

Start with the API - it is structured, blessed, and cheap on quota if you authenticate. The numbers that shape everything: unauthenticated REST requests are limited to 60 per hour, counted per IP; an authenticated token gets 5,000 per hour; the Search API is tighter still at 30 requests per minute authenticated (10 unauthenticated). The key detail is that the unauthenticated ceiling is counted *per IP* - which is precisely why routing reads across many IPs multiplies your headroom.

```python
import requests

# Authenticated API call - watch the rate-limit headers
headers = {"Authorization": "Bearer YOUR_GH_TOKEN",
           "Accept": "application/vnd.github+json"}
r = requests.get("https://api.github.com/repos/psf/requests", headers=headers, timeout=15)
repo = r.json()
print(repo["stargazers_count"], repo["forks_count"], repo["open_issues_count"])
print("remaining this hour:", r.headers["X-RateLimit-Remaining"])
```

Use the API for anything it exposes cleanly, and use `git clone` for file contents - cloning and processing a repo locally is faster and gentler than scraping individual file pages. Scraping HTML is for the signals the API rate-limits into uselessness or omits entirely.

## What you have to read from HTML

Three high-value datasets live only on the rendered pages. The **dependents graph** - GitHub's "Used by" count and the list of repositories that depend on a package - is one of the strongest adoption metrics there is, and it is not in the API. The **trending** pages (`github.com/trending`, filterable by language and window) are HTML-only. And **topic** pages surface repositories by subject far more usefully than search quota allows. All three are plain server-rendered HTML, so a simple request-and-parse works - no browser required.

```python
import requests
from bs4 import BeautifulSoup

# Scrape the trending page through a datacenter proxy
PROXY = "http://USER:PASS@dc.quantumproxies.io:8000"

def trending(language="python", since="daily"):
    url = f"https://github.com/trending/{language}?since={since}"
    r = requests.get(url, proxies={"https": PROXY}, timeout=20,
                     headers={"User-Agent": "Mozilla/5.0"})
    soup = BeautifulSoup(r.text, "html.parser")
    repos = []
    for row in soup.select("article.Box-row"):
        name = row.select_one("h2 a")["href"].strip("/")
        stars = row.select_one("a[href$='/stargazers']")
        repos.append({"repo": name,
                      "stars": stars.get_text(strip=True) if stars else None})
    return repos

print(trending("rust", "weekly")[:5])
```

![Stat panel showing GitHub API rate limits: 60 unauthenticated requests per hour, 5000 authenticated, 30 search per minute](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335184/blog/generated/qp-b9-050-diag1.png)
*The unauthenticated ceiling is counted per IP - which is what makes spreading reads across a pool effective.*

## GitHub is a datacenter (and maybe IPv6) target

Here is the part people over-engineer. GitHub's public pages are server-rendered, lenient, and carry no aggressive JavaScript challenge - so you do not need premium residential IPs to read them. This is a textbook case for [datacenter proxies](https://quantumproxies.io/datacenter-proxies): cheap, fast, and abundant, spread wide so no single IP approaches the unauthenticated limit or trips a secondary rate limit. Reaching for residential here is paying luxury prices for a job an economy IP does perfectly. Our guide on [when datacenter proxies are the right call](https://quantumproxies.io/blog/datacenter-proxies-when-to-use) lays out exactly this kind of lenient, high-throughput target.

There is an even cheaper option worth testing: IPv6. When a target answers over IPv6, [IPv6 proxy pools](https://quantumproxies.io/ipv6-proxies) give you an enormous, low-cost address space - ideal for spreading per-IP-limited reads across thousands of exits. GitHub has been rolling out IPv6 support, so it is one of the few large targets where this is worth checking rather than assuming. Test it before you commit: run the target through our [free IPv6 compatibility checker](https://quantumproxies.io/ipv6-compatibility-checker), and read the economics in our [complete IPv6 proxies guide](https://quantumproxies.io/blog/ipv6-proxies-complete-guide).

[Get fast datacenter proxies for GitHub](https://quantumproxies.io/datacenter-proxies)

## Mind the secondary rate limit

The per-hour ceilings are not the only limiter you will meet. GitHub also runs abuse-detection that reacts to bursty, highly concurrent, or suspiciously regular traffic - so even while you sit comfortably under the numeric limit, hammering from a single IP can earn a temporary block. The defences are the same ones that make you a polite client: cap concurrency, add a little jitter between requests, honour any `Retry-After` header the server hands you, and spread the load so no single exit ever carries a runaway pattern. This is the real reason a wide pool matters - it is not just the 60-per-hour arithmetic, it is that no individual IP should ever look like a script gone rogue. Back off at the first 403 or slowdown rather than retrying straight into a longer ban.

## Turning repo data into dev-tool intel

The point of all this is the analysis layer. Track a competitor library's star velocity and dependents count over time and you are watching adoption in real time. Diff the trending pages by language week over week to spot rising tools before they are obvious. Pull contributor lists to read team size and hiring signals. Combine language breakdowns across a topic to map a whole ecosystem. Snapshot repositories on a schedule, store each capture with a timestamp, and the deltas become the product - momentum, not a single number. A one-off reading of 40,000 stars is trivia; the same repository adding 2,000 stars a week while its dependents count climbs is a genuine adoption signal you can act on before the wider market notices.

```python
import requests
from bs4 import BeautifulSoup

# The 'Used by' dependents count - a top adoption signal, HTML-only
def used_by(owner, repo):
    url = f"https://github.com/{owner}/{repo}/network/dependents"
    proxy = "http://USER:PASS@dc.quantumproxies.io:8000"
    r = requests.get(url, proxies={"https": proxy}, timeout=20,
                     headers={"User-Agent": "Mozilla/5.0"})
    soup = BeautifulSoup(r.text, "html.parser")
    tab = soup.select_one("a.btn-link.selected")
    return tab.get_text(strip=True) if tab else None

print(used_by("pallets", "flask"))   # e.g. '1.4m Repositories'
```

One habit keeps costs sane at volume: request only what you need. Repo pages are lightweight, but if you fan out to thousands of repositories, block assets and reuse connections - our notes on [cutting proxy bandwidth](https://quantumproxies.io/blog/reduce-proxy-bandwidth-costs-scraping) apply even to a cheap target, because the win compounds.

![Comparison of datacenter, IPv6 and residential proxies for scraping GitHub](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335184/blog/generated/qp-b9-050-diag2.png)
*For a lenient public target, datacenter and IPv6 IPs win on cost; residential is overkill you save for tougher sites.*

## Frequently asked questions

### What is GitHub's API rate limit?

Unauthenticated REST requests are limited to 60 per hour, counted per IP address. An authenticated token raises that to 5,000 per hour. The Search API is separate and tighter - 30 requests per minute authenticated, 10 unauthenticated. Because the unauthenticated limit is per IP, spreading reads across a proxy pool is an effective way to scale collection.

### Can I scrape GitHub data the API doesn't expose?

Yes. The dependents graph ("Used by"), the trending pages, topic listings and stargazer timelines are HTML-only or heavily quota-limited via the API. They are plain server-rendered pages, so a request-and-parse with BeautifulSoup works without a browser. Route through datacenter proxies and spread the reads to stay under secondary rate limits.

### Do I need residential proxies for GitHub?

Usually not. GitHub's public pages are lenient and server-rendered with no aggressive JavaScript challenge, so cheap datacenter proxies handle them well - the goal is spreading requests across IPs, not disguising them as households. If the target answers over IPv6, IPv6 pools are cheaper still. Reserve residential IPs for genuinely hostile targets.

### Should I use git clone or scrape file pages?

Clone for file contents. Running `git clone` and processing the repository locally is faster, gentler on GitHub, and avoids per-file rate limits entirely. Reserve HTML scraping and the API for metadata and signals - stars, dependents, trending, contributors - that you cannot get from the checked-out files themselves.

GitHub rewards a layered approach: API where it is generous, git clone for files, and HTML scraping for the adoption signals it hides - all spread across cheap IPs so no single address hits the 60-per-hour wall. Test for IPv6, lean on datacenter pools, and the whole platform becomes a live dev-ecosystem dataset.

[Try IPv6 proxies for high-volume GitHub reads](https://quantumproxies.io/ipv6-proxies)


---

# Scraping Car Listings: Cars.com, Autotrader and CarGurus for Pricing Intel

Dealer pricing intel lives across Cars.com, Autotrader and CarGurus — the same cars, priced differently by ZIP and cross-posted everywhere. Here's how to scrape them, dedupe by VIN, and get past the anti-bot walls.

Dealer pricing intelligence doesn't live in one place. The same used car is listed on Cars.com, Autotrader and CarGurus at once, priced differently depending on the buyer's ZIP code, and each site guards its pages with anti-bot protection. Scraping this well is less about parsing a page and more about three things: filtering searches so you can actually reach every listing, deduping the same vehicle across sources by VIN, and getting past the walls without a fleet of burned IPs. This guide covers all three, with code you can adapt to any of the big listing sites.

## What a car listing gives you

Each vehicle listing is a dense record once you parse it: year, make, model and trim; price and mileage; the VIN; body type, drivetrain, fuel, transmission, cylinders and doors; interior and exterior colour; a stock number; the feature list; images; and dealer details plus a deal rating on sites that compute one. That's a full valuation dataset per row. The fields you build your pipeline around are price, mileage, VIN and dealer — everything else is enrichment.

## Filter first: reach every listing

Listing sites paginate in fixed page sizes (commonly 20 per page) and cap how deep a single search goes — often around 1,000 results total. If a search matches more cars than that, the extras are simply unreachable through pagination. The fix is segmentation: split a broad search into narrower ones by make, model, year range, price band or ZIP so each stays under the cap, then union the results. Cars.com, usefully, encodes all of this in the URL, so you build searches programmatically.

```python
from urllib.parse import urlencode

def search_url(zip_code, make="", model="", max_price="", year_min=""):
    params = {
        "stock_type": "used",
        "makes[]": make,
        "models[]": model,
        "list_price_max": max_price,
        "year_min": year_min,
        "maximum_distance": "all",
        "zip": zip_code,
        "page_size": 20,
        "sort": "listed_at_desc",
    }
    return "https://www.cars.com/shopping/results/?" + urlencode(params)

print(search_url("10001", make="toyota", model="camry", year_min=2020))
```

![Stats diagram of car listing scraping: 20 listings per page, 1000 reachable per search, 2-5 second delays, VIN as the cross-site deduplication key](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335183/blog/generated/qp-b9-049-diag1.png)
*A single search tops out near 1,000 results — segment by make, year or ZIP to reach the rest, and pace requests to stay under detection.*

## Get past the wall: residential proxies

Cars.com sits behind Cloudflare; other automotive sites use Imperva with hCaptcha or reCAPTCHA that fire under load. A datacenter IP hammering listing pages gets challenged fast. Residential proxies from real ISPs look like ordinary shoppers, and rotating them spreads requests so no single address trips the rate limit. Keep a 2-5 second delay between requests — the pacing matters as much as the IP. For small, occasional pulls a datacenter pool is fine; for continuous monitoring at scale, residential is the difference between a run that finishes and one that stalls on a CAPTCHA.

```python
import requests, time, random

PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": PROXY, "https": PROXY}
HEADERS = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36"}

def fetch(url):
    r = requests.get(url, proxies=proxies, headers=HEADERS, timeout=20)
    r.raise_for_status()
    time.sleep(random.uniform(2, 5))   # polite, and harder to fingerprint
    return r.text
```

If the target renders listings with JavaScript or throws persistent CAPTCHAs, a [Scraper API](https://quantumproxies.io/scraper-api) that carries a real browser fingerprint and solves the anti-bot layer for you is less fragile than maintaining your own browser farm. Our guide on [getting past Cloudflare in 2026](https://quantumproxies.io/blog/how-to-bypass-cloudflare-challenges-in-2026-what-actually-matters-now) covers where that line falls.

[Get residential proxies for car listing sites](https://quantumproxies.io/residential-proxies)

## Dedup by VIN across sources

The single most useful column in automotive data is the VIN. Because dealers cross-post the same car to every marketplace, your raw scrape is full of duplicates that look like separate listings. The VIN is a globally unique identifier for the physical vehicle, so keying on it collapses those duplicates into one record — and lets you compare how the same car is priced across Cars.com, Autotrader and CarGurus, or by which dealer. Keep the lowest price per VIN, or keep all of them tagged by source, depending on what you're measuring.

```python
def dedupe_by_vin(rows):
    best = {}
    for r in rows:
        vin = r.get("vin")
        if not vin:
            continue
        price = int(r["price"])
        if vin not in best or price < int(best[vin]["price"]):
            best[vin] = r          # keep the cheapest listing per car
    return list(best.values())
```

![Flow diagram of a car listing pipeline: build a filtered search URL, fetch through a residential proxy past Cloudflare, parse listing fields, deduplicate by VIN](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335183/blog/generated/qp-b9-049-diag2.png)
*Filter, fetch through a residential exit, parse, then collapse duplicates by VIN so you compare cars instead of counting listings twice.*

## Geo pricing: the same car, different ZIP

Automotive prices are local. The same model shows different prices and inventory depending on the ZIP you search from, because dealers and demand vary by region. To capture that spread, sweep a set of ZIPs and, where the site personalises by the visitor's location, route each request through an exit in the matching region. A residential pool with [country and city targeting](https://quantumproxies.io/locations) lets you see prices the way a local buyer does — essential for arbitrage, dealer benchmarking or building a valuation model that isn't skewed to one market.

```python
zips = ["10001", "90001", "60601", "77001"]  # NY, LA, Chicago, Houston
spread = {}
for z in zips:
    url = search_url(z, make="toyota", model="camry", year_min=2021)
    rows = parse_listings(fetch(url))          # exit geo-matched to the ZIP
    spread[z] = [int(r["price"]) for r in rows]

# now compare median price by market
for z, prices in spread.items():
    prices.sort()
    print(z, "median", prices[len(prices)//2])
```

This is the same location-first pattern behind [competitor price monitoring](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies) and [real estate data collection](https://quantumproxies.io/blog/real-estate-data-scraping-with-proxies) — wherever price depends on where the buyer sits, geo-targeted exits are non-negotiable.

## Auction and wholesale sources

Retail listing sites tell you what dealers ask; auction platforms like Copart tell you what cars actually change hands for at the wholesale level — the other half of a pricing model. These sites are more heavily defended: Copart, for instance, runs Imperva web protection with behavioural fingerprinting, and hCaptcha or reCAPTCHA challenges appear under higher request volumes. The pagination is also tighter — 20 vehicles per page with a hard limit of around 50 pages, so a single search caps at roughly 1,000 lots. Reaching a full inventory means segmenting queries by make, model, year range, auction yard or condition, exactly as with retail sites, and running each segment on its own.

Because these platforms load results and pagination with JavaScript and challenge suspicious traffic, they want residential IPs and a 2-5 second gap between requests at minimum. Datacenter proxies handle small, occasional pulls; anything sustained belongs on residential exits. The payoff is real signal: bid history, sale status and lot condition feed demand forecasting and export-import analysis that retail asking prices alone can't give you.

## Monitor, don't just scrape once

A one-off dump ages instantly in a market where listings turn over daily. The durable pattern is a scheduled scrape that snapshots your target searches and diffs consecutive runs — new listings, price drops, and cars that sold. Key each row by VIN so a price change on the same vehicle is unambiguous, timestamp every snapshot, and you have a time series you can trend: how fast specific models depreciate, which dealers cut prices, where inventory is building up. Route those scheduled runs through rotating residential IPs so a daily job from the same address doesn't slowly earn a block.

## Frequently asked questions

### Can you scrape Cars.com and Autotrader?

Yes — the listing pages show publicly available vehicle data. The practical challenge is anti-bot protection: Cars.com uses Cloudflare and others use Imperva with CAPTCHAs. Residential proxies, realistic headers and a 2-5 second delay between requests keep a scrape running. Respect each site's terms of service and avoid collecting personal data.

### How do I avoid getting blocked scraping car listings?

Rotate residential IPs so no single address makes too many requests, pace requests with a 2-5 second randomised delay, send a real browser User-Agent, and segment large searches into smaller ones instead of paging thousands deep. If CAPTCHAs persist, switch to a Scraper API that handles the anti-bot layer and JavaScript rendering.

### Why do I get duplicate cars when scraping?

Dealers cross-post the same vehicle to multiple marketplaces, so one physical car appears as several listings. Deduplicate on the VIN, which uniquely identifies the vehicle regardless of site. Keying by VIN turns duplicates into a price comparison for the same car across sources rather than inflated counts.

### Do car prices really change by location?

Yes. Inventory and pricing vary by region, and many sites personalise results to the searcher's ZIP. To capture the real spread, search multiple ZIPs and route each request through an exit in the matching region using geo-targeted residential proxies, so you see local prices instead of one skewed national view.

Scraping automotive listings comes down to reaching every car (segment past the ~1,000-result cap), getting past the anti-bot wall (rotating residential IPs, polite pacing), collapsing duplicates by VIN, and capturing geo spreads with location-targeted exits. Build the pipeline around price, mileage, VIN and dealer, and you have dealer pricing intel across every major marketplace at once.

[Start scraping car listings with QuantumProxies](https://quantumproxies.io/residential-proxies)


---

# How to Scrape Craigslist Listings: Vehicles, Rentals and Gigs

Craigslist is a data goldmine guarded by aggressive IP rate limits. Here is the per-city URL structure, the 120-per-page paging math, the RSS shortcut most people miss, and the proxy setup that keeps you off the ban list.

Craigslist holds an enormous amount of usable public data — used cars, apartment rentals, gigs, for-sale items, services — spread across hundreds of city sites. It is also a beginner's wall of CAPTCHAs and IP bans, because Craigslist rate-limits hard by IP address. The good news: the site's URL structure is simple and predictable, there is an RSS shortcut most guides skip, and the block problem is almost entirely an IP-hygiene problem. This guide covers the per-city URL pattern, the paging math, the parsing, the RSS route, and the proxy setup that keeps a scraper off the ban list. Scrape for personal or research use, respect Craigslist's terms, and treat this as general information rather than legal advice.

## The URL pattern is the whole game

Craigslist splits by city subdomain and category code, and everything else is query parameters. Learn the shape once and you can target any city and section: `https://{city}.craigslist.org/search/{category}?query={q}`. Category codes are short — `sss` for all for-sale, `cto` for cars by owner, `apa` for apartments, `ggg` for gigs. Add `min_price`, `max_price` and other filters as parameters. Pagination uses the `s` parameter, and each page shows 120 results — so page two is `s=120`, page three is `s=240`, and so on.

```python
import requests
from bs4 import BeautifulSoup

PROXY = "http://USER:PASS@rotating.quantumproxies.io:8000"
PROXIES = {"http": PROXY, "https": PROXY}
UA = ("Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
      "(KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36")

def build_url(city, category, query, page=0, min_price=None, max_price=None):
    base = f"https://{city}.craigslist.org/search/{category}"
    params = [f"query={query}"]
    if min_price: params.append(f"min_price={min_price}")
    if max_price: params.append(f"max_price={max_price}")
    if page:      params.append(f"s={page * 120}")   # 120 results per page
    return base + "?" + "&".join(params)

url = build_url("minneapolis", "cto", "bmw", page=0, max_price=8000)
r = requests.get(url, headers={"User-Agent": UA}, proxies=PROXIES, timeout=20)
```

## Parsing the listings

Search-result rows are marked with a stable set of classes — the listing block is `.result-info`, with `.result-title`, `.result-price` and `.result-date` inside. Guard every field, because not every listing has a price:

```python
def parse_listings(html):
    soup = BeautifulSoup(html, "html.parser")
    out = []
    for row in soup.select(".result-info"):
        title_el = row.select_one(".result-title")
        price_el = row.select_one(".result-price")
        date_el  = row.select_one(".result-date")
        if not title_el:
            continue
        out.append({
            "title": title_el.get_text(strip=True),
            "url":   title_el.get("href"),
            "price": price_el.get_text(strip=True) if price_el else None,
            "date":  date_el.get("datetime") if date_el else None,
        })
    return out

listings = parse_listings(r.text)
print(len(listings), "listings on this page")
```

For richer records — mileage on a car, bedrooms on a rental — follow each listing URL and parse the detail page. That doubles your request count, so it is exactly where pacing and rotation start to matter.

![Diagram breaking a Craigslist search URL into city subdomain, category code, query and the s pagination parameter](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335182/blog/generated/qp-b9-048-diag1.png)
*Craigslist URLs are fully predictable: city subdomain, category code, then query and the 120-step s parameter.*

## The RSS shortcut most guides skip

Craigslist has no general public API, but it does expose an RSS feed for search results — append `&format=rss` to any search URL and you get a structured XML feed instead of HTML to parse. It is lighter, less likely to trip anti-bot heuristics than repeatedly loading the full results page, and ideal for monitoring: poll a saved search on a schedule and diff for new items. It returns fewer fields than the HTML page (title, link, timestamp), so use it for freshness monitoring and fall back to HTML when you need price and detail.

```python
import feedparser

# Any Craigslist search becomes a feed with &format=rss
feed_url = build_url("sfbay", "apa", "loft", max_price=3500) + "&format=rss"
raw = requests.get(feed_url, headers={"User-Agent": UA}, proxies=PROXIES, timeout=20)
feed = feedparser.parse(raw.content)

for entry in feed.entries[:5]:
    print(entry.updated, entry.title, entry.link)
```

## Why Craigslist bans you, and how to not get banned

Craigslist stacks several defences, but they share one root: it tracks requests per IP address and blocks addresses that hit it too hard. The specific measures are IP rate limiting, CAPTCHA challenges on suspicious traffic, User-Agent monitoring, session tracking, and temporary IP bans. Every one of them is defeated by looking like many ordinary visitors rather than one relentless machine.

- **Rotate IPs and spread load** — a single IP paging through a city is the fastest route to a ban. Per-request rotation across a residential pool means no exit looks abnormal.
- **Pace requests** — 1-2 requests per second is a safe ceiling for small runs; add jitter and back off the moment you see a CAPTCHA or 403.
- **Rotate the User-Agent** — a constant or default UA is a tell; vary it and keep it current.
- **One session per city** — start fresh cookies per city or per run rather than carrying one identity across everything.

Because bans are IP-based, the exit IP is doing most of the work. A clean [residential proxy](https://quantumproxies.io/residential-proxies) pool looks like real home connections, and per-request rotation spreads a multi-city crawl so thinly that Craigslist's per-IP counters never trip. If you are collecting across many cities, our guide on [fixing 429 rate limits](https://quantumproxies.io/blog/fix-429-too-many-requests-scraping) covers the pacing and concurrency-budget side, and [the anti-ban checklist](https://quantumproxies.io/blog/avoid-ip-ban-web-scraping) ties it all together.

[Scrape Craigslist on clean residential IPs](https://quantumproxies.io/residential-proxies)

## Scaling across cities

The real power of Craigslist data is cross-city comparison — the same used car or rental priced across a dozen metros. Loop your city list, bind a fresh rotating exit per city, cap concurrency, and store the city alongside every record. For vehicle and rental research specifically, the same patterns feed a comps pipeline; see our guides on [scraping car listings](https://quantumproxies.io/blog/scrape-car-listings-autotrader-carscom) and [real-estate data](https://quantumproxies.io/blog/real-estate-data-scraping-with-proxies) for turning raw listings into market signals.

![Checklist mapping Craigslist anti-scraping defences like IP rate limiting and CAPTCHAs to fixes such as residential rotation and pacing](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335183/blog/generated/qp-b9-048-diag2.png)
*Every Craigslist defence is an IP-and-pacing problem — rotate residential exits and stay under 1-2 requests per second.*

## Frequently asked questions

### Can you scrape Craigslist?

Yes — the public search and listing pages are scrapeable, and Craigslist even exposes an RSS feed for searches. The obstacle is aggressive per-IP rate limiting, not the parsing. Rotate residential IPs, pace requests to 1-2 per second, and you can collect vehicles, rentals, gigs and for-sale data reliably. Respect Craigslist's terms and scrape only public data.

### Does Craigslist have an API?

There is no general public data API, but every search URL can return an RSS feed by appending `&format=rss`. That gives you a structured XML feed with titles, links and timestamps — perfect for monitoring new listings — while the HTML pages carry the fuller fields like price and description.

### How do I avoid getting IP banned scraping Craigslist?

Craigslist bans by IP rate, so the fixes are all about spreading and slowing load: rotate residential IPs per request, keep to 1-2 requests per second with jitter, rotate your User-Agent, use a fresh session per city, and back off immediately when you see a CAPTCHA or 403. A datacenter IP hammering one city gets banned fastest.

### How does Craigslist pagination work?

Craigslist shows 120 results per page and pages with the `s` query parameter as an offset. Page one omits `s`, page two is `s=120`, page three `s=240`, and so on. Increment in steps of 120 until a page returns fewer than 120 results, which marks the end.

Craigslist is easy to read and easy to get banned from — and the second problem is entirely about IP hygiene. Nail the URL pattern, use RSS for monitoring, page in steps of 120, and route everything through rotating residential IPs at a human pace. Do that and the CAPTCHAs simply stop appearing.

[Start with rotating residential proxies](https://quantumproxies.io/residential-proxies)


---

# How to Scrape Glassdoor Salaries and Reviews for Comp Benchmarking

Glassdoor hides its data behind a login overlay - but the content is already in the page's JSON, sitting under the modal. Here's how to find an employer ID, read that JSON, and benchmark comp without tripping the block.

Glassdoor is the reference dataset for compensation and employer-reputation research - salaries, ratings and reviews across millions of companies. It also throws a login overlay in your face and rate-limits aggressively. The trick most people miss: that overlay is cosmetic. The company data is already loaded into the page's JSON, sitting **underneath** the modal. This guide shows how to **scrape Glassdoor salaries and reviews** for comp benchmarking - resolve an employer ID, read the JSON, and pace requests so you don't hit the 403 wall.

## Step 1: resolve the company to an employer ID

Every Glassdoor page keys off a numeric employer ID, not a name. There's an internal typeahead endpoint that maps a company name to its ID - the same one that powers the search box. Hit it and you get the canonical name plus the ID you need to build every other URL:

```python
import requests

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": proxy, "https": proxy}

def find_employer_id(name):
    url = "https://www.glassdoor.com/api-web/employer/find.htm"
    params = {"autocomplete": "true", "maxEmployersForAutocomplete": 10, "term": name}
    r = requests.get(url, params=params, proxies=proxies, timeout=15,
                     headers={"User-Agent": "Mozilla/5.0"})
    return r.json()  # -> [{"id": 7853, "shortName": "eBay", ...}, ...]

print(find_employer_id("eBay"))
```

With the ID you can build the overview URL (`/Overview/Working-at-NAME-EI_IE{id}.htm`) and the reviews URL (`/Reviews/NAME-Reviews-E{id}.htm`). No browser needed yet.

![Diagram of a Glassdoor scraping pipeline from typeahead employer ID lookup to reading the Next.js and Apollo JSON](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335182/blog/generated/qp-b9-047-diag1.png)
*Resolve the ID first; every Glassdoor URL and JSON payload is keyed to that number.*

## Step 2: read the JSON, not the HTML

Glassdoor is a Next.js app, so each page ships its data as a JSON blob - in the `__NEXT_DATA__` script tag and an Apollo GraphQL cache. Parse that instead of scraping the rendered DOM: it carries ratings, salary figures, review text, plus firmographics like revenue, HQ, company size, year founded and industry. It's far more stable than CSS selectors, which Glassdoor rotates behind `data-test` attributes.

```python
import json, re

def scrape_overview(name, employer_id):
    url = f"https://www.glassdoor.com/Overview/Working-at-{name}-EI_IE{employer_id}.htm"
    r = requests.get(url, proxies=proxies, timeout=20,
                     headers={"User-Agent": "Mozilla/5.0"})
    m = re.search(r'<script id="__NEXT_DATA__"[^>]*>(.*?)</script>', r.text, re.S)
    data = json.loads(m.group(1))
    # firmographics + ratings live inside the Apollo cache under props
    return data["props"]["pageProps"]

data = scrape_overview("eBay", 7853)
```

The login modal you see in a browser is a fixed overlay (its container id is `HardsellOverlay`) drawn on top of the page. Because the underlying content is already in the DOM and the JSON, an HTTP request that reads the raw markup never sees the modal at all. If you do render with a browser, you can drop the overlay with a one-line CSS injection (`display:none`) rather than trying to log in.

## Paging reviews and reading salary distributions

Reviews and salaries are paginated, and the pagination cursor lives in the same JSON you already parsed - not in a fragile "next" button you have to click. Read the current page's data, find the cursor or page number in the payload, and request the next page's URL directly. This is why parsing the JSON beats driving a browser: you walk pages with plain HTTP requests, one per page, at whatever pace you choose. Pull the review body, star rating, job title, location and date for each entry, and you have a structured review corpus you can run sentiment analysis over - the same raw material covered in our [review-scraping guide](https://quantumproxies.io/blog/scraping-product-reviews-with-proxies).

Salaries are the higher-value target, and the honest advice is to treat them as distributions, not point values. A single scraped figure is noisy; the useful signal is the range and median across many submissions for a role in a given location. The JSON exposes the numbers you need - base pay, the sample count behind each estimate, currency and location - so aggregate them yourself rather than trusting any one number. Weight by sample size, drop roles with too few data points to be meaningful, and always pair a salary with its location and the date it was collected - ideally via a [residential exit](https://quantumproxies.io/residential-proxies) in that market - because comp benchmarks go stale and vary wildly by market. That discipline is what turns scraped rows into a benchmark a hiring or finance team can actually defend. It also protects you from the classic trap of quoting a single eye-catching figure that turns out to rest on two submissions from three years ago.

## Step 3: set the region so the data matches your market

Glassdoor localises salaries and content by region through a `tldp` cookie: 1 is the US, 2 the UK, 3 Canada, 4 India, 5 Australia, 6 France, 7 Germany. Set it to benchmark comp in the market you actually care about - a US salary figure is meaningless for a UK role. Pair the cookie with a proxy exit in the matching country so the request is coherent end to end. Our guide to [B2B data collection](https://quantumproxies.io/blog/lead-generation-data-scraping-with-proxies) covers keeping geo signals consistent across a pipeline.

[Get geo-targeted residential proxies](https://quantumproxies.io/residential-proxies)

## Handling the 403 rate limit

Glassdoor answers aggressive scraping with `HTTP 403`, not a CAPTCHA. Treat a 403 as a pacing signal, not a dead end: back off exponentially, rotate to a fresh IP, and slow your overall rate. A single datacenter IP walking through review pagination gets throttled within a page or two; spreading requests across a [residential pool](https://quantumproxies.io/residential-proxies) and pausing between them keeps you under the radar.

```python
import time, random

def get_with_backoff(url, tries=4):
    for attempt in range(tries):
        r = requests.get(url, proxies=proxies, timeout=20,
                         headers={"User-Agent": "Mozilla/5.0"})
        if r.status_code == 200:
            return r
        if r.status_code == 403:              # rate-limited: pace + rotate
            wait = (2 ** attempt) + random.random()
            time.sleep(wait)                   # rotating gateway gives a new IP
    return None
```

A quick word on ethics and law: benchmark in aggregate. Salaries and ratings are useful as distributions; individual reviews attached to identifiable people are personal data, so don't rebuild profiles of reviewers, and respect Glassdoor's Terms and robots directives. This is guidance, not legal advice - check your jurisdiction. Our overview of [web scraping legality in 2026](https://quantumproxies.io/blog/is-web-scraping-legal-2026) goes deeper.

![Checklist of do and avoid practices for scraping Glassdoor salaries and reviews without triggering blocks](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335182/blog/generated/qp-b9-047-diag2.png)
*Read the JSON, pace your requests, aggregate the results - and never rebuild individual reviewer profiles.*

## Frequently asked questions

### How do I scrape Glassdoor reviews with Python?

Resolve the company to its employer ID via the internal typeahead endpoint, build the reviews URL with that ID, then parse the `__NEXT_DATA__` JSON in the page rather than the HTML. Route requests through residential proxies and back off on any 403. The review text, ratings and pagination cursors all live in that JSON payload.

### Can I get past the Glassdoor login wall?

Usually you don't need to. The login prompt is a cosmetic overlay drawn on top of content that's already loaded in the page and its JSON. A plain HTTP request that reads the raw markup never renders the modal. If you use a real browser, hide the overlay with a CSS `display:none` injection instead of logging in.

### Why does Glassdoor return 403 errors?

A 403 is Glassdoor rate-limiting you, typically because too many requests came from one IP too fast. Slow down, add exponential backoff, and rotate through a residential proxy pool so requests spread across many IPs. It's a pacing problem, not a permanent block - steady, human-like timing clears it.

### Is scraping Glassdoor legal?

Collecting public, aggregate company data for benchmarking is generally lower-risk, but Glassdoor's Terms restrict automated access and individual reviews can be personal data. Keep it aggregate, don't reconstruct identifiable people, and respect robots and Terms. This is general guidance, not legal advice - assess your own use case.

The whole job is three moves: resolve the employer ID, read the JSON the page already contains, and pace requests across clean IPs so 403s stay rare. Do that and Glassdoor becomes a live comp-benchmarking feed instead of a login wall you keep bouncing off.

[Start benchmarking with residential proxies](https://quantumproxies.io/residential-proxies)


---

# How to Scrape Indeed Job Postings: Structure, Blocks and the SERP Route

Indeed is the biggest job board on the web and a live labor-market signal. It's also behind Cloudflare with class names that rotate weekly. Here's how to extract it durably — and when to skip the site entirely.

Indeed pulls around 542 million visits a month, which makes its listings one of the cleanest live signals for the labor market — hiring demand by role, salary bands, which companies are staffing up. It's also a Cloudflare-protected React site whose visible CSS class names rotate often enough to break a naive scraper within weeks. This guide shows how to scrape Indeed job postings durably, how to page and dedup them, the Cloudflare reality, and the jobs SERP vertical that lets you skip the fight entirely.

## Read the search page, anchor on stable attributes

The unit of Indeed data is the search results page: query plus location gives you a page of job cards. The trap is selecting on the hashed class names (things like `eu4oa1w0`) that Indeed regenerates. Anchor instead on the `data-testid` attributes, which change far less often:

```python
import requests
from bs4 import BeautifulSoup

headers = {
    "User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 "
                  "(KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36",
    "Accept-Language": "en-US,en;q=0.9",
}
proxies = {"http": "http://USER:PASS@gate.quantumproxies.io:8000",
           "https": "http://USER:PASS@gate.quantumproxies.io:8000"}

url = "https://www.indeed.com/jobs?q=python&l=New+York%2C+NY"
html = requests.get(url, headers=headers, proxies=proxies, timeout=30).text
soup = BeautifulSoup(html, "html.parser")

jobs = []
for card in soup.select("div.job_seen_beacon"):
    title = card.find("a", class_="jcs-JobTitle")
    company = card.find("span", attrs={"data-testid": "company-name"})
    location = card.find("div", attrs={"data-testid": "text-location"})
    jobs.append({
        "title": title.get_text(strip=True) if title else None,
        "company": company.get_text(strip=True) if company else None,
        "location": location.get_text(strip=True) if location else None,
        "jk": title["href"].split("jk=")[-1][:16] if title else None,
    })
print(len(jobs), "jobs on page 1")
```

Each card carries a job key (`jk`) — a stable ID you use to dedup across pages and runs. Store on `jk`, not URL, because the same posting appears with different tracking parameters.

## Pagination and country sites

Indeed pages with a `start` parameter that increments by 10. And it's not one site — each country is a subdomain: `www.indeed.com` for the US, `uk.indeed.com` for the UK, and so on. Match your proxy exit to the country you're querying so the request is geographically coherent:

```python
def crawl(query, location, country="www", pages=5):
    base = f"https://{country}.indeed.com/jobs"
    for start in range(0, pages * 10, 10):
        params = {"q": query, "l": location, "start": start}
        html = requests.get(base, params=params, headers=headers,
                            proxies=proxies, timeout=30).text
        # parse as above, yield rows
        yield html

# freshness filter: fromage accepts only 1, 3, 7 or 14 days
# .../jobs?q=python&l=NYC&fromage=7
```

One quirk worth knowing: Indeed's "posted within" filter (`fromage`) only accepts 1, 3, 7 or 14 days — other values are ignored, so build your freshness logic around those buckets.

![Pipeline for scraping Indeed search pages: query URL through a residential exit, parsing cards by data-testid, paging by start and deduping by job key](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335181/blog/generated/qp-b9-046-diag1.png)
*Anchor on data-testid and the job key; page by start increments of 10 and dedup so you capture the full result set.*

## The Cloudflare reality

Indeed sits behind Cloudflare, so a datacenter IP with a bare request often gets a challenge instead of results. The fixes are the usual anti-bot stack: a coherent browser User-Agent and header set, and — the biggest lever — a residential exit that isn't pre-scored as automation. A [residential proxy](https://quantumproxies.io/residential-proxies) presents as a real user's connection, which is what keeps Cloudflare serving the page. When a challenge does appear, matching the browser fingerprint matters as much as the IP; our guide on [getting past Cloudflare in 2026](https://quantumproxies.io/blog/how-to-bypass-cloudflare-challenges-in-2026-what-actually-matters-now) covers where the line falls.

## The shortcut: the jobs SERP vertical

If what you actually want is labor-market data — not Indeed's HTML specifically — there's a cleaner path. Google's jobs vertical aggregates postings from Indeed and many other boards, and a [SERP API](https://quantumproxies.io/serp-api) returns that jobs vertical as parsed JSON: title, company, location, posted date and source, no CSS selectors to maintain and no Cloudflare to fight. You trade some field-level control for a stable structured feed across many boards at once, which for aggregate hiring analytics is usually the better deal. It's the same reasoning behind building a [job-board aggregator](https://quantumproxies.io/blog/job-board-aggregator-scraping) on a SERP feed rather than one scraper per site.

[Pull the jobs vertical as clean JSON](https://quantumproxies.io/serp-api)

## What the data is good for

Beyond a job search, this data drives real analysis: salary benchmarking by role and city, demand tracking for specific skills over time, competitor hiring signals (a rival staffing a new team is a strategy tell), and enrichment — pairing a company's open roles with firmographics for outbound. Pair it with [Glassdoor salary data](https://quantumproxies.io/blog/scrape-glassdoor-salary-reviews) and you get a fuller comp picture than either source alone.

![Comparison of scraping Indeed directly versus pulling the same jobs data from the Google jobs SERP vertical as structured JSON](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335181/blog/generated/qp-b9-046-diag2.png)
*Scraping Indeed gives full field control; the jobs SERP vertical gives structured JSON across many boards with no selector upkeep.*

## Frequently asked questions

### Can you legally scrape Indeed job postings?

Job postings are public data, and collecting publicly visible listings is broadly defensible, but Indeed's terms restrict automated access and you should avoid personal data and respect rate limits. Many teams sidestep the terms question by using the aggregated jobs SERP vertical instead of scraping Indeed directly. This is general information, not legal advice — review the current terms before a large project.

### Why does my Indeed scraper keep breaking?

Two reasons. First, Indeed rotates its hashed CSS class names, so selectors pinned to them fail within weeks — anchor on `data-testid` attributes and the job key instead. Second, Cloudflare starts challenging your IP once it's flagged; a residential exit and a coherent browser fingerprint keep the real page loading. Fix both and the scraper stabilises.

### How do I scrape jobs from multiple countries?

Indeed serves each country from its own subdomain (`www.indeed.com`, `uk.indeed.com`, `de.indeed.com`, and so on). Query the right subdomain and route through a proxy exit in that country so the request is geographically consistent — otherwise you may get mismatched or redirected results. The jobs SERP vertical also accepts a country parameter if you'd rather not manage subdomains.

### Is the Google jobs SERP better than scraping Indeed?

For aggregate labor-market analytics, usually yes. The jobs vertical returns postings from Indeed and many other boards as structured JSON, with no rotating selectors and no Cloudflare challenge to handle. You lose some Indeed-specific fields, but you gain a stable multi-source feed and far less maintenance. Scrape Indeed directly only when you need fields that live on Indeed's own pages.

Indeed rewards the durable approach: anchor on stable attributes, dedup by job key, page by tens, and knock with a residential IP so Cloudflare serves you. And when you only need the labor-market signal rather than Indeed's exact HTML, the jobs SERP vertical hands it to you as JSON. Pick the path that matches how much field control you actually need.

[Get residential IPs that clear Cloudflare](https://quantumproxies.io/residential-proxies)


---

# How to Scrape Zillow Real Estate Data: Search JSON, Zestimate, PerimeterX

Zillow ships its listing data as JSON hidden in the page — you never need to parse a single div. Here's how to drive the map-bounds search API, beat the pagination cap, and survive PerimeterX.

Zillow holds more than **110 million properties** and draws around **245 million monthly visitors**, which makes it the default source for US real-estate data — prices, addresses, beds, baths, zestimates and rent estimates. It also sits behind PerimeterX and renders client-side, so naive scrapers get a 403 and a blank page. The good news: Zillow hands you its data as JSON if you know where to look, and its search is driven by map coordinates you can call directly. Here is the whole approach.

## Don't parse HTML — Zillow ships JSON

There is no need to fight CSS selectors on a Zillow property page. The full property record is embedded as hidden web data in a script tag. Two locations cover almost every page: `<script id="__NEXT_DATA__">` holds the Next.js cache, and some pages instead use `<script id="hdpApolloPreloadedData">` (the Apollo GraphQL cache). Grab either, parse it, and you have a clean object with `zpid`, `price`, `livingArea`, `bedrooms`, `bathrooms`, `latLong`, `homeStatus`, `rentZestimate` and more:

```python
import json, re, requests

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": proxy, "https": proxy}
HEADERS = {"user-agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
           "AppleWebKit/537.36 (KHTML, like Gecko) Chrome/124.0 Safari/537.36",
           "accept-language": "en-US,en;q=0.9"}

def property_json(url):
    r = requests.get(url, headers=HEADERS, proxies=proxies, timeout=20)
    r.raise_for_status()                       # 403 => blocked, rotate IP
    m = re.search(r'id="__NEXT_DATA__"[^>]*>(.*?)</script>', r.text, re.S)
    if m:
        data = json.loads(m.group(1))
        cache = data["props"]["pageProps"]["componentProps"]["gdpClientCache"]
        return next(iter(json.loads(cache).values()))["property"]
    # fallback: Apollo cache
    m = re.search(r'id="hdpApolloPreloadedData"[^>]*>(.*?)</script>', r.text, re.S)
    cache = json.loads(json.loads(m.group(1))["apiCache"])
    return next(v["property"] for k, v in cache.items() if "ForSale" in k)
```

The embedded record is far richer than the visible page. Alongside price and address you get `zestimate` and `rentZestimate` — Zillow's own sale and rent valuations — plus `homeStatus` (for sale, sold, for rent), `daysOnZillow`, lot and living area, and precise latitude and longitude. That is everything a comps model, a lead-scoring pipeline or a market dashboard needs, delivered as one clean JSON object per property instead of a dozen brittle CSS selectors that break on the next redesign.

## The search API runs on map coordinates

Zillow's search is not keyword-first — it is map-first. Under the hood, submitting a search fires a request to `zillow.com/async-create-search-page-state` with a `searchQueryState` object whose core field is `mapBounds`: four numbers (north, south, east, west) that draw a rectangle on the map. Give it a bounding box and it returns every listing inside, as structured JSON:

```python
def search_area(bounds, page=1):
    url = "https://www.zillow.com/async-create-search-page-state"
    body = {
        "searchQueryState": {
            "pagination": {"currentPage": page},
            "mapBounds": bounds,   # {'north':..,'south':..,'east':..,'west':..}
            "filterState": {"sortSelection": {"value": "days"}},
        },
        "wants": {"cat1": ["listResults", "mapResults"], "cat2": ["total"]},
        "requestId": 2,
    }
    r = requests.put(url, json=body, headers=HEADERS, proxies=proxies, timeout=20)
    return r.json()["cat1"]["searchResults"]["listResults"]

# New Haven, CT bounding box
listings = search_area({"north": 41.366, "south": 41.230,
                        "east": -72.827, "west": -73.030})
```

![Flow diagram of scraping Zillow at scale: define a map bounds box, call the search API for JSON, fetch through a residential proxy, and split quadrants to beat the result cap](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335180/blog/generated/qp-b9-045-diag1.png)
*Drive Zillow by map coordinates: the bounding box is the query and residential IPs keep PerimeterX quiet.*

## Beat the 820-result ceiling

Zillow only paginates 20 pages of about 41 items, so a single search caps at roughly **820 results** no matter how many homes are in the area. Dense markets hide thousands more. The workaround is recursive quadrant splitting: if a bounding box returns the maximum pages, split it into four smaller boxes and search each; keep subdividing until every box returns fewer than the cap. This zoom-in strategy can surface hundreds of thousands of listings from one metro that the flat search would never show — and it only subdivides where the density warrants it, so you do not waste requests on empty countryside.

There is a cost to that thoroughness: each subdivision multiplies requests, so a dense metro can turn one search into dozens. Budget for it — cap the recursion depth and only zoom where the result count justifies it, which the algorithm does for you by subdividing solely when a box still hits the maximum pages. For a nightly refresh of a whole city, most requests then land on the handful of dense downtown boxes while the suburbs resolve in a single pass, so you spend on depth exactly where the inventory is and nowhere else.

## PerimeterX is why naive scrapers fail

Zillow's blocking is not primarily rate-based; it is PerimeterX (now HUMAN) profiling the request. Datacenter IPs, missing browser headers and inhuman timing all trigger a 403 or a challenge — that is what an `assert status == 200` is really checking. The fix is a coherent, trusted request: [US residential proxies](https://quantumproxies.io/residential-proxies) so the exit IP looks like a homebuyer, realistic browser headers, and exponential backoff that rotates to a fresh IP on any 403 rather than retrying the burned one. Our breakdown of [how PerimeterX detects automation](https://quantumproxies.io/blog/how-perimeterx-human-detects-automation-in-2026) covers the signals in depth; the same posture applies to [Walmart, which uses the same vendor](https://quantumproxies.io/blog/scrape-walmart-product-data).

When PerimeterX tightens or you would rather not maintain a browser fleet, a [Scraper API](https://quantumproxies.io/scraper-api) renders the page, rotates residential IPs and clears the challenge for you, returning the same hidden JSON without the operational overhead.

[Scrape Zillow behind PerimeterX with residential IPs](https://quantumproxies.io/residential-proxies)

![Statistics panel showing Zillow's 110 million properties, 245 million monthly visitors, 820-result search cap, and 600 thousand results via quadrant splitting](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335180/blog/generated/qp-b9-045-diag2.png)
*The scale is enormous, but one search caps at 820 — engineering around that ceiling is the real work.*

## When to use county records instead

Zillow is superb for listings, photos and estimates, but it is a secondary source. For authoritative ownership, sale history and assessed values, county assessor and recorder offices publish public records — often via their own portals or bulk data exports. If your use case is title, comps or tax data rather than live listings, county-level records are cleaner, more permissive to collect, and free of PerimeterX entirely. Use Zillow for the market signal and county records for the ground truth.

## Is scraping Zillow legal?

This is general information, not legal advice. Publicly available listing data — prices, addresses, property attributes — is broadly considered fair to collect at respectful rates. Zillow results can include personal data, though: agent names, phone numbers and broker details. Those are protected under GDPR and similar laws, so avoid harvesting and storing them without a lawful basis. Collect the property facts, not the people.

## Frequently asked questions

### Can I scrape Zillow data?

Yes — publicly visible listing data can be collected. Zillow embeds each property record as JSON in a script tag (`__NEXT_DATA__` or the Apollo cache), and its search runs on a map-bounds API you can call directly. The obstacle is not access but PerimeterX, so you need residential IPs and coherent headers to avoid 403s.

### Does Zillow have an API?

Zillow offers roughly 20 official APIs, including Property Details and Neighborhood Data, but they require keys, carry usage limits and do not cover every field or bulk use case. Many teams scrape the public pages instead precisely because the hidden JSON already contains the price, beds, baths, area, zestimate and rent estimate they need.

### Why does my Zillow scraper get a 403?

A 403 on Zillow is almost always PerimeterX, not a rate limit. Datacenter IPs, missing or inconsistent browser headers, and robotic request timing all trigger it. Switch to US residential proxies, send realistic headers, add human-like spacing, and rotate to a fresh IP on every 403 with exponential backoff rather than hammering the blocked one.

### How do I scrape more than 820 Zillow listings from one area?

A single search caps at about 820 results (20 pages of 41). To go deeper, split the map bounding box into four quadrants and search each; recursively subdivide any quadrant that still hits the cap. This zoom-in approach only subdivides dense areas, so it captures the full inventory of a metro without wasting requests on sparse regions.

Skip the HTML and read the embedded JSON, drive the search by map bounds, split quadrants to beat the cap, and route everything through clean residential IPs to stay ahead of PerimeterX. Do that and Zillow becomes a structured real-estate feed instead of a wall of 403s.

[Get Zillow JSON without fighting PerimeterX](https://quantumproxies.io/scraper-api)


---

# How to Scrape Trustpilot Reviews for Reputation Analysis

Trustpilot is a public reputation feed for you and every competitor you have. Here's how the pages are structured, where pagination caps out, and how to turn scraped reviews into a sentiment pipeline.

Trustpilot is a public reputation feed — not just for your own brand, but for every competitor you have. Each company page is a stream of dated, star-rated, geolocated opinions you can mine for reputation tracking, competitor benchmarking, and product feedback. This guide covers how to **scrape Trustpilot reviews**: how the pages are structured, where pagination caps out, the fields worth capturing, and how to turn the raw text into a sentiment pipeline that scales past manual reading.

## How Trustpilot pages are structured

Every company has a review page at `trustpilot.com/review/{domain}` — for example `/review/example.com`. Trustpilot runs localized domains too, so `it.trustpilot.com` and `www.trustpilot.com` can surface different review sets and sort orders for the same company. That matters: if you want a specific market's reviews, hit the matching regional domain and use an exit IP from that region. Each review renders as a card carrying the reviewer's name, star rating, date, a headline, the full body text, and — usefully — the reviewer's country as a two-letter code.

## Pagination and where it caps

Reviews are paginated, roughly 20 per page, with a `?page=N` parameter. Two things bite here. First, Trustpilot limits how deep you can page on a single company — the well-known "200-review limit" that off-the-shelf tools advertise beating. Second, sort order changes what you get: newest-first captures recent sentiment, while relevance-sorted pages skew toward highlighted reviews. Decide your sort deliberately, and for very active companies, collect in scheduled passes rather than one deep crawl so you stay under the depth cap and catch new reviews as they land.

![Flow diagram of a Trustpilot review pipeline: fetch paginated pages, parse review cards, structure fields, score sentiment, store](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335179/blog/generated/qp-b9-044-diag1.png)
*The pipeline is five stages; the fetch stage — geo-locked exits and pagination caps — is where most scrapers fall short.*

## Building the scrape

Trustpilot fingerprints automated traffic, so bare requests get challenged quickly. Route through a rotating [residential proxy](https://quantumproxies.io/residential-proxies) with the right country exit, or hand the fetch to a [Scraper API](https://quantumproxies.io/scraper-api) that manages rotation, fingerprint and rendering and returns clean HTML or markdown per page:

```python
import requests

def fetch_page(domain, page, country="gb"):
    return requests.get(
        "https://api.quantumproxies.io/scraper",
        params={
            "api_key": "YOUR_KEY",
            "url": f"https://www.trustpilot.com/review/{domain}?page={page}",
            "country": country,
            "render": "false",
        },
        timeout=60,
    )

for page in range(1, 11):          # walk pages 1..10
    html = fetch_page("example.com", page).text
    # parse each review card: author, rating, date, title, body, country
```

Parse each card into a record. A newer approach skips brittle CSS selectors entirely and passes the page HTML to an [LLM extraction step](https://quantumproxies.io/blog/ai-web-scraping-llm-extraction) that returns structured JSON — resilient when Trustpilot tweaks its markup.

## The fields to capture

- **rating** — 1 to 5 stars, the numeric backbone of every trend chart.
- **date** — normalize to `YYYY-MM-DD` so you can bucket by week or month.
- **author** and **total reviews** — the reviewer and how prolific they are (a one-review account reads differently to a hundred-review one).
- **title** and **body** — the headline and full text, your sentiment and keyword source.
- **country** — a two-letter code that lets you split reputation by market.

## Turn reviews into a sentiment pipeline

The star rating is a blunt instrument — a three-star review can be a rave with one complaint. Run each body through a sentiment step that classifies it as **positive, neutral, or negative** with a confidence score, so you can weight and filter. A typical output looks like `{"category": "Positive", "confidence": 0.95}`. Append the scored record to a store — a sheet, a database, or a dashboard — keyed on review ID so a re-scrape updates rather than duplicates. That five-stage flow (fetch, parse, structure, score, store) is the whole system.

![Stats diagram of what a Trustpilot review carries: 1 to 5 star rating, three sentiment classes, two-letter country code, about twenty reviews per page](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335179/blog/generated/qp-b9-044-diag2.png)
*Rating plus country plus date is enough to slice reputation by market and track how it moves.*

[Fetch Trustpilot pages cleanly with the Scraper API](https://quantumproxies.io/scraper-api)

## Reputation and competitor use cases

Once the data lands, the analysis pays for the scrape. Track your own rating over time and alert on a dip before it shows up in sales. Benchmark competitors side by side — average rating, complaint themes, response rate — to find where they're weak. Slice by the country field to see which markets rate you well and which don't. The same review-mining pattern applies to [Yelp](https://quantumproxies.io/blog/scrape-yelp-business-data) and [Google Maps business data](https://quantumproxies.io/blog/scrape-google-maps-business-data), so a single pipeline can cover every reputation surface at once. This is informational, not legal advice — keep to public review pages and avoid republishing individuals' text verbatim.

## Scheduling and keeping the data fresh

Reviews aren't a one-time pull — reputation is a moving target, so collection has to be a schedule, not a script. Run a daily or weekly pass per company, newest-first, and upsert on review ID so new reviews append while existing ones update in place. That side-steps Trustpilot's per-company depth cap — you never need to page deep if you catch reviews as they land — and gives you the time series that makes the data valuable: rating trend lines, complaint spikes after a bad week, and shifts in response rate. Add a simple alert (a drop of more than half a star week over week, or a burst of one-star reviews) and the pipeline stops being a research tool and becomes an early-warning system for your reputation and your competitors'.

Freshness has a cost, though. Re-fetching every company every day burns bandwidth and IPs on data that mostly hasn't changed. Tier it like any monitoring job: watch your own brand and your top few competitors closely, and sweep the long tail weekly or monthly. Weighting the crawl toward companies whose review volume actually moves keeps both the data current and the bill sane.

## Frequently asked questions

### Can you scrape Trustpilot reviews?

Yes — company review pages are public and paginated, so you can collect the author, rating, date, title, body, and country for each review. The main obstacles are Trustpilot's bot detection, which requires clean rotating IPs, and its per-company depth cap, which you work around by sorting newest-first and collecting in scheduled passes rather than one deep crawl.

### Is it legal to scrape Trustpilot?

Scraping publicly visible review pages generally sits in the same gray area as other public-data collection — this isn't legal advice. Stay on public pages, don't attempt to bypass a login, keep your request rate polite, and avoid republishing reviewers' personal data or text verbatim. For aggregate reputation and competitor analysis, the derived metrics matter more than any single review anyway.

### How do you scrape all reviews from Trustpilot?

You page through `/review/{domain}?page=N` until there are no more reviews, but Trustpilot caps how deep it serves for a single company. To get broad coverage, sort newest-first, collect in repeated scheduled runs so fresh reviews are captured over time, and hit the relevant regional domain with a matching country exit if you need a specific market's reviews.

### How do you analyze Trustpilot reviews at scale?

Run each review body through a sentiment classifier that returns a category (positive, neutral, negative) and a confidence score, then store the scored records keyed on review ID. From there you can chart rating trends, cluster complaint themes, split by the country field, and benchmark competitors — the sentiment layer turns thousands of reviews into a handful of decisions.

Trustpilot hands you a dated, geolocated, star-rated feed of exactly what customers think — about you and everyone you compete with. The scrape is five stages; the fetch is the one that breaks without clean geo-locked IPs, and the sentiment layer is what turns raw text into a reputation you can actually manage.

[Start scraping Trustpilot with the Scraper API](https://quantumproxies.io/scraper-api)


---

# How to Scrape TripAdvisor Reviews for Hospitality Intel

TripAdvisor stores reviews as hidden JSON, richer than the page shows — subratings, reviewer tenure, owner response rates. Here's how to read it, page it, and geo-target it without getting blocked.

TripAdvisor is a goldmine for hospitality intelligence — but only if you read it the right way. Scraping the rendered page gives you star ratings and review text and stops there. Underneath, TripAdvisor stores each review as a rich JSON object with far more signal: per-category subratings, the reviewer's full contribution history, the device the review was posted from, machine-translation flags, and whether the business owner responded. This guide shows how to scrape TripAdvisor reviews from that hidden data, how the URL structure lets you target any property or date range, and why the exit IP you use decides whether the crawl survives. It's about public review data for market analysis, not personal profiling.

## Read the hidden JSON, not the rendered page

TripAdvisor is a dynamic site: the reviews you see are hydrated from a JSON document embedded in the page, and that document is where the real detail lives. For each review the schema carries the `rating`, `helpfulVotes`, `travelDate`, `publishedDate`, the `publishedPlatform` (Mobile or Desktop — the device it was written on), the review `lang` and `originalLanguage`, an `isMachineTranslated` flag, an `ownerResponse` object when the business replied, and a `subratings` breakdown scoring Value, Location, Service and more on a 1–5 scale. Parse the JSON blob and you get all of it as structured fields; scrape the visible HTML and you throw most of it away.

## The URL structure is a map

TripAdvisor's URLs encode exactly what you're looking at. A hotel review page reads like `Hotel_Review-g60763-d208453-Reviews-Name.html`, where `g60763` is the geo (here, New York City), `d208453` is the property, and a single review adds an `r` id. Decode those and you can construct URLs for any place, city or specific review programmatically — and size the job before you start, because the place object embeds a `numberOfReviews` count. A busy property can carry thousands of reviews, so you'll always be paginating.

```python
import re

# Hotel_Review-g60763-d208453-Reviews-Name-City.html
def decode(url):
    geo = re.search(r"-g(\d+)-", url)
    place = re.search(r"-d(\d+)-", url)
    review = re.search(r"-r(\d+)-", url)
    return {
        "geo_id": geo.group(1) if geo else None,
        "place_id": place.group(1) if place else None,
        "review_id": review.group(1) if review else None,
    }
```

![Diagram showing how to decode a TripAdvisor URL into geo, property and review IDs, route through a residential proxy, and extract the hidden JSON](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335178/blog/generated/qp-b9-043-diag1.png)
*The g/d/r IDs in the URL map to geo, property and review — decode them and you can target any place or date range.*

## Pagination and incremental pulls

Two facts shape how you scale. First, reviews come in pages, so a full property means walking every page and collecting the review objects from each. Second — and this is what makes ongoing monitoring cheap — you can filter by a start date and only pull reviews published after your last run. Store the newest `publishedDate` you've seen, and each subsequent crawl fetches just the delta instead of re-scraping the whole history. That turns a one-off dump into a live feed of new guest sentiment.

One honest ceiling: TripAdvisor caps how deep any single result set goes, so extremely large properties won't hand you every historical review in one linear walk. Slice by date window or by sub-page to work within that limit, and treat completeness as a sampling problem, not a guarantee.

## What the extra fields are actually worth

The hidden schema is what separates a review dump from real intelligence:

- **Subratings** tell you *why* a hotel scores 3.8 — high on Location, low on Service — which a single star rating hides entirely.
- **Owner responses** reveal how actively a competitor manages reputation; response rate and speed are a benchmark in themselves.
- **Reviewer contribution history** (total reviews, hotel vs restaurant counts, tenure) lets you weight credible reviewers over one-off accounts.
- **Machine-translation flags** plus `originalLanguage` let you separate genuine local sentiment from auto-translated text, and pull the original when you need clean language data.
- **publishedPlatform** (Mobile vs Desktop) is a small but useful signal about how and when guests actually write reviews.

## Geo differences and why IP matters

TripAdvisor localises content — currency, ranking context, sometimes which reviews and translations surface — based on where the request appears to come from. If you're comparing how a hotel presents to a US traveller versus a German one, the exit IP is the variable you're testing. Route through a [residential proxy](https://quantumproxies.io/residential-proxies) in the target market to see what a real traveller there sees. Datacenter IPs also get flagged faster on review-heavy crawls, so residential isn't just about geo accuracy — it's about staying unblocked long enough to finish. Our guide to [scraping product reviews at scale](https://quantumproxies.io/blog/scraping-product-reviews-with-proxies) goes deeper on that hygiene.

[Get residential proxies for review scraping](https://quantumproxies.io/residential-proxies)

## Staying unblocked on a review crawl

Review pages are request-heavy — many pages per property, many properties per city — so the anti-bot posture bites quickly if you run flat out. The same discipline that works elsewhere applies: rotate across a residential pool so no single IP carries the load, pace requests with jittered delays, send coherent browser headers, and validate that each response actually contains review JSON rather than a challenge page. Because the data is in a hidden JSON blob rather than the rendered DOM, you often don't need a full headless browser at all — fetch the page, extract the embedded document, and parse it, which is far cheaper than rendering. Our [headless vs HTTP cost](https://quantumproxies.io/blog/headless-browser-vs-http-requests-cost) breakdown covers when that shortcut holds.

![Stats panel showing what the hidden TripAdvisor JSON provides per review: six subrating axes, star rating with helpful votes, owner responses, and multi-locale text](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335178/blog/generated/qp-b9-043-diag2.png)
*The hidden JSON carries subratings, reviewer tenure and owner responses the rendered page never shows you.*

## When a managed API makes more sense

Running your own TripAdvisor crawler is very doable, but it comes with maintenance: schema shifts, pagination caps, rotation and geo pinning all need tending. If review data feeds a product or a client deliverable rather than a one-off study, a [Scraper API](https://quantumproxies.io/scraper-api) that fetches the page, handles rotation and returns clean structured data removes that upkeep. Build it yourself while you're mapping the schema; hand it off when the crawl becomes plumbing you have to babysit.

## Frequently asked questions

### How do I scrape TripAdvisor reviews with Python?

Fetch the review page and extract the hidden JSON document it embeds, rather than parsing the rendered HTML. That JSON holds each review's rating, subratings, dates, owner response and reviewer details as structured fields. Decode the g/d IDs in the URL to target a property, page through the results, and route through a residential proxy so the crawl doesn't get blocked.

### Is scraping TripAdvisor reviews legal?

Collecting publicly displayed reviews for analysis is treated differently from copying content wholesale or scraping personal data, but TripAdvisor's terms restrict automated access and the legal position varies by jurisdiction and purpose. This is general information, not legal advice — stick to public, non-personal data, respect rate limits, and take proper counsel for any commercial use.

### Can TripAdvisor reviews be traced to a scraper?

TripAdvisor logs request patterns and IP reputation, so a fast, single-IP crawl is easy to flag and block. Reviews themselves are public, but aggressive scraping stands out. Spreading requests across a rotating residential pool, pacing them, and using coherent headers keeps your traffic looking like ordinary browsing rather than an obvious bot burst.

### What data can you get from a TripAdvisor review?

From the hidden JSON: the star rating, per-category subratings (value, service, location and more), travel and published dates, the device it was posted from, language and machine-translation flags, any owner response, and the reviewer's contribution history. That's substantially richer than the star rating and text the rendered page displays.

TripAdvisor rewards scrapers who read the hidden JSON instead of the visible page: subratings, owner responses and reviewer tenure turn a pile of stars into genuine competitive intelligence. Decode the URL IDs, pull incrementally by date, geo-target with residential IPs, and page within the platform's limits. Do that and you get hospitality signal your competitors are leaving on the table.

[Extract review data with the QuantumProxies Scraper API](https://quantumproxies.io/scraper-api)


---

# How to Scrape Yelp Business & Review Data for Market Research

Yelp tightened its anti-bot posture in the last year and its terms forbid scraping outright. Here's how the data is structured, how residential geo IPs reach it, and the compliant routes worth knowing.

Yelp is one of the richest sources of local business intelligence - ratings, review text, contact details and category data across millions of listings. It is also one of the trickier targets to scrape. Yelp's terms forbid scraping outright, and the site tightened its anti-bot posture noticeably in the last year, so casual scripts that worked before now hit walls. This guide covers how Yelp structures its data, how geo-matched residential proxies reach it, the practical limits, and the compliant routes worth knowing before you build anything.

## What's worth scraping - and the ToS reality

The valuable fields are the obvious ones: business name, address, phone number, star rating, review count, category, and the review text itself with reviewer sentiment. Aggregated across a metro, that data drives competitor analysis, local market sizing and sentiment tracking. Before you start, be clear-eyed about the rules. Yelp's own support pages state the site does not permit scraping, indexing or mining of its content under Section 6(b) of its Terms of Service. That doesn't make collection technically impossible, but it does mean this is a target where you weigh the value against the terms, prefer public non-personal data, and keep volume modest. Our overview of [web scraping legality in 2026](https://quantumproxies.io/blog/is-web-scraping-legal-2026) frames the wider picture - and none of this is legal advice.

## How Yelp structures its data

The single most useful thing to know: the data you want is rarely in the visible HTML. Yelp hydrates its pages from JSON embedded in `<script>` tags, and its review lists load from internal JSON endpoints. So the reliable approach is to grab the embedded payload rather than fight brittle CSS selectors against a React DOM:

```python
import requests, re, json

proxy = "http://USER:PASS@us.quantumproxies.io:8000"  # geo-matched
proxies = {"http": proxy, "https": proxy}
headers = {
    "User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) "
                  "AppleWebKit/537.36 (KHTML, like Gecko) Chrome/144.0.0.0 Safari/537.36",
    "Accept-Language": "en-US,en;q=0.9",
}

r = requests.get("https://www.yelp.com/biz/example-business-san-francisco",
                 headers=headers, proxies=proxies, timeout=25)

# Yelp embeds page state as JSON inside script tags
for blob in re.findall(r'<script[^>]+application/json[^>]*>(.*?)</script>', r.text, re.S):
    try:
        data = json.loads(blob)
    except ValueError:
        continue
    # inspect data for businessName, rating, reviewCount, phone
```

Review pages paginate with a `start` offset that increments in steps of roughly ten. A practical ceiling matters here: automated Yelp collection tends to top out around 240 results per search, because Yelp caps how deep its own result pagination goes. Plan your coverage around that limit - segment by city, category and neighbourhood rather than trying to page endlessly through one broad query:

```python
def yelp_search(term, loc, cap=240):
    """Page a Yelp search via the `start` offset (steps of 10, ~240 ceiling)."""
    results = []
    for start in range(0, cap, 10):
        r = requests.get("https://www.yelp.com/search",
                         params={"find_desc": term, "find_loc": loc, "start": start},
                         headers=headers, proxies=proxies, timeout=25)
        page = parse_hydration(r.text)   # your JSON extractor from above
        if not page:
            break                          # empty page = end of results
        results.extend(page)
    return results
```

Two parsing notes save hours. Yelp's review text and reviewer metadata sit in the embedded payload alongside the business fields, so once you've located the right JSON blob you rarely need a second request per page. And because the site is a React app, the visible class names change often while the embedded data schema is far more stable - anchor your extraction to the JSON keys, not the DOM, and your scraper survives redesigns that break selector-based tools overnight.

![Geo-aware Yelp scraping pipeline showing a search term and city routed through a residential exit in the target metro, then parsing embedded hydration JSON into business and review rows](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335177/blog/generated/qp-b9-042-diag1.png)
*Yelp results are location-specific, so the exit city decides what you see. Parse the embedded JSON, not the rendered HTML.*

## Geo targeting is the whole game

Yelp is a local product, so results depend heavily on where the request appears to come from. A "coffee" search served to a New York exit returns different businesses and ordering than the same search from a San Francisco exit. If your research targets a specific metro, your proxy needs to exit in that metro - anything else returns skewed data. A [residential proxy pool](https://quantumproxies.io/residential-proxies) with city-level targeting across 200+ countries lets you pin the exit to the market you're analysing, which also keeps you inside the trust band Yelp's anti-bot layer expects for local traffic.

Geo control also unlocks the most valuable analysis Yelp supports: comparing the same category across metros. Run one query - "coffee", "plumbers", "gyms" - across ten cities from ten matching residential exits and you get average ratings, review volume and price tier city by city. That comparative dataset is the backbone of local market sizing, and no single-location scrape can produce it.

[Get geo-targeted residential proxies](https://quantumproxies.io/residential-proxies)

## Getting past the anti-bot crackdown

Since Yelp tightened detection, three things separate a run that completes from one that stalls on challenges. Use residential IPs matched to the target geo, not datacenter ranges. Send a full, coherent browser header set - a real Chrome or Safari User-Agent with matching `Accept` and `Accept-Language`, not a default library string. And pace conservatively with jitter, because bursts from one IP are the fastest trigger. When Yelp escalates to JavaScript challenges or CAPTCHAs anyway, that's the signal to stop hand-rolling and hand the page to a [Scraper API](https://quantumproxies.io/scraper-api) that renders JavaScript, carries a real browser fingerprint and rotates IPs for you - usually a higher success rate for less code.

![Three ways to get Yelp data compared - scraping public pages, the official Fusion API, and the open dataset - weighed by scale, freshness and compliance](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335178/blog/generated/qp-b9-042-diag2.png)
*Weigh three routes before you build: flexible scraping, the sanctioned Fusion API, or the free but static open dataset.*

## Compliant alternatives worth knowing

Before committing to scraping, weigh two sanctioned routes. Yelp's official Fusion API returns business details and a trimmed slice of review data under an API key and rate limits - lower flexibility, but no ToS friction. And Yelp publishes an open dataset of millions of reviews, photos and business attributes for research use under its own licence; it's a static snapshot rather than live data, but for model training or historical analysis it's often all you need. For live competitor and review monitoring across sources, the same techniques transfer to [Google Maps business data](https://quantumproxies.io/blog/scrape-google-maps-business-data), [Trustpilot reviews](https://quantumproxies.io/blog/scrape-trustpilot-reviews) and [TripAdvisor](https://quantumproxies.io/blog/scrape-tripadvisor-reviews-data).

## Frequently asked questions

### Is it legal to scrape Yelp?

Yelp's Terms of Service explicitly prohibit scraping, indexing and mining its content, so collection happens against the site's stated rules even when it targets public pages. Reviewer names are also personal data under GDPR and similar laws. Prefer the Fusion API or open dataset where they fit, keep volume modest, and consult a lawyer for anything at scale. This is not legal advice.

### How many results can you scrape per Yelp search?

Roughly 240 businesses per search on average, because Yelp caps how deep its result pagination goes. To cover a market fully, segment your queries by city, category and neighbourhood rather than paging through one broad search - many narrow queries beat one deep one.

### Why do I get different Yelp results from different servers?

Because Yelp is location-aware and personalises results by the requesting IP's geography. A search run from a different city or country returns different businesses and ordering. For accurate local research, use a residential proxy that exits in the exact metro you're analysing.

### Where is the data on a Yelp page?

Mostly in embedded JSON, not the visible HTML. Yelp hydrates its React pages from JSON inside `<script>` tags and loads reviews from internal JSON endpoints, so parsing the embedded payload is more reliable than matching CSS selectors against a DOM that changes often.

Yelp is scrapable with the right approach - parse the embedded JSON, exit from the target metro on residential IPs, respect the ~240-per-search ceiling, and pace conservatively. But weigh it against Yelp's terms and the compliant Fusion API and open dataset first. When the anti-bot layer escalates, a managed Scraper API is the pragmatic next step.

[Scrape hard local targets with the Scraper API](https://quantumproxies.io/scraper-api)


---

# Scrape Google Maps Business Data Without the Places API Bill

The official Places API is capped, priced per call, and hides half the fields you want. A maps SERP vertical gives you names, ratings, reviews and contacts — the raw material for lead lists and local market research.

Google Maps is the richest local business dataset on the planet — names, addresses, phone numbers, websites, ratings, review counts, categories, opening hours, coordinates. The official Places API technically exposes some of it, but it is metered per call, split across billing SKUs, and quietly omits fields you actually want, like the full review stream. If you are building lead lists or doing local market research, scraping the maps results directly is cheaper and more complete. This guide covers the maps SERP vertical, the 120-result cap that trips everyone, place details, reviews, and where the legal line sits.

## The 120-result cap nobody warns you about

The single most important fact about scraping Google Maps: a single map view returns at most roughly 120 places, no matter how many businesses actually exist in the area. Google paginates the infinite-scroll list to that ceiling. So a naive "restaurants in Chicago" query does not give you every restaurant in Chicago — it gives you 120 and stops. Teams discover this after their lead list plateaus and assume the scraper is broken. It is not; the surface is capped.

The fix is to **grid the search**. Instead of one query over a whole city, tile the area into smaller cells — by neighbourhood, by ZIP, or by coordinate boxes — and query each tile. Each tile has its own 120-place budget, so a dense city that would cap at 120 yields thousands of unique places once you dedup across tiles by place ID. Smaller tiles in dense areas, larger tiles in sparse ones. This grid discipline is the difference between a toy scrape and a complete dataset.

## The maps SERP vertical: structured places, no browser

Rather than driving a headless browser to scroll Google Maps — slow, fragile, and easy to block — query a maps SERP vertical that returns the results as structured JSON. The [QuantumProxies SERP API](https://quantumproxies.io/serp-api) has a maps vertical alongside Google, Bing and the other verticals (news, images, shopping, jobs, reviews). You send a search term and a location; it returns ranked places with names, addresses, ratings, review counts, categories, coordinates and place IDs — the raw list, already parsed, geo-targeted across 200+ countries down to city level.

```bash
# maps vertical: structured places for one grid tile
curl -s "https://api.quantumproxies.io/serp" \
  -H "Authorization: Bearer $QP_KEY" \
  -G \
  --data-urlencode "engine=google_maps" \
  --data-urlencode "q=coffee shop" \
  --data-urlencode "ll=@41.8781,-87.6298,14z" \
  --data-urlencode "gl=us"
```

Loop that call over your coordinate grid, collect the places, and dedup by place ID. Because the SERP API handles rotation, geo and blocking for you, your code stays a simple fetch-and-store loop instead of a browser-automation project. If you want it inside an agent or IDE, the same maps vertical is available through our [MCP server](https://quantumproxies.io/mcp-server) with `npx -y quantumproxies-mcp`.

[Pull Google Maps data with the SERP API](https://quantumproxies.io/serp-api)

![Diagram of a Google Maps scraping pipeline from a search grid through the maps SERP vertical to place details and a deduplicated lead list](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335177/blog/generated/qp-b9-041-diag1.png)
*Grid the area to beat the 120-place cap, pull structured places from the maps vertical, then enrich with details and reviews.*

## Place details and reviews: the fields that matter

The search list gives you the skeleton; place-detail lookups add the flesh. For each place ID you can pull the full record — phone number, website URL, opening hours, price bracket, a review-count-per-star breakdown, coordinates, and the review stream itself with reviewer names, dates and ratings. That review distribution is exactly what the official API tends to withhold, and it is often the whole point: sentiment, reputation trends, and how a competitor's ratings move over time. For multi-location review operations specifically, our guide on [monitoring Google reviews across locations](https://quantumproxies.io/blog/monitor-google-reviews-multiple-locations) builds on this same vertical.

- **Contact fields** — phone, website, sometimes an email harvested from the linked site — the backbone of a B2B lead list.
- **Reputation fields** — average rating, total reviews, per-star distribution, individual reviews with dates.
- **Operational fields** — opening hours, popular times, price bracket, permanently/temporarily closed flags.
- **Identity fields** — place ID and CID for stable deduplication across runs and tiles.

## Turning places into a clean lead list

Lead generation is the most common reason people scrape Maps, and the workflow is straightforward once the grid and dedup are in place: query each tile, keep the place ID as the primary key so the same business scraped from two overlapping tiles collapses to one row, enrich with the website and phone, and optionally follow the website to pull an email and social profiles. Filter by rating or review count to prioritise established businesses, or by category to target a niche. The output is a deduplicated CSV or JSON your sales team can work immediately. It is the local-lead sibling of the wider [B2B lead-generation playbook](https://quantumproxies.io/blog/lead-generation-data-scraping-with-proxies), and it pairs well with cross-referencing against [Yelp business data](https://quantumproxies.io/blog/scrape-yelp-business-data) for a fuller picture.

![Comparison of the official Google Places API versus a maps SERP vertical across pricing, fields, reviews and geo coverage](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335177/blog/generated/qp-b9-041-diag2.png)
*Same data, very different economics — a maps SERP vertical is flat-priced and returns fields the Places API withholds.*

## Is scraping Google Maps legal?

Business listings on Maps — names, addresses, ratings, hours — are public data, and collecting public data is broadly treated as lawful in many jurisdictions. The caveats are real, though. Scraping the site directly can conflict with Google's terms of service, and any personal data you touch (reviewer names, harvested emails) brings privacy law such as GDPR into play. Keep collection to genuinely public business information, respect rate limits, and treat personal data carefully. This is informational, not legal advice — consult a professional before large-scale or commercial collection. For the mechanics of how Google serves and rate-limits results, see [how SERP scraping works in 2026](https://quantumproxies.io/blog/how-serp-scraping-works-in-2026).

## Frequently asked questions

### Can you scrape Google Maps data?

Yes. Public business listings — names, addresses, phones, ratings, reviews, hours — can be collected. The cleanest route is a maps SERP vertical that returns the results as structured JSON, geo-targeted by location, rather than driving a headless browser to scroll the map, which is slower and easier to block.

### How do I get more than 120 results from Google Maps?

A single map view is capped at about 120 places. To exceed it, split the target area into a grid of smaller tiles — by neighbourhood, ZIP or coordinate box — and query each tile separately. Every tile has its own 120-place budget, so you dedup the combined results by place ID to get thousands of unique businesses.

### How is this cheaper than the Google Places API?

The Places API meters per call and splits data across billing SKUs, so a full local dataset with reviews adds up fast — and some fields are withheld entirely. A maps SERP vertical charges a flat per-query cost, returns 20+ fields per place including the review stream, and needs no Google billing project or field masks.

### Do I need proxies to scrape Google Maps?

If you scrape the site directly, yes — Google rate-limits by IP and will challenge or block a single address quickly. A SERP API handles the proxy rotation, geo targeting and blocking internally, so you send a query and get structured results without managing a proxy pool yourself.

Google Maps is a lead list and a market map waiting to be read — as long as you grid the area to beat the 120-cap, pull the details and reviews the official API hides, and dedup on place ID. Do that through a maps SERP vertical and the whole thing collapses to a fetch loop.

[Start scraping Maps with the QuantumProxies SERP API](https://quantumproxies.io/serp-api)


---

# News Scraping at Scale: Google News, RSS & Freshness

News monitoring breaks in three predictable places: JavaScript-rendered search, pagination caps, and per-IP rate limits. Here is the pipeline that survives all three — Google News, RSS, dedup and a freshness SLA.

News monitoring sounds like a solved problem until you try to run it across a thousand publishers every hour. Then the same three walls appear that a well-known Scrapy-and-Selenium walkthrough hit years ago: the search results you need are rendered in JavaScript and come back blank to a plain HTTP request, pagination is capped so you can only pull the first hundred-odd results per query, and each publisher rate-limits by IP so a single crawler stalls after a few hundred requests. A media-monitoring pipeline that survives at scale is not one clever scraper — it is a layered system of discovery, extraction, deduplication and freshness. This guide builds that system with Google News, RSS and clean article extraction, and flags where the ethics line sits.

## Discovery: RSS and the Google News vertical

You cannot monitor what you cannot find, and crawling every publisher's homepage is wasteful. Two discovery channels do the heavy lifting. RSS feeds are the cheapest and cleanest — publisher-sanctioned, already structured, and trivial to poll — but coverage is patchy and history is shallow. The Google News vertical fills the gaps: it surfaces stories by topic and by country, with source, timestamp and snippet already parsed. Instead of scraping the News interface yourself, query it through the [SERP API](https://quantumproxies.io/serp-api), which returns the vertical as JSON with no HTML parsing and no block handling on your side:

```bash
curl -G "https://api.quantumproxies.io/serp" \
  --data-urlencode "engine=google_news" \
  --data-urlencode "q=semiconductor export controls" \
  --data-urlencode "gl=us" \
  --data-urlencode "hl=en" \
  -H "Authorization: Bearer YOUR_API_KEY"
```

Running the same query with different `gl` country codes is how you catch regional coverage of one story — a technique that matters because the same event is framed differently across markets. For the mechanics of why News and other verticals resist naive scraping, see [how SERP scraping works in 2026](https://quantumproxies.io/blog/how-serp-scraping-works-in-2026).

## Extraction: when the article fights back

Discovery gives you URLs; extraction gives you the article. Plenty of news sites still serve clean server-rendered HTML, and for those a plain request through a rotating IP is enough. But major outlets increasingly render the article — or at least the search and archive pages — client-side, so a raw fetch returns an empty shell. That is the exact failure mode covered in [empty page, missing data](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript). Rather than run a headless browser fleet, hand rendering to the [Scraper API](https://quantumproxies.io/scraper-api), which executes the page and returns clean markdown ready for indexing:

```python
import requests

def fetch_article(url, api_key):
    r = requests.get(
        "https://api.quantumproxies.io/scrape",
        params={"url": url, "render": "auto", "output": "markdown"},
        headers={"Authorization": f"Bearer {api_key}"},
        timeout=(5, 40),
    )
    r.raise_for_status()
    return r.json()  # { title, byline, published, markdown, canonical }
```

The per-IP limit that stalls single-crawler setups disappears here because requests spread across a rotating residential pool automatically. When you do run your own crawler, budget concurrency per domain rather than globally — the reasoning is in [rate limits demystified](https://quantumproxies.io/blog/fix-429-too-many-requests-scraping).

![Pipeline diagram for news media monitoring: discover via Google News and RSS, extract with rendering, normalise dates and authors, then dedup by canonical URL](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335176/blog/generated/qp-b9-040-diag1.png)
*Keep discovery, extraction, normalisation and dedup as separate stages. When one publisher changes its layout, only the extraction step needs a fix.*

## Normalisation and deduplication

The messy reality of multi-source news is that the same story arrives many times in incompatible shapes. Dates appear as `March 24, 2021`, `2 hours ago` and ISO timestamps in the same batch; bylines vary in format; and wire stories from the Associated Press or Reuters get republished verbatim across dozens of sites. Two normalisation steps tame this:

- **Parse every date to UTC.** Relative strings like 'yesterday' and '3 days ago' must be resolved against the fetch time, or your freshness logic silently breaks.
- **Dedup by canonical URL, then by content hash.** The `<link rel="canonical">` tag collapses tracking-parameter variants of one URL; a hash of the normalised body catches syndicated wire copy that lives at different URLs.
- **Keep a source map.** Store which outlets carried a story rather than discarding duplicates — 'picked up by 40 outlets' is itself the signal in media monitoring.

## Freshness SLAs and scheduling

Media monitoring is judged on latency: a mention found six hours late is worthless for reputation or trading use. Rather than crawl everything on one clock, tier your polling. Hot topics and breaking-news queries re-poll every few minutes; the long tail of routine keywords runs hourly or daily. Treat each tier as a freshness SLA and alert when a source misses it — the difference between a demo and production is exactly this monitoring layer, which we cover in [running scrapers as production software](https://quantumproxies.io/blog/schedule-monitor-web-scrapers).

## The paywall line

Some of the most valuable coverage sits behind subscriptions, and this is where monitoring meets ethics. Collecting headlines, snippets, publication dates and public article bodies is ordinary media monitoring. Circumventing a paywall to lift the full text of an article you have not paid for is a different act with copyright and terms-of-service consequences. The durable approach is to index what is publicly served — headline, dek, snippet, metadata — and link out to the source for the full read, or license feeds from publishers who sell them. This is informative guidance, not legal advice; for anything at scale, confirm your approach with counsel.

![Comparison of three routes to news data at scale: RSS feeds, the Google News SERP vertical, and direct article scraping with rendering and proxies](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335176/blog/generated/qp-b9-040-diag2.png)
*RSS is cheapest, the Google News vertical gives topic and geo discovery through one API, and direct scraping gives full article bodies at the cost of the most maintenance.*

## Frequently asked questions

### How do I scrape Google News at scale?

Query the Google News vertical through a SERP API rather than scraping the interface directly. You pass a topic query plus `gl` and `hl` parameters for country and language, and get back sources, timestamps and snippets as JSON. This avoids the JavaScript rendering and IP blocking that break homemade News scrapers, and running the query across country codes captures regional coverage of the same story.

### Is there a free news API for scraping articles?

RSS feeds are the closest thing to a free, publisher-sanctioned news feed and should be your first discovery channel. They are structured and cheap to poll, but coverage is incomplete and history is shallow. For broad, current coverage across thousands of outlets you combine RSS with a SERP-based news search and direct article extraction, since no single free source covers the whole media landscape.

### Why does my news scraper return a blank page?

The site renders its content — often the search and archive pages specifically — with JavaScript, so a plain HTTP request receives an empty HTML shell before the scripts run. Either render the page with a browser-based or rendering scraper API, or find the underlying JSON endpoint the page calls. A blank result almost always means client-side rendering rather than a network failure.

### How do I deduplicate news articles?

Deduplicate in two passes: first collapse URL variants using the page's canonical link tag to remove tracking-parameter copies, then hash the normalised article body to catch syndicated wire stories republished at different URLs. Keep a map of which outlets carried each story rather than deleting duplicates outright — in media monitoring, the spread of a story across outlets is a core metric.

News at scale is not a scraping problem, it is a pipeline problem. Split discovery, extraction, normalisation and freshness into isolated stages, lean on the Google News vertical and RSS for coverage, and let rotating IPs and a rendering API absorb the JavaScript and rate limits that sink single-crawler builds. Do that and one layout change never takes the whole system down.

[Pull the Google News vertical as clean JSON](https://quantumproxies.io/serp-api)


---

# Scrape App Store & Google Play Reviews: Endpoints, Caps, Geo

App reviews are the cheapest product research you can buy - if you can get past the pagination caps, the token walls and per-country storefronts. Here is the whole map.

App reviews are the cheapest customer research going: unfiltered feature requests, bug reports tied to a specific version, and a running sentiment read on every competitor in your category. The catch is access. Both stores show a handful of reviews on the page and hide the rest behind feeds, tokens and per-country storefronts. This guide maps how to **scrape App Store and Google Play reviews** - the real endpoints, the pagination caps nobody warns you about, and the geo and rate-limit realities that decide whether your pipeline survives past a few hundred rows.

## Apple, the easy way: the RSS feed

Apple exposes a public JSON feed of customer reviews that needs no token. It is the fastest way to start and returns clean, structured records - rating, title, body, author, app version. The limitation is a hard ceiling: the feed serves at most 10 pages of roughly 50 reviews, so about 500 reviews per app per storefront, skewed to the most recent. For monitoring fresh feedback that is often enough; for a full history it is not.

```python
import requests

def apple_rss_reviews(app_id, country="us", pages=10):
    out = []
    for page in range(1, pages + 1):  # feed caps out around page 10
        url = (f"https://itunes.apple.com/{country}/rss/customerreviews/"
               f"page={page}/id={app_id}/sortby=mostrecent/json")
        # route through a residential exit in the target storefront's country
        proxy = f"http://USER-country-{country}:PASS@gate.quantumproxies.io:8000"
        r = requests.get(url, proxies={"https": proxy}, timeout=20)
        entries = r.json().get("feed", {}).get("entry", [])
        for e in entries[1:]:  # first entry is app metadata, skip it
            out.append({
                "rating":  e["im:rating"]["label"],
                "version": e["im:version"]["label"],
                "title":   e["title"]["label"],
                "text":    e["content"]["label"],
                "author":  e["author"]["name"]["label"],
            })
        if len(entries) <= 1:
            break
    return out
```

## Apple, the deep way: the app-store API and its token

To go past 500, you use the same endpoint the App Store web page calls (the AMP / MZStore API). It returns richer records - review id, edit flag, developer responses - but it demands a bearer token that you first scrape from the app's public web page, then replay. Reviews come in batches of roughly twenty, and you paginate deeper with an `offset`; the larger the offset, the older the reviews tend to be, because Apple does not let this endpoint sort by date directly.

The real constraint here is rate limiting, and it arrives fast from a single IP. The fix is not magic - it is a deliberate delay plus exponential backoff, and spreading requests across IPs. Practitioners who add both have pulled on the order of 15,000 reviews for one app without tripping the limiter. That is exactly where a [rotating residential pool](https://quantumproxies.io/residential-proxies) pays off: each batch can exit from a different clean IP, so the per-IP counter never climbs into block territory.

```python
import time, requests

# token is scraped once from the app's App Store web page, then reused
HEADERS = {"Authorization": "Bearer TOKEN_FROM_APP_PAGE",
           "Origin": "https://apps.apple.com"}

def apple_deep_reviews(app_id, country="us", target=2000):
    reviews, offset = [], None
    while len(reviews) < target:
        params = {"l": "en-US", "offset": offset} if offset else {"l": "en-US"}
        url = (f"https://amp-api.apps.apple.com/v1/catalog/{country}/apps/"
               f"{app_id}/reviews")
        proxy = f"http://USER:PASS@rotating.quantumproxies.io:8000"
        r = requests.get(url, headers=HEADERS, params=params,
                         proxies={"https": proxy}, timeout=25)
        if r.status_code == 429:            # rate limited
            time.sleep(8); continue          # back off, gateway rotates the IP
        data = r.json()
        reviews += data.get("data", [])
        offset = data.get("next", "").split("offset=")[-1] or None
        if not offset:
            break
        time.sleep(1.5)                      # be a polite client
    return reviews
```

![Comparison of Apple's RSS customer reviews feed versus the AMP app-store API showing pagination caps and token requirements](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335175/blog/generated/qp-b9-039-diag1.png)
*The RSS feed is quick but capped at ~500; the token API goes deep but rate-limits hard from one IP.*

## Google Play: hydrated JSON, not HTML

Play reviews are not sitting in the page HTML. The store loads them through an internal batch endpoint that returns nested JSON, paginated with a continuation token rather than page numbers, and filtered by sort order (newest, rating, helpfulness). Reconstructing those requests by hand is fiddly, so most teams lean on the well-maintained open-source `google-play-scraper` libraries (Node and Python), which wrap the endpoint and expose `country` and `lang` parameters. As with Apple, per-country results differ, so set both explicitly.

```python
# pip install google-play-scraper
from google_play_scraper import reviews, Sort

result, token = reviews(
    "com.example.app",
    lang="en",       # review language
    country="us",    # storefront
    sort=Sort.NEWEST,
    count=200,       # per call; loop with continuation_token for more
)
for r in result[:3]:
    print(r["score"], r["reviewCreatedVersion"], r["content"][:80])
```

At real volume the Play endpoint throttles by IP too, and the JSON structure shifts periodically. If you would rather not own that maintenance, a [Scraper API](https://quantumproxies.io/scraper-api) that renders and returns the hydrated data as clean JSON removes both problems - it carries the proxying and the parsing so you consume a stable shape. The same trade-off logic we describe for [scraping product reviews at scale](https://quantumproxies.io/blog/scraping-product-reviews-with-proxies) applies directly here.

One field pair trips people up: language and country are not the same knob. The storefront (country) decides which reviews exist at all; the language parameter decides which of them you get back. In a bilingual market like Canada or Switzerland you often want both languages, so set them independently rather than assuming a country implies a single language. On Apple's side, the richer records also expose developer responses - the public reply a vendor posts under a review - which is a quietly valuable signal for how competitors triage complaints and which issues they choose to answer publicly.

## Geo storefronts are the whole point

Both stores are organised by country storefront, keyed by a two-letter code. The US reviews of an app tell you nothing about how it lands in Germany, Japan or Brazil - different languages, different complaints, different feature gaps. To read each storefront honestly you request from an exit IP in that country; a datacenter IP in the wrong region gets you an inconsistent or blocked response. With residential exits across 200+ countries you can loop the same app through every market and build a per-country sentiment map - the raw material of serious ASO work.

![Pipeline from picking storefronts through fetching reviews to app store optimization signal](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335175/blog/generated/qp-b9-039-diag2.png)
*The value is downstream: parse rating and version, then roll reviews up into themes and per-version regressions.*

## From reviews to ASO signal

The extraction is the boring half. The payoff is what you compute on top: cluster review text into recurring themes, track sentiment by app version to catch the release that tanked your rating, watch competitors for feature requests your product already answers, and compare complaint patterns across storefronts. Tie every review to its `version` field and you get a regression timeline no analytics dashboard gives you. Related reputation work - [Trustpilot review mining](https://quantumproxies.io/blog/scrape-trustpilot-reviews) - stacks neatly alongside app-store data for a full customer-voice picture.

[Get residential IPs for every app storefront](https://quantumproxies.io/residential-proxies)

## Frequently asked questions

### How do I scrape App Store reviews in Python?

Start with Apple's public RSS customer-reviews JSON feed - no token, structured output, but capped at roughly 500 recent reviews per app per storefront. To go deeper, call the AMP app-store API with a bearer token scraped from the app's web page, paginate with an `offset`, and add delay plus backoff. Route each storefront through a residential IP in that country.

### Is there an official App Store reviews API?

Apple's public RSS feed is the closest thing to an official, tokenless review source, but it is capped. The richer AMP endpoint is what the store's own web page uses and requires a scraped bearer token. Neither is a documented developer product for bulk third-party review collection, so treat rate limits and terms with care.

### How do I scrape Google Play reviews?

Play serves reviews from an internal batch endpoint returning nested JSON, paginated by a continuation token and filterable by sort order. The maintained open-source `google-play-scraper` libraries wrap it and expose `country` and `lang`. Set both, loop the continuation token for volume, and spread requests across IPs because the endpoint throttles per address.

### Why do I need proxies to scrape app reviews?

Two reasons. Rate limiting: both stores throttle a single IP quickly, so rotating residential exits keep the per-IP counter low enough to pull thousands of reviews. Geography: reviews are storefront-specific, so reading a country's reviews accurately means requesting from an IP in that country. Datacenter IPs in the wrong region get inconsistent or blocked responses.

App-store data is a goldmine gated by three simple obstacles - caps, tokens and storefronts. Know which endpoint to hit, page it correctly, and exit from the right country on clean IPs, and you turn scattered star ratings into a per-version, per-market customer-voice feed.

[Let the Scraper API return review data as JSON](https://quantumproxies.io/scraper-api)


---

# How to Scrape Twitch Data: Viewers, Categories and Sponsorship Signals

The official Helix API caps what you can pull and hides the data researchers actually want. Here's how to get viewer counts, follower totals and category trends from Twitch's own GraphQL endpoint — and the proxies that keep it running.

Twitch sits on a goldmine of public data — live viewer counts, category rankings, follower totals, clips, stream titles and tags — that marketers, analysts and sponsorship scouts all want. The catch is that the official Helix API gives you a curated slice of it, rate-limited and missing the metrics people ask for most (like follower counts per game or historical viewer trends). This guide covers how to scrape the rest: what the API won't give you, how to get it from Twitch's own web endpoints, and the proxy setup that keeps a scheduled scraper from getting blocked.

## Where the Helix API stops

Helix is the sanctioned route and you should prefer it where it covers you: it's stable, documented, and returns clean data for streams, users, games and clips. But it has hard edges. It requires an app registration and OAuth, it meters you against a points bucket (the default is 800 points per minute), and it simply doesn't expose some things people want — you can't ask it "how many followers does this game's top channel have" or reconstruct a viewer-count curve over the last hour. The moment your question falls outside its schema, you're scraping.

Scraping Twitch means pulling that same public data — the numbers you can see on the site without logging in — with code instead of by hand. Nothing here touches private data or authenticated pages; it's the directory, the category pages and the public channel views that any visitor sees.

![Comparison diagram of the official Twitch Helix API versus scraping the GraphQL web endpoint, showing rate limits and available fields](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335174/blog/generated/qp-b9-038-diag1.png)
*Helix is stable but curated and rate-limited; the public GraphQL endpoint the site itself uses returns fuller data with no login.*

## The fast path: Twitch's GraphQL endpoint

Twitch's own web client talks to a public GraphQL endpoint using a well-known Client-ID that ships in the site's JavaScript. Hitting it directly is the fastest, lightest way to scrape: no login, no headless browser, structured JSON straight back. You send a query with the public Client-ID header and get streams, viewer counts, tags and clips in one call. Because it's the same API the website uses, it returns exactly what a visitor sees — and far more per request than page scraping.

```python
import requests

PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": PROXY, "https": PROXY}

# public web Client-ID shipped in Twitch's own frontend
HEADERS = {"Client-ID": "kimne78kx3ncx6brgo4mv6wki5h1ko", "Content-Type": "application/json"}

query = {
    "query": """
      query($name: String!) {
        user(login: $name) {
          displayName
          followers { totalCount }
          stream { title viewersCount game { name } }
        }
      }""",
    "variables": {"name": "somestreamer"},
}

r = requests.post("https://gql.twitch.tv/gql", json=query,
                  headers=HEADERS, proxies=proxies, timeout=15)
print(r.json()["data"]["user"])
```

One request returns the display name, total follower count, and — if the channel is live — the stream title, current viewers and category. That follower total is the exact field the Helix API makes awkward to get at scale, and here it's a single query.

The channel object is rich beyond the basics. A typical record carries the numeric `channelId`, the `login` slug and `displayName`, the profile description, whether the channel holds partner status, and — for live channels — the current game, viewer count and the stream's tags. Tags matter more than they look: they're how you segment streamers by language, region or content type when you're building a shortlist for outreach. Pull the same query across a list of logins and you have a comparable dataset — follower size, partner status, live category — in one pass, no per-channel page loads.

## The directory: category and viewer trends

For market-level signals — which games are hot, how viewership shifts through the day — the category directory is the source. The pattern that works well is to snapshot a category page (say, Just Chatting) on a fixed interval and store the top streams with their titles, streamers and viewer counts plus a timestamp. Do that every 15 minutes and you build viewer-trend curves and category rankings the official API never hands you. A lightweight scheduler and a browser or GraphQL query is all it takes; the discipline is in the interval and the storage, not the fetch.

```python
import requests, time
from datetime import datetime, timezone

def snapshot_category(slug):
    payload = {
        "query": "query($slug: String!){ game(slug:$slug){ streams(first:30){ edges{ node{ title viewersCount broadcaster{ login } } } } } }",
        "variables": {"slug": slug},
    }
    r = requests.post("https://gql.twitch.tv/gql", json=payload,
                      headers=HEADERS, proxies=proxies, timeout=15)
    ts = datetime.now(timezone.utc).isoformat()
    rows = []
    for e in r.json()["data"]["game"]["streams"]["edges"]:
        n = e["node"]
        rows.append({"ts": ts, "login": n["broadcaster"]["login"],
                     "title": n["title"], "viewers": n["viewersCount"]})
    return rows

# run on a schedule (e.g. every 15 min) and append to storage
while True:
    save(snapshot_category("just-chatting"))
    time.sleep(900)
```

[Get residential proxies for Twitch scraping](https://quantumproxies.io/residential-proxies)

![Flow diagram of a scheduled Twitch monitor: category directory to residential proxy to JSON snapshot to time-series storage every 15 minutes](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335174/blog/generated/qp-b9-038-diag2.png)
*A scheduled snapshot through rotating residential IPs turns public directory data into viewer trends and sponsorship signals.*

## Why residential proxies matter here

Twitch monitors traffic like any large platform. A scheduled scraper firing from one datacenter IP every 15 minutes is an obvious pattern, and the GraphQL endpoint will start returning errors or empty results once it flags you. Residential IPs from real ISPs blend into normal viewer traffic, and rotating them per run spreads the requests so no single address looks like a bot. For location-sensitive research — some categories and clips surface differently by region — you'll also want [specific-country exits](https://quantumproxies.io/locations), which a residential pool across 200+ countries gives you. Mobile IPs are the strongest option for the most aggressive targets; our [guide to proxies for social platforms](https://quantumproxies.io/blog/using-proxies-for-social-media-automation-instagram-tiktok-x) covers when to reach for them.

## What you can build with it

The use cases follow the data. Follower counts and category presence power influencer discovery and sponsorship scouting — finding the right streamers before a campaign, sized correctly. Viewer-trend snapshots feed gaming-industry research: which titles are gaining, when audiences peak, how a launch performs hour by hour. Clip and title data supports content and trend analysis. Commercial Twitch scrapers charge roughly five dollars per thousand results for this; running it yourself with your own proxies is a fraction of that once you have the pipeline, and you own the raw data. The same snapshot-and-diff approach powers our other platform guides, like [mining YouTube data beyond the API quota](https://quantumproxies.io/blog/scrape-youtube-data-comments).

## Frequently asked questions

### Can you scrape data from Twitch?

Yes — public data like stream titles, viewer counts, follower totals, categories and clips is visible without logging in and can be collected with code. Twitch's own web client uses a public GraphQL endpoint you can query directly. Respect the platform's terms, avoid private or authenticated data, and pace your requests.

### Why not just use the Twitch Helix API?

Use Helix where it fits — it's official and stable. But it requires OAuth, meters you against an 800-points-per-minute bucket, and omits fields researchers want, such as follower counts tied to categories or minute-by-minute viewer history. When your question falls outside its schema, scraping the public web endpoints fills the gap.

### Do I need proxies to scrape Twitch?

For a one-off query, no. For anything scheduled or at scale, yes. A repeated pattern from a single IP gets flagged and the endpoint returns errors or empty data. Rotating residential proxies spread requests across real-ISP addresses so your monitor keeps returning full results, and let you pull region-specific views.

### How often can I snapshot Twitch data?

For viewer trends, every 10-15 minutes is a good balance — frequent enough to see intraday shifts without hammering the endpoint. Add small random jitter to the interval, rotate your exit IP each run, and store timestamps so you can reconstruct trends. Tighter intervals raise your block risk for little extra signal.

Twitch's public data is far richer than the Helix API exposes, and its own GraphQL endpoint hands most of it back in single queries — follower totals, viewer counts, category directories, clips. Wrap that in a polite schedule, route it through rotating residential IPs, and you have a monitor that surfaces trends and sponsorship signals the official API keeps out of reach.

[Start scraping Twitch with QuantumProxies](https://quantumproxies.io/residential-proxies)


---

# How to Scrape Pinterest Trends Data for Ecommerce Research

Pinterest is a demand-signal goldmine — and one of the harder targets, because it leaves no JSON on the page. Here is how to render, select pins, follow trends, and keep headless mode from getting you blocked.

Pinterest is a demand-signal engine: what people save now predicts what they buy next season, which makes its pins, boards and search suggestions genuinely useful for ecommerce and content research. It is also one of the more awkward targets, because unlike most marketplaces it ships no structured data in the page. Everything is rendered dynamically, and there is no tidy JSON blob to regex out. That means you render first, then read the DOM. This guide covers the render-and-select method, how to mine trend and keyword signals, and the proxy and header choices that keep headless mode from getting you blocked. Work within Pinterest's terms and stick to public data.

## Why the hidden-JSON trick does not work here

On many sites the data is sitting in a JavaScript variable in the source, so a single plain request plus a regex is enough. Pinterest generates all its content client-side and does not leave those structures on the page. If you download the raw HTML, the pins are not in it — they get injected after JavaScript runs. So the reliable approach is a headless browser (Playwright works well) that loads the page, waits for content, and then extracts from the live DOM. The pins are deeply nested but consistently marked: each one lives inside a `div` with `data-test-id="pinWrapper"`, which is a far more stable hook than a hashed class name.

## Rendering and selecting pins

The single most important detail: set a real desktop User-Agent. In headless mode Pinterest blocks the default automation UA outright, and swapping in a normal Chrome string is often the difference between an empty list and a full page of pins. Load the search URL, give the content a moment to render, then query all the pin wrappers and pull the title, URL and thumbnail from each:

```python
import asyncio, json
from playwright.async_api import async_playwright

UA = ("Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
      "(KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36")

PROXY = {"server": "http://gate.quantumproxies.io:8000",
         "username": "USER", "password": "PASS"}

async def scrape_pins(query):
    url = f"https://www.pinterest.com/search/pins/?q={query}&rs=typed"
    results = []
    async with async_playwright() as p:
        browser = await p.chromium.launch(proxy=PROXY)
        page = await browser.new_page(user_agent=UA)   # real UA is mandatory
        await page.goto(url, timeout=30000)
        await page.wait_for_timeout(2500)              # let pins render
        pins = await page.query_selector_all("div[data-test-id='pinWrapper']")
        for pin in pins:
            link = await pin.query_selector("a")
            if not link:
                continue
            img = await link.query_selector("img")
            results.append({
                "title": await link.get_attribute("aria-label"),
                "url": await link.get_attribute("href"),
                "img": await img.get_attribute("src") if img else None,
            })
        await browser.close()
    return results

pins = asyncio.run(scrape_pins("minimalist home office"))
print(len(pins), "pins")
```

That yields the essentials for trend work: the pin title (which is rich, descriptive text pinners write themselves), the destination URL, and the thumbnail. Scroll the page in a loop before selecting if you want more than the first viewport — Pinterest lazy-loads as you go.

![Comparison diagram showing hidden-JSON sites versus Pinterest which requires rendering before the DOM can be read](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335173/blog/generated/qp-b9-037-diag1.png)
*Pinterest injects content with JavaScript, so you render first and read the DOM — no page JSON to shortcut it.*

## From pins to trend signals

Raw pins are only step one. The research value comes from aggregating them into signals your merchandising or content team can act on:

- **Keyword expansion** — Pinterest's search autocomplete surfaces the phrasing shoppers actually use; capture the suggestions for a seed term to build a content and product-tag vocabulary.
- **Board mining** — a board is a hand-curated collection around a theme; scraping the pins on high-follower boards shows what is being saved together right now.
- **Descriptive-text frequency** — the `aria-label` titles are keyword-dense; counting recurring terms across a search reveals the language and aesthetic driving a niche.
- **Seasonality** — repeat the same searches weekly and diff the results to catch rising themes before they peak, which is the whole point of using Pinterest as a leading indicator.

Because these signals are strongest when you compare markets, geo-target the exit IP: what surfaces for a US shopper differs from a UK or German one, and that gap is often the opportunity. Route each run through a country-specific [residential proxy](https://quantumproxies.io/residential-proxies) and store the market alongside the data.

One practical tip for trend work: capture the same searches on a fixed weekly cadence and store every snapshot rather than overwriting. A pin count for "cottagecore kitchen" means nothing in isolation, but a rising line across eight weeks is a genuine leading indicator — Pinterest saves precede purchases, so a theme gaining momentum on the platform now is a merchandising signal for next quarter. The diffing is trivial once you have consistent snapshots; the discipline is collecting them reliably, which is exactly where clean IPs and a stable selector pay off.

## Keeping headless mode alive

Pinterest watches for automation, so a browser on a datacenter IP with a robotic fingerprint gets flagged fast. Three habits keep sessions healthy: a coherent real User-Agent (already covered), a fresh [rotating residential IP](https://quantumproxies.io/rotating-proxies) per session so one address is not tied to dozens of searches, and human-ish pacing — a short wait after load, gentle scrolling, no thousand-request bursts. Our guide on [scraping JavaScript-heavy sites](https://quantumproxies.io/blog/scraping-javascript-heavy-websites-with-proxies) covers the rendering-plus-proxy combination in depth, and the same anti-block hygiene applies to other social platforms — see [scraping public Instagram data](https://quantumproxies.io/blog/scrape-instagram-public-data) for the parallel.

[Get residential IPs built for social scraping](https://quantumproxies.io/residential-proxies)

## When a browser fleet stops being worth it

Rendering every page is slow and expensive — a headless browser costs an order of magnitude more per page than a plain request in both time and bandwidth. At research scale, that adds up. A [Scraper API](https://quantumproxies.io/scraper-api) that renders on demand and returns structured data lets you skip the browser fleet, the proxy rotation and the block-handling, so you spend your time on analysis instead of maintenance. It also pulls richer fields — follower counts, save and comment counts, categories and hashtags — that a quick DOM scrape leaves on the table.

![Checklist of do and avoid rules for Pinterest scraping including real User-Agent and residential IP rotation](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335173/blog/generated/qp-b9-037-diag2.png)
*A real User-Agent and rotating residential IPs are non-negotiable — the default headless UA is an instant block.*

## Frequently asked questions

### How do I scrape Pinterest with Python?

Use a headless browser like Playwright rather than plain requests, because Pinterest renders content with JavaScript and leaves no data in the raw HTML. Set a real desktop User-Agent, load the search or board URL, wait for pins to render, then select every `div[data-test-id="pinWrapper"]` and read the title, URL and image from each.

### Does Pinterest have a public API?

Pinterest offers an official API for business and developer accounts, but it is scoped, rate-limited and centred on managing your own content and ads rather than broad trend research across the network. For public pin, board and search-trend data across niches and markets, most researchers render the public pages instead.

### Why does Pinterest block my scraper?

The two most common causes are the default headless User-Agent, which Pinterest blocks on sight, and a datacenter IP tied to many rapid requests. Fix both: send a normal Chrome UA, rotate a residential IP per session, and pace requests with waits and scrolling rather than firing bursts.

### Is scraping Pinterest legal?

Collecting publicly visible data sits in a legal grey area and depends on jurisdiction, purpose and Pinterest's terms of service. Stick to public pins and boards, avoid personal data and anything behind a login, and consult legal counsel for commercial use. This is general information, not legal advice.

Pinterest rewards patience: render the page, target the stable pin wrapper, aggregate the descriptive titles and search suggestions into trend signals, and keep your fingerprint and IPs clean. Do that per market and you get a leading indicator of demand that most competitors are not watching.

[Render Pinterest at scale with the Scraper API](https://quantumproxies.io/scraper-api)


---

# Is Scraping LinkedIn Legal? What the hiQ Case Actually Decided

The hiQ v. LinkedIn headline said scraping public profiles is legal. The footnote is that hiQ still lost. Here's what the ruling really settled, where the line sits, and how to collect public data on the right side of it.

Ask whether scraping LinkedIn is legal and you'll get a confident yes from half the internet and a confident no from the other half. Both are half right. The case everyone points to - **hiQ Labs v. LinkedIn** - did rule that scraping *public* profiles isn't a computer-crime violation. It also ended with hiQ losing. Understanding why is the difference between collecting LinkedIn data safely and building a business on a misread headline. This is an informational overview, not legal advice - check your own facts with counsel.

## What hiQ v. LinkedIn actually decided

hiQ built products on data scraped from public LinkedIn profiles. In 2017 LinkedIn sent a cease-and-desist citing the Computer Fraud and Abuse Act (the CFAA, 18 U.S.C. § 1030, a 1986 anti-hacking law). hiQ sued. The Ninth Circuit granted an injunction in 2019, the Supreme Court sent the case back in June 2021 to reconsider it in light of *Van Buren v. United States* - which had just narrowed what "exceeds authorized access" means - and in April 2022 the Ninth Circuit reaffirmed its position: scraping data that's **publicly available, with no login required,** is not "unauthorized access" under the CFAA. That's the good headline, and it's real.

## The part that gets left out: hiQ still lost

Later in 2022, on remand, the court found hiQ had **breached LinkedIn's User Agreement** - the contract you accept by using the platform - and the matter resolved in a settlement. So the CFAA (criminal-style computer-access law) didn't stop the scraping, but contract law did. This is the split that matters: winning on the CFAA is not the same as winning overall. Terms of Service are a separate, enforceable layer. A related case saw a firm settle with LinkedIn after using fake payment details to get behind the paywall - a reminder that *how* you access data is as legally loaded as *what* you collect.

![Timeline diagram of the hiQ Labs v. LinkedIn case from the 2017 cease-and-desist to the 2022 contract ruling](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335172/blog/generated/qp-b9-036-diag1.png)
*hiQ won on the CFAA and lost on the contract - the two halves of the ruling point in opposite directions.*

## Public vs behind-the-wall is the whole game

The dividing line the courts drew is access. Data you can see logged out, with no account, sits in the lower-risk zone the Ninth Circuit addressed. The moment you log in, you've accepted the User Agreement and its no-scraping clause - and you're now in contract territory, where LinkedIn has won. LinkedIn also enforces technically: logged-out browsing hits a login wall or a challenge quickly, and abusive automation gets an `HTTP 999` block response that isn't a standard status code at all - it's LinkedIn's own signal that it thinks you're a bot. If your plan depends on logging in and hammering, both the law and the platform are against you.

## How to collect public LinkedIn data on the right side of the line

For legitimate B2B research - firmographics, company pages, public role information - the safer pattern is narrow and boring on purpose:

- Collect only logged-out, publicly visible pages. No account, no fake logins, no paid credentials to slip behind the paywall.
- Prefer business and firmographic data over personal profiles; minimise anything that identifies an individual.
- Respect robots directives and keep request rates polite - aggressive crawling both invites blocks and weakens any legitimate-interest argument.
- Store aggregates, not dossiers. Don't rebuild private profiles or enrich individuals across sources.
- If you touch EU residents' data, treat it as personal data under the GDPR from the first byte.

Clean, geographically coherent access helps here too. Public pages localise, and a request that comes from a plausible [residential IP](https://quantumproxies.io/residential-proxies) in the right country reads as an ordinary visitor rather than a datacenter bot - which keeps you seeing the same public pages a normal user would, without the login wall firing early. Our guide to [B2B lead-generation scraping](https://quantumproxies.io/blog/lead-generation-data-scraping-with-proxies) covers building that pipeline responsibly.

Rate discipline matters as much as IP quality. Aggressive crawling isn't just a technical risk - it undercuts any argument that you're acting like a reasonable visitor, which is exactly the framing a legitimate-interest or fair-use position depends on. Space requests out from clean [residential IPs](https://quantumproxies.io/residential-proxies), cache what you've already seen, and never try to accelerate past the login wall with automation designed to look like many separate users. Slow, transparent and public-only is not just the compliant posture; it's also the one that keeps working, because it doesn't give the platform's anti-abuse systems a reason to escalate against you in the first place.

[Get clean residential IPs for public-data collection](https://quantumproxies.io/residential-proxies)

## The privacy layer sits on top of the access question

Even when access is fine, the data itself can carry obligations. Names, roles and photos are personal data, and in the EU the GDPR applies whether or not the profile was public - so you need a lawful basis, data minimisation, and a way to honour deletion requests. US state privacy laws are moving the same direction. "Publicly available" answers the access question; it doesn't switch off privacy law. Our overviews of [GDPR and scraped personal data](https://quantumproxies.io/blog/gdpr-web-scraping-personal-data) and [web scraping legality in 2026](https://quantumproxies.io/blog/is-web-scraping-legal-2026) go deeper on both layers.

![Checklist comparing lower-risk public LinkedIn data collection against higher-risk behind-the-login scraping](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335172/blog/generated/qp-b9-036-diag2.png)
*Stay logged out, stay aggregate, respect the Terms - that's the practical edge of the safe zone.*

## Frequently asked questions

### Is it legal to scrape LinkedIn?

Scraping public, logged-out LinkedIn data was held in hiQ v. LinkedIn not to violate the CFAA. But hiQ still lost on breach of LinkedIn's User Agreement, so scraping while logged in - which accepts those Terms - carries real contract risk. Public data is the lower-risk zone; behind-the-login data is not. This is general information, not legal advice.

### What did the hiQ ruling really change?

It established that accessing publicly available web data isn't "unauthorized access" under the CFAA - a meaningful narrowing of that anti-hacking statute. It did not make all LinkedIn scraping legal: Terms of Service, copyright, and privacy law are separate layers, and hiQ was ultimately found to have breached LinkedIn's contract.

### Can I scrape LinkedIn without logging in?

Logged-out public pages are the safer path, but LinkedIn shows a login wall and challenges quickly, and blocks aggressive automation with a non-standard HTTP 999 response. Collecting only what a signed-out visitor can see, at polite rates from clean residential IPs, keeps you in the zone the courts addressed. Don't use fake accounts to get further.

### Does GDPR apply to public LinkedIn profiles?

Yes. Under the GDPR, personal data stays personal data even when it's publicly visible, so collecting EU residents' names, roles or photos needs a lawful basis, minimisation, and a route to honour deletion. "Public" resolves the access question, not the privacy one - treat profile data as regulated from the start.

The honest summary: hiQ made public-data scraping defensible against computer-crime claims, but the contract and privacy layers are still live, and hiQ itself lost on the contract. Stay logged out, stay aggregate, respect the Terms and robots, and treat personal data as regulated - and you're collecting on the right side of the line the courts actually drew.

[Start with compliant, geo-accurate residential proxies](https://quantumproxies.io/residential-proxies)


---

# How to Scrape Reddit Data in 2026: JSON Endpoints and the 1,000 Cap

Since Reddit's API went paid, the goldmine got harder to reach — but the public .json endpoint still works. Here's how to page it, beat the 1,000-item ceiling, and collect at scale without getting rate-limited.

Reddit is one of the richest opinion datasets on the web — real people arguing about products, tools, brands and news in searchable communities. Since Reddit moved its official API to paid pricing in 2023 (widely reported at $0.24 per 1,000 calls, which shut down third-party apps like Apollo), collecting that data at scale got trickier. But there's a route the pricing change didn't close: the public `.json` endpoint that backs every Reddit page. This guide covers how to page it, how to beat the 1,000-item ceiling, and how to collect without tripping the rate limit.

## Append .json to any Reddit URL

Almost every Reddit URL returns structured JSON if you add `.json`. No OAuth, no client secret — just an HTTP GET. A subreddit listing, a post with its comment tree, a user's history: all of it. Start here:

```python
import requests

headers = {"User-Agent": "research-script/1.0 by u/yourname"}
proxies = {"http": "http://USER:PASS@gate.quantumproxies.io:8000",
           "https": "http://USER:PASS@gate.quantumproxies.io:8000"}

url = "https://www.reddit.com/r/webscraping/new.json?limit=100"
r = requests.get(url, headers=headers, proxies=proxies, timeout=20)
data = r.json()

for child in data["data"]["children"]:
    post = child["data"]
    print(post["title"], post["ups"], post["num_comments"])
```

Set a descriptive User-Agent — Reddit is stricter with generic ones. The JSON gives you title, score (`ups`), upvote ratio, comment count, author and timestamps directly, so there's nothing to parse out of HTML.

## Pagination with the after token

Listings page with a cursor, not page numbers. Each response includes an `after` token (the fullname of the last item, like `t3_abc123`); pass it back to get the next batch. Loop until `after` comes back null:

```python
def fetch_listing(subreddit, sort="new", pages=10):
    after, out = None, []
    for _ in range(pages):
        url = f"https://www.reddit.com/r/{subreddit}/{sort}.json?limit=100"
        if after:
            url += f"&after={after}"
        data = requests.get(url, headers=headers, proxies=proxies, timeout=20).json()
        out += [c["data"] for c in data["data"]["children"]]
        after = data["data"].get("after")
        if not after:
            break
    return out
```

![Key numbers for scraping Reddit: 1,000-item list cap, $0.24 per 1,000 API calls, the .json endpoint, and combining four sorts](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335171/blog/generated/qp-b9-035-diag1.png)
*The 1,000-item cap is per sort — combining sorts and time filters is how you get past it.*

## The 1,000-item ceiling (and how to break it)

Here's the limit that surprises people: any Reddit listing stops at roughly 1,000 items. Page a subreddit's `new` feed and after ~1,000 posts the `after` token runs dry, no matter how many more posts exist. This is a platform-wide behaviour, not a scraper bug. It does **not** apply to comments inside a single post — you can pull thousands of those. To collect more than 1,000 posts from a community, multiply your views of it:

- **Combine sorts.** Scrape `new`, then `top`, `hot` and `controversial`. Each is a different 1,000-item window into the same subreddit, and the overlap is partial — together they surface far more unique posts.
- **Add time filters.** On `top`, iterate `?t=hour`, `day`, `week`, `month`, `year`, `all` to reveal different slices.
- **Use search.** Keyword searches surface older posts that fell off the main lists entirely.
- **Run incrementally.** Poll `new` on a schedule and dedup by post id, so you capture everything before it ages past the 1,000-item window.

```python
# combine sorts to break past the 1,000-item cap
seen, posts = set(), []
for sort in ("new", "top", "hot", "controversial"):
    for post in fetch_listing("webscraping", sort=sort, pages=10):
        if post["id"] not in seen:
            seen.add(post["id"])
            posts.append(post)
print(f"{len(posts)} unique posts across four sorts")
```

## Rate limits and staying unblocked

One IP polling the JSON endpoints hard gets throttled quickly — Reddit returns 429s and eventually blocks. Two things keep a collection job healthy: pace it (a short delay between requests beats a burst that trips the limiter) and spread it across IPs so no single address carries the whole load. Routing through [residential proxies](https://quantumproxies.io/residential-proxies) lets a research crawl look like many ordinary readers rather than one aggressive client, and a [Scraper API](https://quantumproxies.io/scraper-api) handles that rotation and pacing for you. If you're hitting 429s constantly, our guide on [rate limits and backoff](https://quantumproxies.io/blog/fix-429-too-many-requests-scraping) covers the pacing maths.

## What to do with it: listening at scale

The reason to collect Reddit data is to listen. Track mentions of your brand or a competitor across communities, run sentiment on the comment trees, watch a niche subreddit for recurring problems worth building around, or spot a trend before it hits the mainstream. For anything past keyword matching, feeding the raw text through an [LLM extraction step](https://quantumproxies.io/blog/ai-web-scraping-llm-extraction) turns messy threads into structured signals — themes, complaints, feature requests. Reddit's public data is fair game to collect, but it is people's posts; if you plan to process usernames or personal detail, our overview of [scraping legality in 2026](https://quantumproxies.io/blog/is-web-scraping-legal-2026) is worth a read (informative, not legal advice).

![Reddit collection loop: paging the .json endpoint through a residential exit, deduping by post id, and using the data for listening](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335171/blog/generated/qp-b9-035-diag2.png)
*Page the JSON, pace it across clean IPs, dedup by fullname, and the data feeds brand listening or trend research.*

[Collect Reddit data on clean residential IPs](https://quantumproxies.io/residential-proxies)

## Frequently asked questions

### Can you still scrape Reddit after the API changes?

Yes. The official API is now paid, but the public `.json` endpoint behind every Reddit page still returns structured data over a plain HTTP GET with no OAuth. It's rate-limited, so pace requests and spread them across IPs, but for research-scale collection it remains the most practical route. `old.reddit.com` and RSS feeds are additional lightweight sources.

### Why does Reddit stop at 1,000 posts?

Reddit caps any single listing — a subreddit sort, a user's history, a search — at about 1,000 items platform-wide; the pagination cursor simply stops. It's not your scraper. Get past it by combining sorts (new, top, hot, controversial), applying time filters, using search, and running incremental jobs that capture posts before they age out of the window.

### Do I need proxies to scrape Reddit?

For a handful of requests, no. For sustained collection you do: a single IP hammering the JSON endpoints gets 429-throttled and then blocked. Residential proxies spread the load so the traffic reads as many ordinary readers, and pacing between requests keeps you under the limiter. Together they let a research crawl run continuously without tripping defences.

### Is scraping Reddit legal?

Collecting publicly visible pages is broadly defensible, but Reddit's terms restrict automated access and the data includes user-generated content and usernames. Keep to public data, respect rate limits, and be careful with anything that identifies individuals. This is general information, not legal advice — check Reddit's current terms and your jurisdiction before a large project.

The API going paid didn't lock the door — it just moved the handle. The `.json` endpoint, cursor pagination, and a strategy for the 1,000-item cap get you the data; residential IPs and polite pacing keep the collection running. From there it's a listening problem, and Reddit is one of the best signals you can point it at. If you also want the API-pricing story on the other platforms, our post on [X/Twitter data without the API](https://quantumproxies.io/blog/twitter-x-data-without-api) maps the same terrain.

[Scrape Reddit at scale with a Scraper API](https://quantumproxies.io/scraper-api)


---

# How to Get Twitter/X Data Without the Official API in 2026

The official X API prices most projects out at the door. Here's what public Twitter/X data is still reachable, the two routes to collect it, and how the costs really compare.

Twitter — rebranded to X in 2023 — remains one of the richest real-time text datasets on the internet, but the official API has priced most projects out. The paid tiers start around **$100 per month** for a modest Basic plan and climb to roughly **$5,000 per month** for Pro-level volume, with lower tiers capped near 300 reads every 15 minutes. If your project cannot justify that, this guide covers what public X data is still reachable, the two ways to collect it, and how the costs actually compare.

## What changed, and why people left

The free and cheap read tiers that powered a decade of research tools and dashboards are gone. What replaced them is a subscription model where the entry paid tier is expensive relative to the volume it allows, and genuine research or monitoring workloads land on the enterprise pricing conversation. For a project tracking a few hundred accounts or a live search term, per-read pricing at official rates (on the order of half a cent to a cent per read) adds up faster than the data is worth.

That gap is why "Twitter API alternative" became a standing search. There are two honest answers: a third-party data API that resells structured tweet data, or collecting the public web yourself. Both avoid the developer-account approval process; they differ in who maintains the plumbing.

![Statistics diagram showing the official X API cost wall: $100 per month Basic, $5000 per month Pro, 300 reads per 15 minutes, and cost per read](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335169/blog/generated/qp-b9-034-diag1.png)
*The official API's floor is high and its read caps are tight — the reason most projects look elsewhere.*

## What public X data is still reachable

Plenty is visible to a logged-out visitor, and that is the data worth collecting because it is unambiguously public. In practice that covers:

- Public profile metadata — display name, bio, follower and following counts, join date.
- Public tweets and threads on a profile, including like, reply and repost counts.
- Search results for a keyword, hashtag or phrase over recent windows.
- Trends and trending topics by region.
- Public follower and following lists where the account exposes them.

What you should not touch: anything behind a login, protected accounts, or direct messages. The moment data requires authentication to view, it stops being public collection and starts being account-based access — a different legal and terms-of-service posture entirely.

## Route 1: a third-party data API

Several services resell structured X data on a pay-per-result basis, typically a fraction of a cent per tweet or profile — often an order of magnitude below official read pricing. You send a query, you get JSON, and someone else absorbs the proxy rotation and parsing. This is the fastest path if you want data, not infrastructure, and your volumes are moderate. The trade-off is dependency: pricing, coverage and uptime are the vendor's to change.

## Route 2: collect the public web yourself

If you want control, exclusivity or very high volume, collect it directly. X is heavily client-rendered and geo-sensitive, so two things matter: a clean, trusted exit IP and the ability to execute the page's JavaScript. Consumer platforms trust [mobile and residential IPs](https://quantumproxies.io/mobile-proxies) far more than datacenter ranges, so route requests through a rotating pool with a fresh session per persona:

```python
import requests

# residential/mobile exit — X trusts these far more than datacenter IPs
proxy = "http://USER:PASS@rotating.quantumproxies.io:8000"
proxies = {"http": proxy, "https": proxy}

headers = {
    "User-Agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_0 like Mac OS X) "
                  "AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148",
    "Accept-Language": "en-US,en;q=0.9",
}

# public profile page — logged-out view, rendered client-side
r = requests.get("https://x.com/nasa", headers=headers,
                 proxies=proxies, timeout=20)
print(r.status_code)
```

A raw request returns a JavaScript shell, not the tweets — the timeline hydrates from an internal endpoint after the page loads. For anything beyond a static profile you either render the page in a headless browser through the proxy, or hand the whole job to a [Scraper API](https://quantumproxies.io/scraper-api) that renders JavaScript, rotates residential IPs and returns the hydrated JSON directly:

```bash
# Scraper API: render the client-side page and return structured content,
# rotation and fingerprinting handled server-side
curl -G "https://api.quantumproxies.io/scraper" \
  --data-urlencode "url=https://x.com/search?q=%23AIagents&f=live" \
  --data-urlencode "render=true" \
  --data-urlencode "country=us" \
  -H "Authorization: Bearer YOUR_API_KEY"
```

![Flow diagram of collecting public Twitter/X data: hit a public endpoint, rotate the exit IP through a proxy, parse the JSON, and store the dataset](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335170/blog/generated/qp-b9-034-diag2.png)
*The collection loop is the same as any client-rendered site: trusted IP, render, parse the hydrated JSON, dedup.*

## How the costs really compare

The official API bills per read and gates volume behind tiers. Public-web collection through proxies bills per **gigabyte of traffic** — and a hydrated timeline JSON payload is small. At low volume the third-party data API is cheapest in effort; at high volume, self-collection over a pay-per-GB residential pool is usually cheapest in absolute terms, because you are paying for bytes, not per-tweet licensing. Run the arithmetic for your own read count before committing to either.

A worked example makes the tradeoff concrete. A dashboard polling 500 accounts every hour is 12,000 profile reads a day. At official per-read pricing that is a heavy monthly bill on the paid tiers; the same reads collected from public pages are a few hundred megabytes of proxy traffic, because a hydrated profile payload is small. The third-party data API sits in between — cheap per result, but you pay for every single call. Model your real read count first, then choose the route whose unit economics win at that volume rather than defaulting to whichever is easiest to wire up.

[Collect public X data on a pay-per-GB pool](https://quantumproxies.io/residential-proxies)

## Staying on the right side of the line

This is general information, not legal advice. Collecting publicly accessible data at respectful rates is broadly defensible, but three rules keep a project clean: stay logged out so you only ever see public data, respect rate limits and back off on errors, and treat tweet authors as people — X posts often contain personal data, which brings GDPR-style obligations if you store it. Our guide on [proxies for social platforms](https://quantumproxies.io/blog/using-proxies-for-social-media-automation-instagram-tiktok-x) covers the operational side, and [collecting public TikTok data](https://quantumproxies.io/blog/scrape-tiktok-public-data) applies the same pattern to short video.

## Frequently asked questions

### Is there a free Twitter/X API alternative?

There is no free official read tier that supports real projects any more. The closest to "free" is collecting public pages yourself, where your only cost is proxy bandwidth — a pay-per-GB residential pool bills for traffic, not per tweet. Third-party data APIs offer small free credits to test, then charge a fraction of a cent per result.

### Can I scrape X data without a developer account?

Yes — public profiles, tweets, search and trends are visible without authentication, so collecting them needs no developer account or OAuth approval. You do need trusted exit IPs and the ability to render the client-side page, because X hydrates its timeline from an internal endpoint after load rather than serving it in the initial HTML.

### Why do I need proxies for Twitter/X data?

X is aggressive about rate-limiting and geo-tailoring, and it distrusts datacenter IP ranges. Rotating residential or mobile proxies present as ordinary consumer connections, spread requests so no single IP spikes, and let you pin an exit country when you need region-specific trends or search results — all of which keep collection stable at volume.

### Is collecting public tweets legal?

Collecting publicly available data is broadly treated as legitimate, but it is not a blanket permission. Stay logged out, avoid protected or private content, respect rate limits, and remember that tweets frequently contain personal data — storing that triggers privacy-law obligations such as GDPR. When in doubt about a specific use, take legal advice rather than assuming.

The official API's price wall is real, but the public data behind it is still reachable. Pick the third-party API for speed at low volume, or collect it yourself over a clean residential pool when scale or control matters — and keep it public, paced and privacy-aware.

[Render and collect X data with the Scraper API](https://quantumproxies.io/scraper-api)


---

# Scrape YouTube Comments and Data Beyond the API Quota

The YouTube Data API gives you 10,000 quota units a day — and serious comment research burns through that in hours. Here's the quota math, and how scraping public data steps around the wall.

YouTube comments are one of the largest pools of unfiltered public opinion on the internet — the exact words your audience uses about a product, a creator, or a trend. The official YouTube Data API can read them, but it was built for light integrations, not research at volume. The moment you try to **scrape YouTube comments** across many videos, you hit a quota wall. This guide covers the quota math, what scraping public data gets you past it, and how to do it without getting blocked.

## The quota math that stops you

The Data API enforces a hard daily cap of **10,000 quota units** per key. A single `commentThreads.list` call costs 1 unit, which sounds generous until you add reply threads, pagination, and per-video lookups. The API returns comments in pages of 20 to 100, so a video with thousands of comments is many paginated calls, and nested replies live on a separate endpoint. Before any of that, you need a Google Cloud project, API credentials, and OAuth consent configured — 15 to 30 minutes of setup for zero data. Heavy research hits the ceiling within hours, and then you wait until the quota resets at midnight Pacific.

![Stats diagram of the YouTube Data API quota: 10,000 units per day, 1 unit per comment call, 20 to 100 comments per page, 15 to 30 minute setup](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335169/blog/generated/qp-b9-033-diag1.png)
*The 10,000-unit daily budget looks large until pagination and reply threads multiply your call count.*

## What scraping gets you past the wall

Scraping the public front end sidesteps the quota entirely. There's no key, no OAuth, and no per-project ceiling — you resolve a video's ID, walk the comment pagination layer that the page itself uses, and normalize the results into a flat table. You're limited by your own infrastructure, not by a Google budget. The trade-off is that you're on public data only (no private or unlisted videos, and live-chat replays aren't exposed), and you carry the responsibility of pacing and clean IPs yourself. Scraping public comments for research, analysis, or business intelligence is generally regarded as permissible; anonymise author identities where you don't need them.

## How comment scraping works

The mechanics are the same whatever tool you use: resolve the URL to a video ID, request the first page of comments, follow the continuation token to the next page, and repeat until there are no more. Replies hang off each top-level comment as a nested thread. Because YouTube serves comments through a JSON continuation API rather than static HTML, you either drive a headless browser or call the continuation endpoint directly. Both work; the second is far cheaper at volume.

## The fields you can extract

A complete comment record carries more signal than just the text:

- **Comment text** — the full body, including line breaks and emoji.
- **Author name** and **channel URL** — for follow-up or de-duplication.
- **Published timestamp** — ISO 8601, so you can sort chronologically and measure recency.
- **Like count** and **reply count** — weight sentiment by community agreement and discussion depth.
- **Thread nesting** — whether a row is a top-level comment or a reply, plus the parent, so you can reconstruct conversations.
- **Author verification** — flags for verified accounts and whether the commenter is the video's creator.

Because comments load client-side, a raw HTTP fetch of the watch page often returns an empty shell. Route the request through a [residential proxy](https://quantumproxies.io/residential-proxies) and, for the continuation calls, keep the geography consistent so YouTube serves the same regional variant throughout the crawl:

```python
import requests

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": proxy, "https": proxy}

# Fetch the watch page (or continuation JSON) through a clean residential exit
r = requests.get(
    "https://www.youtube.com/watch?v=VIDEO_ID",
    proxies=proxies,
    timeout=20,
    headers={"Accept-Language": "en-US,en;q=0.9"},
)
print(r.status_code)  # extract the continuation token, then page the comments
```

![Comparison of the official YouTube Data API versus scraping public data, showing quota cap versus unmetered collection](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335169/blog/generated/qp-b9-033-diag2.png)
*The API is sanctioned but capped; scraping public data is unmetered but demands clean, rotating IPs.*

[Render YouTube pages and pull comments via API](https://quantumproxies.io/scraper-api)

## What people build with scraped comments

The data becomes valuable once it leaves YouTube. Teams feed structured comments into NLP pipelines for sentiment analysis, mine them for the exact phrasing an audience uses (straight into ad copy and landing pages), build labelled datasets for [training and fine-tuning models](https://quantumproxies.io/blog/collect-training-data-machine-learning), and run competitor intelligence by reading what a rival's audience praises and complains about. The same reach extends to other platforms — see our notes on [TikTok public data](https://quantumproxies.io/blog/scrape-tiktok-public-data) for the mobile-first variant.

## Why proxies matter here

Comment scraping is high-volume by nature — a single popular video is hundreds of paginated requests, and a channel is thousands. Send all of that from one IP and YouTube throttles you fast. Rotating residential IPs spread the load so no single address looks abusive, and a consistent regional exit keeps the served content stable across a long crawl. If you're also collecting from Instagram or X, the same infrastructure covers [social media automation](https://quantumproxies.io/blog/using-proxies-for-social-media-automation-instagram-tiktok-x) across platforms.

## Beyond comments: transcripts and trends

Comments are the loudest signal, but not the only one worth collecting. Public video transcripts — the auto-generated or uploaded captions — are a dense, searchable record of what a creator actually said, ideal for keyword research, content analysis, and building retrieval datasets. They live behind the same timed-text endpoints the player uses, reachable without the Data API. Trending and search-result pages add a third layer: which topics are surging in a given region right now, and how ranking differs market to market. Because all three surfaces are geo-sensitive, a consistent regional exit keeps the picture coherent — a US IP sees US trending, a German IP sees German. Collect comments, transcripts, and trend signals together and you have the raw material for genuine audience research rather than a single-metric snapshot.

## Frequently asked questions

### How do I scrape YouTube comments for free?

For a one-off video, a browser extension or a free web tool will export the first few hundred comments to CSV. For anything at scale — many videos, full threads, repeated runs — you'll want your own pipeline: resolve the video ID, page the comment continuation API, and route through rotating IPs to avoid throttling. The API's 10,000-unit daily cap makes free official access unworkable for volume.

### Is scraping YouTube comments legal?

Collecting publicly visible comments for research, academic analysis, or business intelligence is generally treated as permissible, since the data is public and non-private. This isn't legal advice. Stay on public videos, respect reasonable pacing, and anonymise author identities when you don't need them — especially for datasets you plan to share or publish.

### Can you scrape YouTube comments without the API?

Yes. The watch page loads comments through a continuation API you can call directly or via a headless browser, with no key or OAuth. This avoids the 10,000-unit quota entirely. The catch is that you own the pacing and IP hygiene — high request volume from a single address gets throttled, so rotating residential proxies are effectively required at scale.

### How many YouTube comments can you scrape?

Through the official API, you're bounded by the 10,000 daily units — a few hundred comment-heavy videos and you're done for the day. Through scraping, there's no per-key ceiling; the practical limit is your proxy pool and pacing. Popular videos with tens of thousands of comments are fully collectable given enough rotating IPs and time.

The YouTube Data API is fine for a light integration and a poor fit for research — the 10,000-unit ceiling was never meant for exhaustive comment collection. Scraping the public front end removes the quota but hands you the pacing and IP-hygiene problem in return. Solve that with a clean rotating pool and you can collect at the scale your analysis actually needs.

[Get rotating residential IPs for YouTube data](https://quantumproxies.io/residential-proxies)


---

# How to Scrape Public TikTok Data in 2026 (What Works)

TikTok's public data is all there — in a hidden JSON blob and a cursor-paginated feed — but the anti-bot layer is why every off-the-shelf scraper eventually breaks. Here's what still works, and why mobile IPs matter.

TikTok publishes a surprising amount of public data — profiles, video metadata, hashtag feeds, engagement counts — and none of it needs a login to read. What makes scraping TikTok data hard isn't finding the data; it's that the site's anti-bot layer flags automated access aggressively, which is why every off-the-shelf library eventually breaks and why the exit IP you use decides whether you get results or a CAPTCHA. This guide covers where the public data lives, how pagination really works, why unofficial tools rot, and why mobile proxies are the pragmatic default. It's about public, non-personal research data — trends, creators, hashtags — not scraping private accounts.

## Where the public data actually lives

TikTok is a client-rendered app, so a naive GET returns a shell. The useful content sits in two places: a hidden JSON blob embedded in the page (a universal-data script the app hydrates from) and the internal feed endpoints the app calls after load. Between them you can read almost everything a viewer sees: for each video, the caption `text`, `createTime`, `diggCount` (likes), `shareCount`, `playCount`, `commentCount`, `collectCount`, plus nested `author`, `music` and `stats` objects. Author data includes follower and total-like counts, verification status, bio and bio link. Slideshow posts flag `isSlideshow` and carry an image-link array instead of a video.

## Profiles need two IDs, not just a username

The gotcha that trips every first attempt: pulling a user's video feed needs two identifiers, not just the handle. You need the numeric `id` (userID) *and* the `secUid`, both of which come from resolving the profile first. Miss the `secUid` and the feed call returns nothing. Resolve once, then page through the feed.

```python
# Sketch of the account-free flow every TikTok scraper follows.
# 1) Resolve the profile to get BOTH ids
user = get_user("someusername")          # -> {"id": ..., "secUid": ...}
user_id, sec_uid = user["id"], user["secUid"]

# 2) Page the feed with those ids (see cursor loop below)
videos = user_feed(user_id, sec_uid)
```

## Pagination is cursor-based (and capped at ~30)

One feed call returns roughly 30 posts — nowhere near a full timeline. TikTok paginates with a cursor: each response includes a `cursor` (where this batch ended) and a `hasMore` boolean. To get the whole feed you loop, passing the cursor back in until `hasMore` is false. This is also where you're most exposed — every page is another request from your IP, so a long timeline is a lot of calls to make from one address.

```python
def crawl_feed(user_id, sec_uid):
    items, cursor, has_more = [], 0, True
    while has_more:
        page = user_feed(user_id, sec_uid, cursor=cursor)  # ~30 posts
        items.extend(page["itemList"])
        cursor = int(page["cursor"])
        has_more = page["hasMore"]
        # rotate / pace here — every loop is a fresh request from your IP
    return items
```

![Diagram of cursor pagination on a TikTok feed: resolve user to id and secUid, first page of 30 posts, mobile exit IP, loop on cursor while hasMore](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335168/blog/generated/qp-b9-032-diag1.png)
*The feed hands you a cursor and a hasMore flag; keep passing the cursor back until hasMore turns false.*

## Why unofficial libraries keep breaking

If you've used a popular open-source TikTok library, you've felt this: it works for a while, then starts returning CAPTCHAs or empty results, and a forked patch appears to keep it alive. That churn isn't the maintainers' fault — TikTok changes its signing and anti-bot logic, and every unofficial client races to catch up. Two lessons follow. Pin to a maintained fork and expect to update it. And do not tie your data pipeline's reliability to one brittle library — the durable part is your own parsing and rotation layer around whatever fetch method currently works.

## Scraped media URLs expire — grab them fast

A subtle trap for anyone archiving content: TikTok's avatar, cover and video URLs are time-signed. They carry `x-expires` and `x-signature` query parameters and stop working within hours. So a link you scraped this morning is dead by evening. If you need the media itself, download it in the same run you discover it; if you only need metadata, store the stable IDs and re-resolve fresh URLs on demand.

## Why mobile proxies, specifically

TikTok is a mobile-first platform with mobile-grade anti-bot expectations, and this is where IP choice decides everything. Datacenter IPs get flagged fast. Residential IPs are far better. But [mobile proxies](https://quantumproxies.io/mobile-proxies) are the strongest fit because of how carrier networks work: mobile operators route thousands of real subscribers through a handful of shared IPs (CGNAT), so a single mobile IP looks like a whole crowd of genuine users. Blocking it would mean blocking real customers, which platforms are extremely reluctant to do — the reason we cover in [why mobile IPs are so trusted](https://quantumproxies.io/blog/cgnat-why-mobile-proxies-trusted). Mobile exits also let you sample geo-specific feeds: TikTok tailors trends by country, so a UK exit and a US exit return different "For You" content.

[Get mobile proxies for TikTok data](https://quantumproxies.io/mobile-proxies)

## TikTok Shop and geo differences

TikTok Shop product data follows the same shape — public listings, structured JSON, cursor pagination — but availability is heavily geo-gated, so you can only see a region's catalogue from an exit IP in that region. This is the same reason [TikTok growth work](https://quantumproxies.io/blog/mobile-proxies-for-tiktok-growth-what-works-in-2026) leans on location-matched IPs: whether you're reading Shop inventory or trend feeds, the content you get is a function of where your IP says you are. Sample each market from a matching exit and treat the results as region-specific, not global.

![Checklist of what works and what bites when scraping public TikTok data, including hidden JSON, cursor pagination, expiring media URLs and datacenter IP flagging](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335168/blog/generated/qp-b9-032-diag2.png)
*The public data is all reachable without a login — the friction is anti-bot flagging, expiring URLs and the 30-post cap.*

## When to skip the DIY stack

Maintaining a TikTok scraper means chasing signing changes, handling CAPTCHAs and babysitting a fork — an ongoing tax, not a one-time build. If TikTok data is an input to a product rather than the product itself, a [Scraper API](https://quantumproxies.io/scraper-api) that renders the page, rotates mobile-grade IPs and returns clean JSON takes that maintenance off your plate. Run your own stack while you're learning the structure; switch to a managed fetch layer when the upkeep starts costing more than the insight.

## Frequently asked questions

### Can you scrape TikTok data without an account?

Yes — public profiles, videos, hashtags and their engagement metadata are readable without logging in, because TikTok embeds them in a hidden JSON blob and serves them through internal feed endpoints. You still need to resolve a profile's numeric id and secUid before paging its feed, and you'll hit anti-bot flagging without clean, rotating IPs.

### Why does my TikTok scraper get CAPTCHAs?

TikTok flags IPs that behave like automation — too many requests, datacenter address ranges, or an IP with poor reputation. Cursor pagination makes it worse because a full timeline is many calls from one IP. Spread requests across a rotating mobile or residential pool, pace them, and validate responses. Mobile IPs draw the least suspicion because they're shared by real subscribers.

### How much TikTok data can one request return?

A single feed call returns roughly 30 posts. To collect a full timeline you loop on the cursor the response gives you, passing it back each time until the `hasMore` flag is false. Because every page is another request from your IP, longer timelines mean more exposure — which is why rotation and pacing matter as the count grows.

### Do I need mobile proxies for TikTok?

Not strictly, but they're the strongest option. Datacenter IPs get flagged quickly; residential IPs work better; mobile proxies work best because carrier CGNAT means one mobile IP is shared by many real users, so platforms are reluctant to block it. Mobile exits also let you pull geo-specific trend and Shop data by choosing the exit country.

TikTok's public data is all reachable without a login — the hard part is staying reachable. Resolve both profile IDs, loop the cursor, grab signed media immediately, and route through mobile-grade IPs so your requests look like the crowd they're hiding in. Get the IP layer right and the rest is just JSON.

[Start with QuantumProxies mobile proxies](https://quantumproxies.io/mobile-proxies)


---

# How to Scrape Public Instagram Data for Marketing Research

Instagram killed public API access in 2020, but the public web endpoints still return profiles, posts and hashtag data as JSON. Here's what's reachable, why mobile IPs matter, and where the line is.

Instagram closed public access to its official API in 2020, which is why every guide to scraping Instagram data now leans on the public web endpoints instead. The good news for marketing research: those endpoints still return profiles, posts, reels and hashtag volumes as clean JSON, no login required. The catch is that Instagram is one of the most aggressive platforms at flagging automated traffic, so the IP you use and the pace you keep decide whether the endpoint stays open. This guide covers what is reachable, the code to reach it, and the ToS and GDPR lines you should not cross.

## What public Instagram data you can actually collect

Without an account you can reach a surprising amount, all of it useful for market and influencer research:

- **Profiles:** full name, bio, follower and following counts, post count, verified and business status.
- **Posts and reels:** caption, hashtags, mentions, media URLs, like and comment counts, timestamps, and the first few comments.
- **Hashtags:** total post volume and related-tag clusters - handy for finding less-saturated adjacent tags.
- **Places:** name, coordinates, address and post count for a location.

What you cannot get without an authenticated session: full follower lists, the list of accounts that liked a post, private accounts and stories. Those endpoints require a session cookie, and that is exactly where account bans and ToS violations concentrate. For research, stay on the public surface.

![Comparison of public Instagram data such as profiles, posts and hashtag volume against login-gated data such as follower lists and likers that carries account-ban risk](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335167/blog/generated/qp-b9-031-diag1.png)
*Public web data is the safe surface; anything behind a session cookie carries account-ban and ToS risk.*

## The public profile endpoint, with code

Instagram's web app fetches profile data from a JSON endpoint that anyone can call, provided you send the public web app id header. Route it through a proxy and you have profile data in a few lines:

```python
import requests

PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"  # mobile pool
proxies = {"http": PROXY, "https": PROXY}

HEADERS = {
    "x-ig-app-id": "936619743392459",  # public web app id
    "User-Agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) "
                  "AppleWebKit/605.1.15 (KHTML, like Gecko) Mobile/15E148",
}

def profile(username):
    url = "https://www.instagram.com/api/v1/users/web_profile_info/"
    r = requests.get(url, params={"username": username},
                     headers=HEADERS, proxies=proxies, timeout=20)
    r.raise_for_status()
    return r.json()["data"]["user"]

u = profile("natgeo")
print(u["full_name"], u["edge_followed_by"]["count"])
```

The same payload carries recent posts under `edge_owner_to_timeline_media`, so one call gives you the profile and its latest engagement together:

```python
for edge in u["edge_owner_to_timeline_media"]["edges"]:
    node = edge["node"]
    print(node["shortcode"],
          node["edge_media_preview_like"]["count"],   # likes
          node["edge_media_to_comment"]["count"])       # comments
```

## Why mobile proxies win on Instagram

Instagram's most common failure is a rate-limit block: the endpoint starts returning errors and temporarily bans the IP that hit it. Waiting and lengthening timeouts helps a little, but the durable fix is the IP type. Mobile proxies are the strongest option here because of CGNAT - a single mobile IP is shared by thousands of real subscribers, so Instagram cannot block it without hitting genuine users. That makes mobile exits the hardest to ban and the closest match to how most people actually browse the app. Our explainer on [why CGNAT makes mobile IPs trusted](https://quantumproxies.io/blog/cgnat-why-mobile-proxies-trusted) covers the mechanism, and [mobile proxies vs VPNs](https://quantumproxies.io/blog/mobile-proxies-vs-vpns-what-s-better-for-scaling) explains why a VPN can't do this.

Pair a [mobile proxy pool](https://quantumproxies.io/mobile-proxies) with human pacing - random delays, capped concurrency, and a stop when the block rate climbs - and the public endpoints stay open across long collection runs.

Residential proxies are a reasonable fallback when a mobile pool isn't available - our [residential network](https://quantumproxies.io/residential-proxies) spans 200+ countries for geo-accurate collection - but on Instagram specifically, mobile exits survive longest. Whatever the IP type, treat a rate-limit response as a signal to slow down, not to retry harder: back off, rotate, and lengthen the gap between calls. A scraper that respects the throttle collects far more over a day than one that hammers through blocks and burns its pool in an hour.

![A resilient public Instagram pipeline routing a seed list of usernames and hashtags through a mobile proxy to the public web_profile_info JSON endpoint and into structured rows](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335167/blog/generated/qp-b9-031-diag2.png)
*Mobile IPs plus human pacing keep the public endpoint open across long runs - CGNAT makes those exits hard to ban.*

[Get mobile proxies built for social platforms](https://quantumproxies.io/mobile-proxies)

## Hashtags and discovery

For trend and influencer discovery, hashtag data beats scraping individual profiles. The hashtag pages expose post volume and related-tag clusters, which let you map how saturated a topic is and find quieter adjacent tags to target. Combine that with per-profile engagement rates - likes and comments over follower count - and you have a defensible shortlist of creators without ever touching gated data. If your research spans platforms, the same discipline applies to [TikTok public data](https://quantumproxies.io/blog/scrape-tiktok-public-data), and there's overlap with [running social automation across Instagram, TikTok and X](https://quantumproxies.io/blog/using-proxies-for-social-media-automation-instagram-tiktok-x).

## What to keep, and what to drop

For research, store the aggregate signals and drop the rest. Follower and following counts, posting frequency, average likes and comments, and hashtag usage tell you everything about reach and engagement without retaining a pile of personal detail. Media URLs expire and full captions bloat your storage, so keep stable identifiers like the `shortcode` plus the metrics, and re-fetch content on demand. Minimising what you hold is both good engineering and the safer side of the GDPR line - a table of engagement rates is far less sensitive than a warehouse of named accounts and their posts.

## The ToS and GDPR lines

Two boundaries matter. First, Instagram's terms restrict automated collection, and using a logged-in session to scrape gated data risks the account, not just the IP - keep to public, unauthenticated endpoints for research. Second, follower handles, comment authors and profile details are personal data. Under GDPR and similar regimes you need a lawful basis to collect and store it, you should minimise what you keep, and you should avoid building profiles of identifiable individuals without a clear reason. Aggregate metrics (follower counts, engagement rates, hashtag volumes) are far safer than lists of named people. Our guide to [GDPR and scraping personal data](https://quantumproxies.io/blog/gdpr-web-scraping-personal-data) covers the specifics - and this is practical guidance, not legal advice.

## Frequently asked questions

### Can you scrape Instagram data without an account?

Yes, for public data. The web profile endpoint returns bios, follower counts and recent posts as JSON when you send the public `x-ig-app-id` header, and hashtag and place pages expose volume and metadata. Follower lists, likers and private accounts need an authenticated session and should be avoided for research.

### Why does Instagram keep rate-limiting my scraper?

You are hitting the endpoint too fast from an IP Instagram distrusts. Slow down with random delays, cap concurrency, and switch to mobile proxies - a CGNAT mobile IP is shared by thousands of real users, so Instagram is far slower to block it than a datacenter address.

### Is scraping Instagram data legal?

Collecting public, non-personal data for research is generally lower-risk, but Instagram's terms restrict automation and personal data is governed by GDPR and similar laws. Stay on public endpoints, minimise the personal data you store, and consult a lawyer for anything involving identifiable individuals at scale. This is not legal advice.

### What's the best proxy type for Instagram scraping?

Mobile proxies. Because CGNAT maps one mobile IP to many real subscribers, the platform cannot ban it without collateral damage, making mobile exits the most durable for sustained collection. Residential proxies are a reasonable second choice; datacenter IPs get blocked fastest.

Public Instagram data is very much reachable for marketing research - the profile, post and hashtag endpoints still return clean JSON. The two variables that decide success are the IP (mobile wins) and restraint (public data only, human pace, minimal personal data). Get those right and the endpoint stays open.

[Start collecting with QuantumProxies mobile proxies](https://quantumproxies.io/mobile-proxies)


---

# Scrape Best Buy & Target: Store-Level Stock and Price Data

Big-box price and stock data lives behind a store picker and a ZIP code, not just a product URL. Get the store scoping and geo targeting right and Best Buy and Target become clean JSON feeds.

Best Buy and Target look like ordinary product pages until you try to scrape price and stock at scale — then you learn that both answers depend on a store you have not picked yet. A price is national until a ZIP code makes it local; availability is meaningless until a store is scoped. Get the store selection and geo targeting right and these big-box sites turn into clean JSON feeds. Get them wrong and you collect national placeholder prices and "check nearby stores" with no data behind it. This guide covers store-level inventory, geo pricing, the hidden endpoints, and the proxy setup that keeps the whole thing alive.

## The first wall: region and store

Best Buy serves only three markets — the United States, Canada and Mexico — and greets an out-of-region IP with a country selection page instead of the product. That alone blocks anyone scraping from the wrong exit. So step one is a residential IP inside the target market. Step two is scoping a store: both retailers key in-store availability and, often, price to a specific store or ZIP. Until you set one, you are reading a national default, not the local truth a restocker or price analyst actually needs.

The practical pattern: open a [sticky session](https://quantumproxies.io/blog/sticky-sessions-vs-rotating-proxies), pin one residential exit for the duration, set the store or ZIP once, then read every SKU you care about for that store on the same IP. Rotate the IP when you move to the next store, not between reads. That mirrors how a real shopper behaves — one location, many products — and it keeps the site returning that store's stock and price rather than resetting you to the national view.

## Read the JSON, not the DOM

Both sites render price, rating and availability client-side, which means the HTML you get from a plain request is often a shell — the numbers arrive later from an internal JSON endpoint the page calls. Parsing the rendered DOM is fragile and frequently empty. The durable approach is to find that endpoint in your browser's network tab and call it directly: it returns structured fields (SKU, price, in-store availability, ship-to-home, pickup eligibility) without any HTML parsing at all, and it changes far less often than the page markup. If you have ever watched a [scraper return an empty page](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript), this is usually why.

```python
import requests

# one sticky residential exit, pinned per store
SESSION_IP = "http://USER:PASS-session-store1841@gate.quantumproxies.io:8000"
proxies = {"http": SESSION_IP, "https": SESSION_IP}

s = requests.Session()
s.proxies = proxies
s.headers.update({
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
                  "AppleWebKit/537.36 (KHTML, like Gecko) "
                  "Chrome/122.0.0.0 Safari/537.36",
    "Accept": "application/json",
})

# 1) scope a store (ZIP or store id) on this session first,
#    then 2) read the product/availability endpoint the page calls
r = s.get("https://www.example-retailer.com/api/v2/products/6565837",
          params={"storeId": "1841", "zip": "10001"}, timeout=20)
data = r.json()
print(data["sku"], data["price"], data["inStoreAvailability"])
```

Placeholders aside, the shape is the point: set the store, hit the data endpoint, read fields rather than scrape text. A [residential proxy](https://quantumproxies.io/residential-proxies) with sticky sessions is what makes the store scoping stick.

[Get sticky residential proxies for retail data](https://quantumproxies.io/residential-proxies)

![Diagram of a store-scoped Best Buy and Target request pipeline setting ZIP and store id through a residential proxy before reading JSON](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335166/blog/generated/qp-b9-030-diag1.png)
*Stock and price are answered per store — pin one residential IP per store on a sticky session and read the JSON endpoint.*

## Geo pricing: the same SKU, different numbers

Big-box pricing is not uniform across a country. Clearance, regional promotions and store-specific markdowns mean the same SKU can carry different prices ZIP to ZIP, and in-store availability is inherently local. If you scrape from a single location you get one slice of a much larger picture — useless for competitive price monitoring or restock alerting that has to be accurate for a shopper in Dallas and another in Seattle.

So drive the location deliberately. Maintain a list of target ZIPs or store IDs, and pair each with an in-region residential exit from the same city or state where you can. Our [location coverage](https://quantumproxies.io/locations) spans 200+ countries with city and state targeting, which is what lets you read Best Buy's Los Angeles price and Target's Chicago stock in the same run. This is the same discipline behind serious [competitor price monitoring](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies) and [restock monitoring](https://quantumproxies.io/blog/stock-monitoring-with-proxies).

## Spread the load, or spend the day blocked

A single IP requesting thousands of SKUs is the fastest way to a block, a CAPTCHA, or a subnet ban. Both retailers watch request velocity per IP. The fix is to spread the work across a rotating residential pool so no single exit carries a suspicious volume, while still pinning one IP per store for the duration of that store's reads. Concurrency lives at the pool level, not the session level. Pace each session like a shopper, and let breadth — many IPs each doing a little — give you the throughput. If you build restock tooling on top of this, our roundup of [the best proxies for restock bots](https://quantumproxies.io/blog/best-proxies-for-restock-bots) covers the pool sizing.

![Checklist comparing a naive big-box scraper against a production scraper across IP rotation, store scoping and JSON parsing](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335167/blog/generated/qp-b9-030-diag2.png)
*The five things that break a naive Best Buy or Target scraper — and the production fix for each.*

## When the API route wins

Direct requests through residential proxies give you the most control and the lowest per-request cost — ideal once you know the endpoints and can maintain them. But when a target adds heavier anti-bot defences, renders everything through JavaScript, or you simply do not want to babysit endpoints, a [Scraper API](https://quantumproxies.io/scraper-api) is the shortcut: send the product URL with a geo parameter, let it rotate IPs, carry a real browser fingerprint, render JS and hand back structured data. You trade a little per-call cost for zero maintenance and a higher success rate on the hard days. The honest split, laid out in our [guide to JavaScript-heavy sites](https://quantumproxies.io/blog/scraping-javascript-heavy-websites-with-proxies): raw requests plus residential proxies for clean, known endpoints; the API when defences escalate.

## Frequently asked questions

### Can you scrape Best Buy and Target product data?

Yes — both expose public product, price and availability data, much of it via internal JSON endpoints the pages call. You need an in-region residential IP (Best Buy serves only the US, Canada and Mexico) and a scoped store or ZIP, because stock and often price are answered per store rather than per product URL.

### Why do I get national prices instead of store prices?

Because no store is selected on your session. Big-box sites return a national default until a ZIP or store ID scopes the request. Set the location on a sticky session first, keep the same residential IP for that store's reads, and the endpoint returns the local price and in-store availability.

### What proxies work best for big-box retail scraping?

Residential proxies with sticky sessions and city or state geo targeting. You want an in-region exit that stays consistent while you scope a store, then rotation across the pool to spread SKU volume. Datacenter IPs are cheaper but more often walled or CAPTCHA-challenged on these targets.

### Is scraping Best Buy or Target legal?

Collecting publicly available product and price data is generally treated as fair use in many jurisdictions, but terms of service and local law vary. This is informational, not legal advice — review each site's terms and consult a professional before large-scale collection or anything involving personal data.

Big-box data is store-shaped, not page-shaped. Scope the store, drive the geo, read the JSON, and spread the load across a clean residential pool — do those four and Best Buy and Target become reliable price and stock feeds instead of a wall of national placeholders.

[Scrape retail data at scale with the Scraper API](https://quantumproxies.io/scraper-api)


---

# How to Scrape StockX & GOAT Resale Data for Market Research

The official StockX API is built for sellers and capped at 25,000 calls a day. For market research you go to the public pages — here is how to extract price history, size spreads and hype signals cleanly.

Sneaker resale is a real market with real price discovery, and StockX and GOAT are its two biggest order books. If you want to study that market — track price history, measure size spreads, spot which releases are heating up — the instinct is to reach for the official StockX API. That is usually the wrong tool. The StockX developer API is built for sellers: it authenticates with OAuth 2.0 behind an approval gate, exists to place and manage listings and orders, and is capped at 25,000 requests per 24-hour period at one request per second, with a hard 429 the moment you exceed it. It gives a seller their own inventory, not a researcher the whole market. For market research, the data lives on the public product pages. This guide shows how to collect it cleanly.

## Why the official StockX API is the wrong tool for research

The developer portal is explicit about its purpose: catalog search, listing management and order management. Even sellers on the platform report long waits and rejections getting API access approved in the first place. And the rate ceiling — 25,000 calls a day, batch operations throttled to 500 items every 5 minutes up to 50,000 items daily — is generous for running your own shop but tiny for surveying thousands of styles across multiple sizes and both marketplaces. Crucially, it does not hand you a historical market feed: the numbers a researcher wants — annual highs and lows, volatility, price premium over retail, sales velocity per size — are computed and displayed on the public pages, not exposed as a bulk research endpoint.

So the practical split is simple. Use the official API if you are a seller automating your own asks. Use the public pages, collected responsibly, if you are doing price intelligence or trend research. The same logic applies across resale and retail — we walk the general version in [price monitoring at scale](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies).

There is also a coverage problem the API cannot solve. Resale prices are geo-sensitive: the same pair carries a different premium in a US market than in a European or Japanese one, because supply, taxes and demand differ by region. A researcher measuring the global market needs to read each product from several countries, which the seller API is not designed to do but a rotating residential pool with country targeting handles by default. That geographic dimension is often where the interesting arbitrage hides.

## What data a StockX or GOAT product page holds

Each product page carries a surprisingly rich payload once you parse the embedded JSON that hydrates it. Per style you can read a stable SKU and UPC, and per size a whole order-book slice:

- **Lowest ask and highest bid** per size — the live bid/ask spread that tells you real liquidity.
- **Total asks** per size — depth of supply; a size with 200+ asks is not scarce, one with 3 is.
- **Sales counts** over 15, 30 and 60-day windows — velocity, which is the closest thing to a demand signal.
- **Annual statistics** — high, low, average price, sales count and a volatility figure per style.
- **Price premium over retail** — a hyped release can sit ~25% or more above its retail price; a dud sits below it.
- **Weekly order count** — a blunt but honest popularity rank across the catalogue.

![Comparison of the official StockX API against scraping public product pages for sneaker market research, showing rate caps versus available signals](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335165/blog/generated/qp-b9-029-diag1.png)
*The official API is a selling tool capped at 25,000 calls a day; the public pages carry the price history, size-level spreads and velocity that market research actually needs.*

## Fetching the pages without getting blocked

StockX and GOAT sit behind serious bot management, and a datacenter IP hitting product JSON repeatedly gets challenged within a handful of requests. Two things keep collection alive: residential exit IPs that look like ordinary shoppers, and per-request rotation so no single address builds a suspicious pattern. Through [residential proxies](https://quantumproxies.io/residential-proxies) — 90M+ IPs across 200+ countries — each request lands from a different household address:

```python
import requests, json

proxies = {
    "http":  "http://USER:PASS@gate.quantumproxies.io:PORT",
    "https": "http://USER:PASS@gate.quantumproxies.io:PORT",
}
headers = {"User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7)"}

url = "https://stockx.com/air-jordan-1-retro-high-og-example"
html = requests.get(url, proxies=proxies, headers=headers, timeout=(5, 30)).text

# Product data hydrates from an embedded JSON blob, not the visible HTML.
start = html.find('{"props":')
blob = json.loads(html[start:html.rindex("}", 0, html.find("</script>", start)) + 1])
# Walk blob -> product -> market to reach asks, bids and statistics.
```

When the page returns a near-empty shell instead of the JSON, it has been served a client-side-rendered or challenge version — a symptom we break down in [empty page, missing data](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript). That is the point to escalate from raw proxies to a managed fetch. The [Scraper API](https://quantumproxies.io/scraper-api) renders JavaScript on demand and returns clean JSON or markdown, so you stop maintaining headless browsers and parsers yourself:

```bash
curl -G "https://api.quantumproxies.io/scrape" \
  --data-urlencode "url=https://stockx.com/air-jordan-1-retro-high-og-example" \
  --data-urlencode "render=true" \
  --data-urlencode "country=us" \
  -H "Authorization: Bearer YOUR_API_KEY"
```

## Turning raw asks into research signals

Once the variants are parsed, the analysis is small arithmetic that turns a wall of numbers into decisions. The size spread — the gap between the cheapest and most expensive size — reveals which sizes are scarce, and the premium over retail separates genuine hype from marketing noise:

```python
def size_spread(variants):
    asks = [v["lowest_ask"] for v in variants if v.get("lowest_ask")]
    return {
        "cheapest_size": min(asks),
        "priciest_size": max(asks),
        "spread_pct": round((max(asks) - min(asks)) / min(asks) * 100, 1),
    }

def hype_score(stats, retail):
    premium = (stats["annual_average_price"] - retail) / retail
    return round(premium * 100, 1)  # % over retail; negative = a dud
```

Run that across a watchlist on a daily schedule and you have a resale index: rising velocity plus a widening premium is an early heat signal, while falling sales and a shrinking premium mark a fade. Cross-referencing StockX against GOAT for the same SKU exposes arbitrage and confirms which platform leads price discovery for a given category. If your watchlist runs into thousands of styles, control your bill with the tactics in [cutting proxy bandwidth costs](https://quantumproxies.io/blog/reduce-proxy-bandwidth-costs-scraping) — you rarely need images, only the JSON.

One note on conduct: this is market research on public, non-personal pricing data, which is the low-risk end of scraping, but you should still respect each platform's terms of service and rate-limit yourself politely. This is guidance, not legal advice.

![Stat panel of sneaker resale data fields: 25,000 daily API cap, 25 percent average price premium, 15 to 60 day sales windows and one year of price history](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335166/blog/generated/qp-b9-029-diag2.png)
*The signals that matter are velocity and premium: a hyped pair sits well above retail with fast sales, a dud sits below it and stalls.*

## Frequently asked questions

### Does StockX have an official API?

Yes, but it is a seller tool, not a market-data service. The StockX developer API authenticates with OAuth 2.0 behind an approval process and covers catalog search, listing management and order management. It is capped at 25,000 requests per 24 hours at one request per second, and returns your own selling activity rather than a bulk historical feed of the wider market.

### Is there a GOAT API for sneaker prices?

GOAT does not offer a public pricing API for researchers. Third-party aggregators and open-source projects pull GOAT data by scraping its public pages, the same approach you would take for StockX. Because both platforms use strong bot management, reliable collection depends on residential IPs and per-request rotation rather than a datacenter endpoint.

### What sneaker data can I get without the official API?

The public product pages expose lowest ask and highest bid per size, total asks, sales counts over 15, 30 and 60-day windows, annual high/low/average prices, a volatility figure, weekly order velocity and stable SKU/UPC identifiers. That is enough to build price history, size-spread analysis and a hype index without ever touching the seller API.

### How do I avoid getting blocked scraping StockX?

Use residential proxies so requests look like ordinary shoppers, rotate the exit IP on every request, set a realistic User-Agent and pace yourself. When pages return an empty shell instead of the embedded JSON, switch to a rendering scraper API that executes the page's JavaScript and returns structured data, rather than fighting the challenge yourself.

The resale market rewards whoever measures it best. The official API will not give you that measurement — it was never meant to. Public pages, collected on clean residential IPs and reduced to velocity and premium, turn a chaotic order book into a signal you can trade research decisions on.

[Pull clean sneaker data with the Scraper API](https://quantumproxies.io/scraper-api)


---

# How to Scrape Google Shopping Prices: Offers, Sellers, Geo Data

Google Shopping aggregates prices from thousands of merchants into one place. Here is how to turn its shopping vertical into a structured, geo-aware price feed you can trust.

Google Shopping is one of the largest price aggregators on the web: for a given product it pulls live offers, prices and seller details from thousands of merchants into a single ranked view. That makes it a uniquely efficient source for price intelligence - one query surfaces what dozens of retailers charge right now. This guide covers how to **scrape Google Shopping prices** cleanly, why geography changes everything, and when to stop hand-rolling a browser and call a structured API instead.

## What the Shopping vertical actually gives you

The Shopping tab is the `tbm=shop` vertical of Google Search. Each product card carries a title, a price, the merchant/seller name, a star rating and review count, and a product identifier that groups multiple offers of the same item. For price work, that seller-and-price pairing is the gold: you can watch the spread across retailers for one SKU, catch who is undercutting whom, and track price movement over time - the raw material of a repricing or MAP-monitoring workflow.

The URL structure is straightforward. Results paginate ten per page via a `start` offset, and the exit's country is set with `gl`:

```bash
# Google Shopping search URL, page 1, US results
https://www.google.com/search?q=wireless+earbuds&tbm=shop&gl=us

# Page 2 (results 11-20): add a start offset
https://www.google.com/search?q=wireless+earbuds&tbm=shop&gl=us&start=10
```

## Why location decides the answer

Shopping results are localised. Prices show in the local currency, the merchant mix changes by market, availability differs, and the `gl` parameter alone is not enough - Google also weighs the requesting IP's location. Ask for German results from a US datacenter IP and you will get an inconsistent, partly-US answer. To read the catalogue a shopper in Berlin actually sees, the request has to exit from a German residential IP. A [residential proxy pool](https://quantumproxies.io/residential-proxies) spanning 200+ countries lets you pin the exit to each market you price. This is the same discipline behind [competitor price monitoring at scale](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies).

![Comparison diagram of DIY browser scraping versus a SERP API for collecting Google Shopping data](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335165/blog/generated/qp-b9-028-diag1.png)
*The DIY route works, but you inherit the cookie walls, the breaking selectors and the retries forever.*

## The DIY route (and its tax)

You can scrape the pages directly with a headless browser. Google Shopping is dynamically rendered and well defended, so plain HTTP requests fall short - you need a real browser engine, a proxy on each request, and code to dismiss the cookie-consent wall (the notorious `button#L2AGLb` "Accept all") before any products load. Then you fight the CSS: Shopping's container class names are obfuscated and rotate, so selectors that work today break in a fortnight. Add retry logic (three attempts with randomised backoff is a sensible floor) and you have a working scraper - and a permanent maintenance job.

```python
# Sketch of the DIY approach with Playwright + proxy
from playwright.sync_api import sync_playwright

PROXY = {"server": "http://gate.quantumproxies.io:8000",
         "username": "USER", "password": "PASS"}
URL = "https://www.google.com/search?q=wireless+earbuds&tbm=shop&gl=us"

with sync_playwright() as pw:
    browser = pw.chromium.launch(proxy=PROXY, headless=True)
    page = browser.new_context(locale="en-US").new_page()
    page.goto(URL, wait_until="networkidle", timeout=15000)
    # dismiss the consent wall before products render
    for sel in ("button#L2AGLb", "button:has-text('Accept all')"):
        btn = page.locator(sel).first
        if btn.is_visible():
            btn.click(); break
    # ...then wrestle the obfuscated product containers
    browser.close()
```

## The API route: one call, structured JSON

The alternative is to let a [SERP API](https://quantumproxies.io/serp-api) own the browser, the proxies and the parsing, and hand you the shopping vertical as JSON. You pass the query and a country; it returns offers with title, price, seller, rating and product id already extracted. No cookie walls, no selector maintenance, geo as a parameter. For a price feed that has to keep running, that trade is usually the right one - our breakdown of [how SERP scraping works in 2026](https://quantumproxies.io/blog/how-serp-scraping-works-in-2026) explains why the raw HTML path keeps getting harder.

```bash
# One request to the SERP API's Google Shopping vertical
curl -G "https://api.quantumproxies.io/v1/serp" \
  -H "Authorization: Bearer YOUR_API_KEY" \
  --data-urlencode "engine=google_shopping" \
  --data-urlencode "q=wireless earbuds" \
  --data-urlencode "gl=us"
```

```python
import requests

def shopping_offers(query, country="us"):
    r = requests.get(
        "https://api.quantumproxies.io/v1/serp",
        headers={"Authorization": "Bearer YOUR_API_KEY"},
        params={"engine": "google_shopping", "q": query, "gl": country},
        timeout=30,
    )
    r.raise_for_status()
    rows = []
    for p in r.json().get("shopping_results", []):
        rows.append({
            "title":  p.get("title"),
            "price":  p.get("price"),
            "seller": p.get("source"),   # merchant name
            "rating": p.get("rating"),
            "pid":    p.get("product_id"),
        })
    return rows

for country in ("us", "gb", "de"):
    print(country, shopping_offers("wireless earbuds", country)[:3])
```

![Pipeline diagram from a query set through a geo-aware SERP API to parsed offers and a price-history store](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335165/blog/generated/qp-b9-028-diag2.png)
*A price feed is a loop: query, geo-aware SERP call, parse offers, store and alert on movement.*

## What a single offer actually contains

It pays to understand the shape of one product card before you scale a pipeline around it. Beyond the headline price, each offer carries the merchant name, an item condition (new, used or refurbished), shipping and tax hints, a star rating with a review count, and a product id that Google uses to cluster every seller of the same item under one entry. That product id is the join key for everything downstream: group offers by it and you can compare like-for-like across merchants, follow one SKU's price over time, and detect the moment a new seller enters a listing or an existing one disappears.

Two fields earn special attention for pricing work. The seller name lets you build a per-merchant view - who consistently undercuts, who anchors high, who only appears on promotions - which is far more actionable than an anonymous price cloud. The rating gives a rough trust weight, so you are not treating a one-review reseller as equivalent to an established retailer. Capture both alongside the price and currency, and your dataset answers questions a bare price feed never can.

- **product_id** - the cluster key; dedupe and join every seller of an item on it.
- **price + currency** - the metric, always paired with the market you pulled it from.
- **seller / source** - the merchant, for per-retailer competitive views.
- **rating + reviews** - a trust weight so comparisons are fair.
- **timestamp** - stamp every capture so history and deltas are possible.

## Turning offers into intelligence

Raw offers are not intelligence - the loop is. Run your query set on a schedule, store each capture with a timestamp, and diff against history to surface what matters: a competitor dropping below your price, a new seller entering a SKU, a stock-out you can exploit. Group offers by product id so the same item's sellers are compared like-for-like, and run the whole set per target market. If you are building tooling on top of this, our note on [choosing a SERP API](https://quantumproxies.io/blog/serp-api-for-ai-seo-tools) covers the JSON-shape and per-query-cost questions that decide unit economics at volume.

[Pull Google Shopping data with the SERP API](https://quantumproxies.io/serp-api)

## Frequently asked questions

### How do I scrape Google Shopping with Python?

Two paths. Drive a headless browser (Playwright) through a residential proxy, dismiss the cookie-consent wall, and parse the product containers - flexible but high-maintenance because the markup is obfuscated and changes. Or call a SERP API's `google_shopping` engine with your query and a country code and receive parsed offers as JSON in one request. The API path is far less code to keep alive.

### Does Google Shopping data change by country?

Yes, substantially. Currency, the set of merchants, prices and availability all vary by market. The `gl` parameter requests a country, but Google also weighs the requesting IP, so accurate localised results need an exit IP in the target country. Pin the request to a residential IP per market you price.

### Is scraping Google Shopping legal?

Collecting publicly displayed prices and offers is common practice for price intelligence, but the terms of the source and any personal-data rules still apply, and this is not legal advice. Keep to public product data, respect rate limits, and if you are unsure about a specific use, get counsel. Do not collect or store personal information you do not need.

### How often should I scrape Shopping prices?

It depends on how fast your category moves. Fast-moving electronics or ticketed goods may warrant hourly captures; stable categories are fine daily. Match the cadence to price volatility, timestamp every capture so you can build history, and spread requests across IPs and time so you stay a polite, low-risk visitor.

Google Shopping condenses a whole market's pricing into one queryable surface. Whether you render it yourself or call an API for structured JSON, the winning pattern is the same: geo-target every market, capture on a schedule, and diff against history. That is a price-intelligence engine, not a one-off scrape.

[Get structured Shopping JSON from the SERP API](https://quantumproxies.io/serp-api)


---

# Scraping Shopify products.json: The Endpoint Every Store Exposes

Forget parsing HTML. Every Shopify store hands you clean JSON at /products.json — full catalog, prices, variants, stock. Here are the pagination limits, the speed tricks, and how to turn it into competitor monitoring.

Anyone who has scraped e-commerce knows the pain: brittle CSS selectors, nested wrapper divs, layouts that change and break everything overnight. Shopify hands you a way out. Almost every store built on Shopify exposes a public `/products.json` endpoint that returns the entire catalog as clean, structured JSON — titles, handles, vendors, tags, variants, prices, stock flags and images. No HTML parsing, no headless browser. This guide covers how the endpoint works, its real pagination limits, a trick that makes crawling large stores dramatically faster, and how to turn the whole thing into competitor price and stock monitoring.

## The endpoint on every Shopify store

Append `/products.json` to any Shopify store's root domain and you get a JSON list of products. It's the same data the storefront uses, exposed by design for the Ajax API. Each product carries a stable numeric `id`, a `handle`, `vendor`, `product_type`, `tags`, an array of `variants` (each with its own price, SKU and `available` boolean), and images. That's everything you'd normally scrape a product page for, delivered in one request.

```python
import requests

url = "https://store.example.com/products.json"
r = requests.get(url, params={"limit": 250, "page": 1}, timeout=15)
products = r.json()["products"]

print(len(products), products[0]["title"])
for v in products[0]["variants"]:
    print(v["sku"], v["price"], v["available"])
```

Two caveats up front. Shopify caps the public endpoint at **250 products per page** — a limit you cannot exceed no matter what you pass, so ignore advice to set `limit=1000000` and grab everything in one call. And a minority of stores disable the endpoint (custom builds sometimes turn it off), so check for a valid response before you build a pipeline around it.

## Paginate to the end

Because of the 250 cap, a full catalog means walking pages until you hit an empty one. The naive loop increments `page` and stops when a page comes back empty. It's correct and it's fine for small stores — a shop with a few hundred products is a couple of requests.

```python
def all_products(base):
    page, out = 1, []
    while True:
        r = requests.get(f"{base}/products.json",
                         params={"limit": 250, "page": page}, timeout=15)
        batch = r.json()["products"]
        if not batch:
            break
        out.extend(batch)
        page += 1
    return out
```

![Stats diagram showing Shopify products.json limits: 250 products per page cap, 25x faster paging with binary search, 833 pages on a 25000-product store](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335164/blog/generated/qp-b9-027-diag1.png)
*The endpoint is capped at 250 products per page — the speed comes from finding the last page fast, not from bigger requests.*

## The 25x trick: find the last page first

Sequential paging is slow on big stores because you can't parallelise — you don't know when to stop, so every page waits on the one before it. The fix is a binary search: probe page numbers to find the last non-empty page, then fire all the page requests concurrently. In a public benchmark against a store with 25,000 products across 833 pages, this cut a crawl from roughly 120 seconds to about 12 on the first run and around 5 once the last-page number was cached — a 25x speed-up. Route the probes through rotating IPs so the burst of concurrent requests doesn't trip throttling.

```python
PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": PROXY, "https": PROXY}

def last_page(base, hi=1000):
    lo, last = 1, 1
    while lo <= hi:
        mid = (lo + hi) // 2
        r = requests.get(f"{base}/products.json",
                         params={"limit": 250, "page": mid},
                         proxies=proxies, timeout=15)
        if r.json()["products"]:
            last, lo = mid, mid + 1   # go higher
        else:
            hi = mid - 1              # go lower
    return last
# then request pages 1..last_page concurrently
```

As Rob Pike put it, fancy algorithms are slow when n is small — for a 200-product store, skip the binary search and just loop. It earns its keep on catalogs in the thousands, where sequential paging drags.

## Narrow the pull: collections and single products

You don't always want the whole catalog. Shopify exposes the same JSON at the collection level: `/collections/<handle>/products.json` returns just the products in that collection, paginated the same way. That's the efficient path when you only track one category — sneakers, fragrances, a single brand — rather than an entire store. And to inspect one product, append `.json` to its URL: `/products/<handle>.json` gives that product's full record, including every variant and its inventory flag, which is handy for tight restock polling on a specific SKU without re-crawling the catalog.

Combining the two keeps request volume — and bandwidth — down. Discover the catalog once with the full endpoint, store the handles you care about, then poll individual products or collections on a tight schedule. That pattern is the difference between a monitor that scales to hundreds of stores and one that quietly burns through your proxy budget re-downloading catalogs that haven't changed.

## Turn it into competitor monitoring

The real value isn't a one-off catalog dump — it's the diff over time. Snapshot a competitor's `products.json` on a schedule, key by variant `id`, and compare runs to catch price changes, new products and restocks the moment they happen. Because `available` and `price` live on each variant, you get stock and pricing signals without touching a product page.

```python
def snapshot(base):
    rows = {}
    for p in all_products(base):
        for v in p["variants"]:
            rows[v["id"]] = {
                "product": p["title"],
                "sku": v["sku"],
                "price": v["price"],
                "available": v["available"],
            }
    return rows

# diff today's snapshot against yesterday's to flag price + stock moves
def changes(old, new):
    for vid, cur in new.items():
        prev = old.get(vid)
        if prev and (prev["price"] != cur["price"] or prev["available"] != cur["available"]):
            yield cur["sku"], prev, cur
```

This is the backbone of [competitor price monitoring](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies) and [dropshipping research](https://quantumproxies.io/blog/proxies-for-dropshipping-research) — both lean on the same snapshot-and-diff pattern across many stores at once.

[Get fast datacenter proxies for Shopify scraping](https://quantumproxies.io/datacenter-proxies)

![Flow diagram of a Shopify products.json pipeline: endpoint to rotating proxy gateway to variant JSON parsing to diffing snapshots for monitoring](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335164/blog/generated/qp-b9-027-diag2.png)
*Snapshot on a schedule, diff the variants, and you have live price and restock alerts across every store you track.*

## Which proxies you actually need

The `products.json` endpoint is public JSON, not a hardened checkout flow, so it's forgiving — but scrape hundreds of stores or hammer one on a schedule and you'll hit per-IP rate limits. The economical answer is fast [datacenter proxies](https://quantumproxies.io/datacenter-proxies) with rotation: cheap, quick, and enough to spread requests across IPs so no single one gets throttled. Reserve residential IPs for stores that block datacenter ranges outright. If a store has disabled `products.json` and hides its catalog behind rendered pages or bot protection, a [Scraper API](https://quantumproxies.io/scraper-api) that renders and rotates for you is the cleaner fallback. Our [guide to when datacenter proxies win](https://quantumproxies.io/blog/datacenter-proxies-when-to-use) covers the decision.

## Frequently asked questions

### How do I get all products from a Shopify store as JSON?

Request `/products.json` on the store's domain with `?limit=250&page=N` and increment `page` until a page returns an empty products array. Each response holds up to 250 products with their variants, prices, SKUs and stock flags. For large catalogs, binary-search the last page and fetch pages concurrently.

### What is the limit on Shopify products.json?

The public endpoint caps at 250 products per page — the highest value `limit` accepts. Passing a larger number won't return more; you still page through the catalog. This is a hard Shopify limit, so plan for pagination rather than trying to pull everything in one request.

### Is scraping Shopify products.json legal?

The endpoint serves publicly available product data with no login, and US courts have generally upheld scraping public data. That said, respect the store's terms of service, avoid personal data, and don't overload the server. This is general information, not legal advice — check the specifics for your use case and jurisdiction.

### Why is products.json returning a 404 or empty response?

Either the store isn't on Shopify, or the merchant has disabled the endpoint on a custom build. Some stores also throttle repeated requests from one IP, which can look like an error. Confirm the store is Shopify, rotate your IP, and add a delay between requests before assuming the endpoint is gone.

The `products.json` endpoint turns Shopify scraping from a selector-wrangling chore into a clean JSON pull: full catalog, prices and stock in one URL, 250 per page, fast to crawl with a binary search, and trivial to diff into competitor monitoring. Discover once, poll the collections and products that matter, spread requests across rotating datacenter IPs, and you can track hundreds of stores on a schedule without a single blocked run — no HTML parser, no headless browser, no brittle selectors to babysit.

[Start scraping Shopify with QuantumProxies](https://quantumproxies.io/datacenter-proxies)


---

# How to Scrape AliExpress Product Data for Dropshipping Research

AliExpress hides its product data in a JavaScript variable, not in the HTML you see. Grab that JSON and you get prices, discounts, ship-from and sales counts in one request — here is how, with the anti-block plumbing.

AliExpress is the biggest global marketplace and a prime source for dropshipping research: price and discount history, what is actually selling, shipping origin, and how offers change by country. In 2026 it leans hard on JavaScript rendering and randomised class names, which scares people into spinning up a full browser. You usually do not need one. The product data is already sitting in the page source inside a JavaScript variable — extract that and you get clean structured data in a single request. This guide shows the hidden-JSON method, the geo dimension that makes AliExpress data valuable, and the proxy plumbing that keeps a scraper alive.

## The data is in window.runParams, not the DOM

Open a category or search results page and view source. All the product previews are stored in a JavaScript variable called `window.runParams`, tucked inside a `<script>` tag. This is a common modern pattern — the server ships the data as JSON and the front end renders it client-side. For a scraper it is a gift: you skip the fragile CSS selectors entirely, pull the script tag with a regex, and parse it like a dictionary. This technique is called hidden web-data scraping, and it is far more durable than chasing class names that change on every deploy.

```python
import re, json, httpx

HEADERS = {
    "user-agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
                  "(KHTML, like Gecko) Chrome/133.0.0.0 Safari/537.36",
    "accept-language": "en-US,en;q=0.9",
}

PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"

def get_run_params(html: str) -> dict:
    # The product data lives in window.runParams = {...};
    m = re.search(r"window\.runParams\s*=\s*(\{.+?\});", html, re.DOTALL)
    if not m:
        raise ValueError("runParams not found - page may be blocked or changed")
    return json.loads(m.group(1))

url = "https://www.aliexpress.com/category/.../catName.html"
r = httpx.get(url, headers=HEADERS, proxy=PROXY, timeout=30)
data = get_run_params(r.text)
```

## Parsing the fields that matter for research

The `runParams` blob is huge, so pull only the fields dropshipping and pricing research actually use: the listing title, original vs sale price, the discount percentage, how many have sold, and — critically — the ship-from country, which drives delivery time and buyer trust. The nesting looks intimidating but it is stable:

```python
def parse_items(data: dict) -> list[dict]:
    items = data.get("mods", {}).get("itemList", {}).get("content", [])
    out = []
    for it in items:
        prices = it.get("prices", {})
        sale = prices.get("salePrice", {})
        orig = prices.get("originalPrice", {})
        out.append({
            "id": it.get("productId"),
            "title": it.get("title", {}).get("displayTitle"),
            "sale_price": sale.get("minPrice"),
            "orig_price": orig.get("minPrice"),
            "discount_pct": sale.get("discount"),
            "currency": sale.get("currencyCode"),
            "sold": it.get("trade", {}).get("tradeDesc"),   # e.g. "1,000+ sold"
            "store_id": it.get("store", {}).get("storeId"),
        })
    return out

for row in parse_items(data)[:5]:
    print(row["title"][:40], row["sale_price"], f"-{row['discount_pct']}%", row["sold"])
```

That single call gives you a product's economics: a listing showing an original price of $65.85 dropping to a $23.29 sale price is a 64% discount — the kind of margin signal that tells you whether an item is worth sourcing. The "sold" count is your demand proxy; combined across a category it ranks winners without you touching a review page.

![Pipeline diagram showing an AliExpress page request, regex extraction of window.runParams, and parsed product fields as JSON](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335163/blog/generated/qp-b9-026-diag1.png)
*The listing data is server-rendered into a JavaScript variable — no headless browser required to read it.*

## Search pagination without hammering the site

Search pages use known-length pagination, so the efficient idiom is: scrape page one, read the total page count from the response, then fetch the rest concurrently under a cap. Do not fire all pages at once — AliExpress rate-limits aggressively and will start returning 403s. Keep concurrency modest and rotate the exit IP on each request:

```python
import asyncio, httpx

ROTATING = "http://USER:PASS@rotating.quantumproxies.io:8000"

async def fetch_page(client, query, page):
    url = f"https://www.aliexpress.com/w/wholesale-{query}.html?page={page}"
    for attempt in range(3):
        r = await client.get(url, headers=HEADERS, timeout=30)
        if r.status_code == 200:
            return parse_items(get_run_params(r.text))
        if r.status_code == 403:                 # blocked: back off, rotate exit
            await asyncio.sleep(2 ** attempt)
    return []

async def scrape_search(query, max_pages=5):
    async with httpx.AsyncClient(proxy=ROTATING) as client:
        sem = asyncio.Semaphore(3)               # gentle concurrency
        async def guarded(p):
            async with sem:
                return await fetch_page(client, query, p)
        pages = await asyncio.gather(*[guarded(p) for p in range(1, max_pages + 1)])
        return [row for page in pages for row in page]

results = asyncio.run(scrape_search("wireless earbuds"))
print(len(results), "products")
```

The rotating gateway matters here: one IP fetching page after page is the fastest way to earn a block, whereas per-request rotation across a [residential pool](https://quantumproxies.io/residential-proxies) spreads the load so no single exit looks abnormal. Exponential backoff on the 403 gives a burned IP time to cycle out.

[Scrape AliExpress on 90M+ residential IPs](https://quantumproxies.io/residential-proxies)

## Geo is the whole point

AliExpress personalises prices, currency, promotions and ship-from warehouse by the visitor's location — the same product can show a US-local card with faster shipping to a US IP and a different price and origin to a European one. For dropshipping research that geo dimension is the data: you want to know what a customer in your target market actually sees. So set the exit country deliberately. Route through an IP in each market you sell to and record the deltas; a product that is cheap and ships locally in one region but slow and pricey in another is a very different bet. Our guide on [proxies for dropshipping research](https://quantumproxies.io/blog/proxies-for-dropshipping-research) goes deeper on turning those matrices into sourcing decisions.

```python
# One product, three markets - compare price and ship-from per geo
MARKETS = {
    "us": "http://USER:PASS-country-us@gate.quantumproxies.io:8000",
    "de": "http://USER:PASS-country-de@gate.quantumproxies.io:8000",
    "br": "http://USER:PASS-country-br@gate.quantumproxies.io:8000",
}
for market, proxy in MARKETS.items():
    r = httpx.get(product_url, headers=HEADERS, proxy=proxy, timeout=30)
    d = get_run_params(r.text)
    # read price + shipFrom from the product detail runParams for this geo
    print(market, "->", extract_price_and_origin(d))
```

## Reviews and stock live in separate calls

Listings give you price and demand, but two high-value fields sit behind their own requests. Customer reviews are not in the product page's `runParams` — they load from a dedicated feedback endpoint, paginated, so to collect ratings and review text you follow that call per product rather than parsing the main page. Stock signals are similar: the "sold" count on a listing is a cumulative demand proxy, while precise availability per variant (colour, size, ship-from warehouse) comes from the SKU data in the product detail payload. For dropshipping research this matters because a product can look like a winner on price and sales while a specific variant you want to sell is out of stock in the warehouse serving your market.

Treat the two as a second pass: scrape listings first to rank candidates by discount and sold count, then enrich only your shortlist with review pages and per-variant stock. That keeps request volume — and your block risk — proportional to how serious you are about each product, instead of hammering every listing for data you will not use.

## When to skip the DIY scraper

The hidden-JSON method is durable, but AliExpress does change payload shapes, gate reviews behind a separate endpoint, and escalate blocks under volume. If you would rather not maintain regex and retry logic, a [Scraper API](https://quantumproxies.io/scraper-api) takes a URL and returns parsed JSON — it handles the rendering, rotation and anti-block layer, and you geo-target with a single parameter. It is the pragmatic choice once you are collecting thousands of products across markets on a schedule. For the general pattern of reading data straight from client-side payloads, see our note on [why a scraper returns an empty page](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript).

![Checklist mapping AliExpress scraping obstacles like 403s and geo pricing to fixes such as residential rotation and geo-targeting](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335163/blog/generated/qp-b9-026-diag2.png)
*Three obstacles, three fixes — most AliExpress scraper failures are an IP-quality or geo problem.*

## Frequently asked questions

### Can you scrape AliExpress product data?

Yes. Publicly visible listing data — titles, prices, discounts, sold counts, images and ship-from — is served into the `window.runParams` JavaScript variable on category, search and product pages. You extract it with a regex and parse it as JSON, without needing a headless browser for listings. Respect AliExpress's terms and rate limits.

### Does AliExpress have a public API?

AliExpress offers affiliate and open-platform APIs, but they require approval, have limited coverage and are tied to a program. For broad research across categories and markets, scraping the public pages gives you more fields and full geo control, which is why most dropshipping researchers extract the on-page JSON instead.

### Why do I get 403 errors scraping AliExpress?

A 403 means AliExpress flagged the request — usually too many hits from one IP, a datacenter range, or a thin header set. Rotate residential IPs per request, add exponential backoff on the 403, send a realistic User-Agent and accept-language, and keep concurrency low. If runParams is missing from the HTML, that is the block, not a layout change.

### How do I get country-specific AliExpress prices?

Route the request through an exit IP in the target country. AliExpress reads location to set currency, price, promotions and ship-from warehouse, so a US IP and a German IP see different data for the same product. Geo-target the proxy per market and record each version to build a price-by-geo matrix.

The winning approach is boring and durable: read the JSON the page already ships, page politely, rotate clean residential IPs, and geo-target every market you care about. Do that and AliExpress becomes a reliable feed of prices, demand signals and shipping economics rather than a wall of 403s.

[Get parsed AliExpress data from the Scraper API](https://quantumproxies.io/scraper-api)


---

# How to Scrape Etsy Shop and Product Data (Tags, Prices, Ratings)

Etsy hides clean, structured data in a JSON blob on every product page - name, price, ratings, tags. Parse that instead of fighting the HTML, and mine those tags for the keyword research your competitors pay for.

Etsy is a goldmine for product and keyword research - millions of active listings, each tagged and rated by real buyers. The catch is that the [official Open API v3](https://www.etsy.com/developers) caps you at roughly 10,000 requests a day and 10 per second, and gates the interesting endpoints behind OAuth. For competitor and market research at any real scale, you'll scrape the public pages instead. The good news: Etsy hands you clean, structured data if you know where to look. This guide shows the reliable way to **scrape Etsy shop and product data** - price, ratings and tags - without wrestling the HTML.

## The reliable trick: parse the ld+json, not the HTML

Every Etsy product page embeds a `<script type="application/ld+json">` block: schema.org `Product` data with the title, SKU, price, currency, and an `aggregateRating` carrying the star value and review count. Parsing that JSON is far more stable than chasing CSS classes that Etsy rotates. Load the page through a proxy, pull the blob, and you have a clean record in a few lines:

```python
import json, requests
from bs4 import BeautifulSoup

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": proxy, "https": proxy}

def scrape_listing(url):
    r = requests.get(url, proxies=proxies, timeout=20)
    soup = BeautifulSoup(r.text, "html.parser")
    blob = soup.find("script", {"type": "application/ld+json"})
    data = json.loads(blob.string)
    return {
        "title":  data.get("name"),
        "price":  data.get("offers", {}).get("price"),
        "curr":   data.get("offers", {}).get("priceCurrency"),
        "rating": data.get("aggregateRating", {}).get("ratingValue"),
        "reviews": data.get("aggregateRating", {}).get("reviewCount"),
    }

print(scrape_listing("https://www.etsy.com/listing/1234567890/example"))
```

![Diagram of an Etsy scraping pipeline from search page to listing IDs to ld+json product parsing](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335162/blog/generated/qp-b9-025-diag1.png)
*Search pages surface the IDs; each product page's ld+json blob carries the structured record.*

## The fields worth pulling - especially the tags

Beyond price and rating, the highest-value signal is tags. Every Etsy listing can carry up to 13 tags, and they are exactly the phrases sellers believe buyers search for. Collect tags across the top-selling listings in a category and you've reverse-engineered a keyword map - the same data specialist SEO tools resell. Pair it with review counts as a proxy for demand, and you can rank a category by what's actually selling. Add the listing's favourite count and its listed date where available, and you can separate proven sellers from new arrivals riding a trend - the difference between a keyword worth targeting and one that only looks busy. This is where scraping pays for itself faster than any paid dataset. Our [product review scraping guide](https://quantumproxies.io/blog/scraping-product-reviews-with-proxies) covers turning that review text into sentiment signals.

## Scraping search and shop pages

Search and shop pages behave differently. Their ld+json only lists the first eight items even when the page renders dozens, so for listing discovery you parse the HTML cards, not the JSON. Grab the listing links, dedupe the numeric IDs, then fetch each product page for the full record. Etsy's search URL accepts a page parameter, so you can walk results in a loop:

```python
import re

def find_listing_ids(query, pages=3):
    ids = set()
    for page in range(1, pages + 1):
        url = f"https://www.etsy.com/search?q={query}&page={page}"
        r = requests.get(url, proxies=proxies, timeout=20)
        # listing links look like /listing/<id>/<slug>
        for m in re.findall(r"/listing/(\d+)/", r.text):
            ids.add(m)
    return ids

ids = find_listing_ids("ceramic+mug", pages=3)
print(len(ids), "unique listings")
```

Product images sit on the `i.etsystatic.com` CDN and are linked directly in the markup if you need thumbnails. For shop-level research, the shop page carries the seller's rating, sales count and policies - useful for ranking competitors by volume.

[Get residential IPs built for marketplace scraping](https://quantumproxies.io/residential-proxies)

## Variations, pagination and keeping bandwidth low

Two details separate a toy scraper from one that runs at scale. First, variations: many Etsy listings sell multiple options - sizes, colours, personalisations - each with its own price. The ld+json `offers` field can be a single object or an array of them, so handle both, or you'll silently record only the first price and misread a whole category. Second, pagination: search results are paged, and Etsy caps how deep you can walk any single query. Rather than trying to page to the end of a broad term, split a category into narrower queries (by material, style or price band) so each search returns a shallow, complete set. You get better coverage and trip fewer anti-bot checks than one scraper grinding through page 40 of "gifts".

Bandwidth is the cost that sneaks up on marketplace scraping. A full Etsy product page pulls a lot of images and scripts you don't need if you only want the ld+json. When you fetch with plain HTTP, you're already skipping image downloads - the markup is text. Reserve JavaScript rendering for the few pages that genuinely need it, because a rendered page can cost many times the bytes of a raw fetch. Cache aggressively: a listing's tags and title rarely change hour to hour, so a conditional refresh beats re-downloading everything. Our guide to [cutting proxy bandwidth costs](https://quantumproxies.io/blog/reduce-proxy-bandwidth-costs-scraping) covers the HEAD-check and asset-blocking tactics that keep a per-GB bill sane.

## Getting past the CAPTCHA wall

Etsy runs anti-bot checks, and a headless browser or datacenter IP hitting search pages trips a CAPTCHA quickly. Three things keep you through it. First, use [residential proxies](https://quantumproxies.io/residential-proxies) - real ISP-assigned IPs read as shoppers, not servers. Second, match the geo to the marketplace you're studying; prices and shipping estimates change by country. Third, pace yourself - steady, human-like intervals beat bursts. If you'd rather not manage rendering and retries at all, a [Scraper API](https://quantumproxies.io/scraper-api) handles the fingerprint, rotation and JavaScript for you and returns the parsed page, which is usually less code than maintaining a headless fleet. For the wider pattern, see our guide to [marketplace automation across Amazon, eBay and Etsy](https://quantumproxies.io/blog/proxies-for-marketplace-automation-amazon-ebay-etsy).

One line on ethics: scrape public listing data, respect Etsy's Terms and robots directives, and don't harvest sellers' personal contact details - that crosses from market research into a data-protection problem. This is guidance, not legal advice; check your own use case.

![Stats panel showing Etsy exposes 8 listings in ld+json, 13 tags per listing, and a 10,000 per day API cap](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335162/blog/generated/qp-b9-025-diag2.png)
*The public pages carry more than the API returns - if your IPs can reach them without a block.*

## Frequently asked questions

### How do I scrape data from Etsy?

Load each product page through a residential proxy and parse the embedded `ld+json` block, which holds the title, price, currency and rating as clean schema.org data. For discovery, parse the search-page HTML cards to collect listing IDs, then fetch each product page. This is more stable than scraping rotating CSS classes.

### Does Etsy have an API for scraping?

Etsy's official Open API v3 exists but caps around 10,000 requests a day and 10 per second, and gates many endpoints behind OAuth. For competitor research at scale, most people scrape the public pages, which often expose more than the API returns - including the full tag list on each listing.

### How do I get Etsy tags for keyword research?

Each listing can carry up to 13 tags, present in the page markup. Scrape the top-selling listings in a category, collect their tags, and rank by frequency to build a keyword map. Weighting by review count approximates demand, giving you a data-backed picture of what sells and what buyers search for.

### Why does Etsy show a CAPTCHA when I scrape?

A datacenter IP or aggressive headless browser reads as a bot. Use residential proxies so requests look like real shoppers, match the geo to the marketplace, and pace requests at human-like intervals. A Scraper API that renders and rotates for you removes most CAPTCHA triggers without extra code.

Scraping Etsy well is mostly about reading the JSON it already gives you and reaching the page without a block. Parse the ld+json, mine the tags, spread requests across clean residential IPs, and you have a live feed of prices, ratings and search intent - the raw material for real product research.

[Scrape Etsy at scale with Scraper API](https://quantumproxies.io/scraper-api)


---

# How to Scrape Walmart Product Data: JSON, Geo Prices, Blocks

Walmart has no public API, personalises every page, and gates scrapers with a press-and-hold CAPTCHA. But its Next.js JSON hands you clean structured data — if your IP survives the door. Here's the whole method.

Walmart is the world's largest retailer, which makes its pricing a live economic signal — and there is no public Walmart API to read it. So people scrape. The good news: Walmart is a Next.js site, and every product page carries a single JSON blob with the full, clean data already parsed. The bad news: a datacenter IP hits a press-and-hold CAPTCHA before it ever sees that JSON. This guide covers the reliable method — read the hydration JSON instead of styled HTML, get past HUMAN's bot defence with the right IP, and pull store-level geo pricing.

## Stop parsing tags. Read the __NEXT_DATA__ JSON

Most tutorials teach you to find the `h1` for the title and a `span` for the price. That works until Walmart reshuffles its class names, which is often. The durable approach: Walmart renders React from a script tag with `id="__NEXT_DATA__"` containing the entire product model as JSON. Grab that once and every field is structured:

```python
import requests, json
from bs4 import BeautifulSoup

headers = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
                  "(KHTML, like Gecko) Chrome/146.0.0.0 Safari/537.36",
    "Accept-Language": "en-US,en;q=0.9",
}
proxies = {"http": "http://USER:PASS@gate.quantumproxies.io:8000",
           "https": "http://USER:PASS@gate.quantumproxies.io:8000"}

url = "https://www.walmart.com/ip/1756765288"
r = requests.get(url, headers=headers, proxies=proxies, timeout=20)

soup = BeautifulSoup(r.text, "html.parser")
blob = soup.find("script", id="__NEXT_DATA__")
data = json.loads(blob.string)
product = data["props"]["pageProps"]["initialData"]["data"]["product"]
print(product["name"], product["priceInfo"]["currentPrice"]["price"])
```

The exact key path shifts over time, so print the top-level keys once and navigate from there. But the principle holds: the JSON is the source of truth, and it includes price, availability, seller, variants and ratings in one place — no per-field selector to break.

## The door: "Robot or human?"

Run the request from a bare datacenter IP and you won't get product JSON — you'll get a page that says *"Robot or human? Activate and hold the button to confirm that you're human."* That's HUMAN (formerly PerimeterX), the bot-defence layer Walmart runs. It weighs IP reputation, TLS fingerprint and headers together, and a press-and-hold challenge is what it serves when the score is low.

You don't solve that CAPTCHA; you avoid triggering it. The single biggest lever is the IP. A [residential proxy](https://quantumproxies.io/residential-proxies) presents as a real Walmart shopper's connection, which keeps the score high enough to serve the real page. Datacenter ranges are pre-scored as suspicious and get the wall on request one. Our breakdown of [how HUMAN detects automation](https://quantumproxies.io/blog/how-perimeterx-human-detects-automation-in-2026) covers what else feeds that score.

![Pipeline for scraping Walmart product data: product URL through a residential exit to the __NEXT_DATA__ JSON and structured rows](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335161/blog/generated/qp-b9-024-diag1.png)
*Route through a residential exit, then read the hydration JSON — no fragile HTML selectors in the path.*

## Geo pricing: one product, many prices

Walmart prices and stock are store-specific. The same item shows a different price and availability depending on the shopping location, so a scraper with no location set is reading one arbitrary store. Set the location by ZIP to control which store you're pricing — Walmart persists it in a location cookie, so send it on every request:

```python
# pin the store location by US ZIP before reading price/stock
cookies = {"assortmentStoreId": "3081", "locationData": '{"postalCode":"10001"}'}

r = requests.get(url, headers=headers, cookies=cookies,
                 proxies=proxies, timeout=20)
# now priceInfo + availabilityStatus reflect that store
```

To compare a product across markets, loop your ZIP list and pair each with a residential exit in that region — a New York shopper reading NYC store prices is far more coherent than a request that claims one location but exits somewhere else. That geo consistency is exactly what [competitor price monitoring](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies) lives or dies on.

## Search pages and pagination

For catalog work, scrape search results, not just product pages. Two things to know: Walmart personalises search ordering per user, so don't expect a stable rank across runs, and results span multiple pages you page through with a `page` parameter. The same `__NEXT_DATA__` pattern applies — the search JSON carries the full list of items with prices and IDs, so you rarely need to touch the product page unless you want variant-level detail:

```python
def search(query, pages=5):
    items = []
    for page in range(1, pages + 1):
        url = f"https://www.walmart.com/search?q={query}&page={page}"
        html = requests.get(url, headers=headers, cookies=cookies,
                            proxies=proxies, timeout=20).text
        blob = BeautifulSoup(html, "html.parser").find("script", id="__NEXT_DATA__")
        data = json.loads(blob.string)
        stacks = data["props"]["pageProps"]["initialData"]["searchResult"]["itemStacks"]
        for stack in stacks:
            items += stack["items"]
    return items
```

## When to stop hand-rolling it

Raw requests plus residential IPs get you a long way on Walmart. The point where it stops paying off is scale: rotating exits per request, retrying the ones that still hit the wall, and keeping the store-cookie logic coherent across thousands of ZIPs is a real maintenance load. A [Scraper API](https://quantumproxies.io/scraper-api) that carries the browser fingerprint, rotates residential IPs and can return parsed JSON collapses that into a single call — you send a Walmart URL and get the product model back, blocks handled. If your page comes back as the CAPTCHA shell instead of data, that's the classic [empty-page symptom](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript) and it's a rendering-and-IP problem, not a parser bug.

![Walmart HUMAN press-and-hold CAPTCHA blocking a datacenter IP while a residential IP passes through to clean product JSON](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335161/blog/generated/qp-b9-024-diag2.png)
*You don't solve the press-and-hold gate — you keep your trust score high enough that it never appears.*

[Get residential IPs that reach Walmart](https://quantumproxies.io/residential-proxies)

## Frequently asked questions

### Does Walmart have a product data API?

There's no open public API for arbitrary product and price data, which is why scraping is the common route. Walmart's affiliate and marketplace-seller APIs exist but are gated and limited in scope. For broad product, price and availability collection, reading the page's `__NEXT_DATA__` JSON through residential IPs is the practical method.

### How do I scrape Walmart prices without getting blocked?

Route requests through residential proxies so HUMAN's bot defence scores you as a real shopper, send a coherent browser User-Agent and Accept-Language, and read the hydration JSON rather than hammering many selector requests. Pin the store by ZIP cookie and keep the exit region consistent with it. That combination avoids the press-and-hold CAPTCHA on most requests.

### Why does Walmart show different prices for the same product?

Walmart prices and stock are store-level. The price you see depends on the location set for the session, so two requests with different ZIP locations legitimately return different prices. To collect comparable data, fix the ZIP explicitly and match your proxy exit to that region rather than letting Walmart guess from the IP.

### Is the __NEXT_DATA__ JSON better than parsing HTML?

Yes, for durability. Walmart's visible class names change frequently, breaking CSS-selector scrapers, but the Next.js hydration JSON is a stable structured model of the product with price, variants, seller and availability in one object. Parse the JSON once and you avoid a stack of fragile per-field selectors.

Walmart isn't hard because the data is hidden — it's right there in the page JSON. It's hard because the door checks who's knocking. Read `__NEXT_DATA__` instead of tags, set the store by ZIP, and knock with a residential IP, and you get clean, comparable product data at scale. For big-box price work more broadly, the same playbook extends to [Best Buy and Target](https://quantumproxies.io/blog/scrape-bestbuy-target-stock-prices).

[Scrape Walmart with one API call](https://quantumproxies.io/scraper-api)


---

# How to Scrape eBay Listings and Sold Data for Pricing Research

eBay's sold-listings history is the closest thing to a free market-price database — if you know the two URL parameters that unlock it. Here's how to scrape listings, variants and real transaction prices at scale.

eBay is one of the largest peer-to-peer marketplaces on the web, which makes it a goldmine for pricing research, competitor tracking and resale valuation. It has an official developer SDK, but the most useful data — **what items actually sold for** — is easiest to collect straight from the public search pages. This guide shows how to scrape eBay listings, variant data and real sold prices, plus the proxy setup that keeps a scraper alive past the first few hundred requests.

## The search URL is the API

When you search eBay, the query is encoded entirely in the URL, and a handful of parameters control exactly what comes back. Master these five and you can drive eBay's catalogue programmatically without touching a browser:

- `_nkw` — the search keyword (URL-encode spaces as +).
- `_sacat` — category restriction (0 = all categories).
- `_sop` — sort order (e.g. newly listed, price + shipping).
- `_pgn` — page number for pagination.
- `_ipg` — items per page (default 60; the practical maximum per request).

The sort parameter `_sop` deserves a mention: its values order results by newly listed, lowest total price including shipping, or ending soonest, which lets you shape targeted feeds — newest listings for a change monitor, cheapest total for a deal finder. Restricting with `_sacat` narrows a broad keyword to the right department, stripping noise before you parse a single row. Keyword, category and sort together let you express most research queries as a single URL, which is exactly what makes eBay pleasant to automate.

```python
import requests
from urllib.parse import urlencode

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": proxy, "https": proxy}

def search_url(keyword, page=1, per_page=60, category=0):
    params = {"_nkw": keyword, "_sacat": category,
              "_ipg": per_page, "_pgn": page}
    return "https://www.ebay.com/sch/i.html?" + urlencode(params)

r = requests.get(search_url("vintage seiko watch"),
                 proxies=proxies, timeout=20)
print(r.status_code)  # parse r.text with your HTML library of choice
```

![Diagram of the eBay scraping pipeline: build the search URL from parameters, fetch through a residential proxy, parse the listing, and store rows](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335161/blog/generated/qp-b9-023-diag1.png)
*eBay's public search page behaves like an API — the parameters are the query, the markup is the response.*

## Sold and completed listings: the real market price

This is the endpoint that matters for pricing. Active listings only tell you what sellers *hope* to get; plenty never sell. eBay exposes actual transaction history on the same search page through two extra parameters: `LH_Complete=1` shows all completed listings, and `LH_Sold=1` narrows to items that genuinely sold. On a sold listing, the price is the final sale value, not an asking price — which makes this the cleanest free source of what things are really worth:

```python
def sold_url(keyword, page=1):
    # append the completed + sold filters to any search
    return ("https://www.ebay.com/sch/i.html?"
            f"_nkw={keyword.replace(' ', '+')}"
            "&LH_Complete=1&LH_Sold=1"
            f"&_ipg=60&_pgn={page}")

# every sold row = a real transaction: use median, not mean,
# to shrug off outliers and shill bids
r = requests.get(sold_url("nike dunk low panda 10"),
                 proxies=proxies, timeout=20)
```

Because the sold page uses the same markup as a standard search, your list parser handles it unchanged — you just append the two filters. Take the **median** of the last 30-60 sold prices rather than the average, and you get a robust market value that resale and [competitor-price monitoring](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies) workflows can trust.

## Parsing a listing: price, specifics and variants

A single-variant listing is straightforward: the price sits in the primary price element, the item-specifics table (condition, brand, model, size) is a set of label/value pairs, and the description lives in an `iframe` you can fetch separately. Watch for eBay's regional price conversion — some regions get a converted price alongside the original, so capture both.

Multi-variant products (a phone with model, storage and colour options) are trickier because the per-option prices are updated by JavaScript. That data is not in the visible HTML — it is hidden web data, stored in a JavaScript variable called `MSKU` inside a `<script>` tag. Extract that JSON and you get every variant's price and stock in one shot, without rendering the page:

```python
import re, json

def extract_msku(html):
    # the variant matrix lives in a JS object keyed 'MSKU'
    m = re.search(r'"MSKU"\s*:\s*(\{.*?\})\s*[,}]', html, re.S)
    if not m:
        return {}          # single-variant listing, no matrix
    data = json.loads(m.group(1))
    # data now holds per-variant price, currency and stock flags
    return data

variants = extract_msku(r.text)
```

![Comparison showing active eBay listings as asking prices versus sold listings as real final transaction prices](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335161/blog/generated/qp-b9-023-diag2.png)
*For valuation, always scrape the sold filter: active prices are wishes, sold prices are the market.*

## Staying unblocked at scale

One listing is trivial. Scale is where eBay pushes back — with rate limiting, CAPTCHA challenges and dynamic content that flags automated patterns. Datacenter IPs get throttled fast on marketplaces; the reliable fix is [residential proxies](https://quantumproxies.io/residential-proxies) that present as ordinary shoppers, rotated so no single IP racks up an obvious burst. Pace requests, honour any 429 with backoff, and localise your exit when you need region-specific pricing, since eBay tailors results and currency by geography.

When a target adds heavier bot management or you would rather not maintain the parsing and rotation stack yourself, a [Scraper API](https://quantumproxies.io/scraper-api) handles IP rotation, JS rendering and retries behind one endpoint and returns clean HTML, JSON or markdown. For the broader marketplace playbook, our guide on [marketplace automation across Amazon, eBay and Etsy](https://quantumproxies.io/blog/proxies-for-marketplace-automation-amazon-ebay-etsy) covers account safety and geo-targeting.

[Scrape eBay with clean residential proxies](https://quantumproxies.io/residential-proxies)

## From scrape to dataset

Once rows are flowing, the discipline is deduplication and history. Key every record by its eBay item id so a re-scrape updates the existing row instead of duplicating it, and store the price with a timestamp and the item condition on every pull — a sold price only means something next to its date and whether the item was new or used. Keep a rolling window of recent sold data per product and you have a live valuation that refreshes itself, which is the foundation of any resale, repricing or arbitrage tool. Pair that with alerting on sudden price moves and the dataset starts doing the watching for you.

## Is scraping eBay legal?

This is general information, not legal advice. Collecting publicly available listing data — prices, conditions, sold history — at respectful rates is widely treated as legitimate. The line to watch is personal data: seller names, locations and contact details are protected under GDPR in the EU and similar laws elsewhere, so avoid storing them without a lawful basis. Scrape the market signal, not the people.

## Frequently asked questions

### How do I scrape eBay sold listings?

Take any eBay search URL and append `LH_Complete=1&LH_Sold=1`. That switches the results to completed listings that actually sold, where the displayed price is the final transaction value. The page uses the same markup as a normal search, so the same parser extracts title, price and sale date for pricing research.

### Can I scrape eBay prices without the official API?

Yes. The public search and listing pages return everything a buyer sees, with no quota or OAuth. The search parameters (`_nkw`, `_sacat`, `_pgn`, `_ipg`) drive queries and pagination, and product pages carry price, item specifics and variant data. You will need rotating residential proxies to sustain volume without being rate-limited.

### How do I get eBay variant prices?

Multi-option listings store their per-variant price and stock in a JavaScript object named `MSKU` embedded in a script tag, not in the visible HTML. Extract that JSON block and you get every combination's price without rendering the page or clicking each option — far faster and more reliable than driving a browser.

### Why does my eBay scraper get blocked?

eBay applies rate limiting and CAPTCHA challenges to traffic that looks automated, and datacenter IP ranges are throttled quickly. Spread requests across rotating residential IPs, pace them with delays, back off on any 429, and keep headers coherent. If challenges persist, a Scraper API that rotates IPs and renders JavaScript removes the maintenance burden.

Scrape the search page like an API, unlock sold history with two parameters, mine variant matrices from the embedded JSON, and route it all through clean residential IPs. Do that and eBay becomes a live pricing dataset you control.

[Extract eBay data without managing the stack](https://quantumproxies.io/scraper-api)


---

# How to Scrape Amazon Reviews Without the API in 2026

Amazon retired its public review API and hardened the product pages in 2026. The featured sample is still reachable, the full history mostly isn't. Here's exactly what you can collect — and where the legal line sits.

Amazon reviews are the richest free source of consumer sentiment on the web — star distributions, verified-purchase signals, and the exact language buyers use about a product. But the easy paths closed in 2026. Amazon retired the public review API, and in May 2026 it hardened how reviews are served: pulling them out of the raw product-page HTML is no longer reliable, and the standalone reviews URL now returns a not-found page to logged-out visitors. This guide covers what you can still collect, cleanly, and where the line sits.

## What you can actually get in 2026

There are two tiers of review data, and they carry very different risk. The public product page shows a **curated sample of roughly 8 to 13 "featured" reviews** — Amazon's chosen mix of positive, critical, and most-helpful feedback. That sample is public data and enough for a solid read on how a product is landing. The **full review history** sits behind a login wall, and even signed in, Amazon now caps how far back it will serve. For any commercial use, the featured sample is where you should stay.

## Where reviews live on the page

Every product has a 10-character **ASIN** — the ID in any product URL, so `amazon.com/dp/B06X3SSTD8` has the ASIN `B06X3SSTD8`. Featured reviews render inside the product detail page (PDP). The old standalone path, `/product-reviews/<ASIN>/`, now returns Amazon's own "Page Not Found" when you're logged out, which is why the classic `pageNumber` pagination loop returns nothing without session cookies. Build your pipeline around the ASIN and the PDP, not the retired reviews endpoint.

![Comparison diagram of two ways into Amazon reviews: the public featured sample versus the full history behind a login wall](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335160/blog/generated/qp-b9-022-diag1.png)
*The public featured sample is low-risk and enough for sentiment. The full history behind login is a different legal category.*

## Scraping the featured reviews cleanly

The featured set lives in the PDP, so you fetch one page per ASIN. Amazon fingerprints scrapers hard, so this only works from clean IPs — route through a [residential proxy](https://quantumproxies.io/residential-proxies) with a US exit so pricing and availability resolve, and add a browser header set. Because Amazon now obfuscates the review markup, the pragmatic route is a [Scraper API](https://quantumproxies.io/scraper-api) that returns parsed review objects instead of a moving-target HTML shell:

```python
import requests

resp = requests.get(
    "https://api.quantumproxies.io/scraper",
    params={
        "api_key": "YOUR_KEY",
        "url": "https://www.amazon.com/dp/B06X3SSTD8",
        "country": "us",
        "render": "false",
        "extract": "amazon_reviews",
    },
    timeout=60,
)
for r in resp.json().get("reviews", []):
    print(r["rating"], r["verified_purchase"], r["title"])
```

If you prefer to parse yourself, fetch the PDP through the proxy and run selectors over the featured block — but expect to re-tune selectors whenever Amazon shifts the layout, which it does often. The API route trades that maintenance for a stable JSON shape.

## The fields worth capturing

A useful review record is more than star + text. Capture these:

- **rating** — 1 to 5 stars, the quantitative signal.
- **verified_purchase** — true when Amazon confirmed the buyer bought the item; weight these higher.
- **helpful_votes** — how many shoppers found it useful. Note: a value of 0 usually means "not shown," not "zero votes."
- **date** — the full "Reviewed in ... on ..." string, for recency and trend analysis.
- **author** and **body** — the display name and full text, for sentiment and keyword mining.

## Scaling from one product to a catalog

One product's featured sample is a data point; a whole category's is a dataset. To go wide, you first need a list of ASINs — pull them from Amazon search or best-seller pages, then feed each ASIN into the review fetch. Two things bite at scale. First, pace yourself: Amazon watches request velocity per IP, so rotate residential exits and add jitter between calls rather than firing them off in a tight sequential loop. Second, pin the marketplace deliberately — `amazon.com`, `amazon.co.uk`, and `amazon.de` carry different reviews for the same product, and your exit country has to match the domain or you'll get a localised redirect instead of reviews. Collect the featured sample across hundreds of ASINs and you have a category-wide sentiment picture no single product page could ever give you.

## Is scraping Amazon reviews legal?

This is informational, not legal advice — but the shape is clear. Amazon's Terms of Service explicitly prohibit "the use of data mining, robots, or similar data gathering and extraction tools." The nuance is that scraping *public* product pages sits in a legal gray area: if you never logged in, you never agreed to those terms, and their enforceability is contested in many jurisdictions. Scraping *behind a login* is different — creating an account means you actively accepted the ToS, and the data isn't public. Our overview of [web scraping legality in 2026](https://quantumproxies.io/blog/is-web-scraping-legal-2026) covers the case law. The practical rule: for commercial work, stay on the public featured sample and never re-publish an individual's review text verbatim.

![Do-and-avoid checklist for scraping Amazon reviews, contrasting public featured reviews with logged-in full-history collection](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335160/blog/generated/qp-b9-022-diag2.png)
*Public featured reviews on the do side; the login wall and verbatim re-use on the avoid side.*

[Pull parsed Amazon reviews with the Scraper API](https://quantumproxies.io/scraper-api)

## From reviews to insight

Raw reviews aren't the deliverable — the pattern in them is. Run the featured samples across a category through a sentiment model to rank products by satisfaction, mine one- and two-star bodies for recurring defects, and track how a competitor's rating moves after a launch. The same pipeline scales to other sources; see our guide on [scraping product reviews at scale](https://quantumproxies.io/blog/scraping-product-reviews-with-proxies), and the ASIN discovery methods in [scraping Amazon product data](https://quantumproxies.io/blog/scrape-amazon-product-data) to build the product list you feed in.

## Frequently asked questions

### Can you scrape Amazon reviews without an account?

Yes, but only the featured sample. The public product page exposes a curated set of roughly 8 to 13 reviews to logged-out visitors — that's the ceiling without signing in. It's enough to gauge how a product is performing. The full review history requires a logged-in session, which puts you under Amazon's Terms of Service and out of the public-data zone.

### Is it legal to scrape Amazon reviews?

Scraping public product-page data sits in a contested gray area — you never agreed to Amazon's ToS if you didn't log in. Scraping behind a login is riskier, because creating an account means accepting those terms. This isn't legal advice; for commercial use, the safe posture is to collect only public featured reviews and never republish someone's review text as your own.

### How many Amazon reviews can you scrape per product?

Without logging in, roughly 8 to 13 featured reviews per product — the sample Amazon chooses to show publicly. Since May 2026, even a logged-in session hits a cap on how much of the full history Amazon will serve. If you need broad coverage, aggregate the featured samples across many products rather than trying to exhaust one product's history.

### What's the best way to scrape Amazon reviews in Python?

Fetch the product page through a residential proxy with a US exit, then either parse the featured block with BeautifulSoup or call a Scraper API that returns parsed review JSON. The API route is more robust because Amazon obfuscates review markup and shifts it frequently — a stable JSON shape saves you from re-tuning selectors every few weeks.

The Amazon review landscape narrowed in 2026, but the useful slice is still reachable: the public featured sample, collected from clean IPs, aggregated across a catalog rather than exhausted per product. Stay on public data, capture the fields that carry signal, and let sentiment analysis turn the sample into an actual decision.

[Start with clean residential IPs for Amazon](https://quantumproxies.io/residential-proxies)


---

# How to Scrape Amazon Product Data at Scale in Python

The three-line BeautifulSoup tutorial works once, then Amazon serves you a CAPTCHA. Here's what actually breaks at scale — shifting price selectors, geo pricing, IP blocks — and the pipeline that survives it.

Scraping Amazon product data looks trivial in every beginner tutorial: `requests`, BeautifulSoup, grab the title and price, done. That works exactly until you run it a few hundred times, at which point Amazon hands you a robot-check page and your price selector returns `None`. This guide is about the version that survives contact with the real site — an ASIN-first pipeline, the selectors that actually break, why the same product shows a different price to different IPs, and the proxy setup that keeps you off the CAPTCHA wall. It's about public product data (titles, prices, ratings, availability), not anything behind a login.

## The URL structure: ASINs are the key

Every Amazon product has an ASIN — a 10-character identifier like `B08N5WRWNW` — and the whole catalogue hangs off it. A product page is just `https://www.amazon.com/dp/<ASIN>`, and the same ASIN maps across marketplaces (`amazon.co.uk/dp/<ASIN>`, `amazon.de/dp/<ASIN>`). Search and category pages live under `/s?` with query and browse-node parameters. So a scalable pipeline has two stages: discover ASINs from search or best-seller pages, then hydrate each one from its `/dp/` page. One caveat — a "parent" ASIN (a product with size or colour variants) resolves to an auto-selected child variation, so capture the variant ASIN you actually landed on.

```python
import requests
from bs4 import BeautifulSoup

PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"
HEADERS = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
           "AppleWebKit/537.36 (KHTML, like Gecko) Chrome/132.0.0.0 Safari/537.36",
           "Accept-Language": "en-US,en;q=0.9"}

def product(asin, domain="com"):
    url = f"https://www.amazon.{domain}/dp/{asin}"
    r = requests.get(url, headers=HEADERS,
                     proxies={"http": PROXY, "https": PROXY}, timeout=20)
    soup = BeautifulSoup(r.text, "html.parser")
    return parse(soup, asin)
```

## The selector that everyone copies and Amazon retired

Nearly every old tutorial reads the price from `span#priceblock_ourprice`. Amazon serves multiple price-block layouts and A/B-tests them, so that single ID is empty on most pages today. The durable approach is to try several known price containers in order and take the first that matches — and to treat a missing price as a real state (usually out of stock), not a crash.

```python
def parse(soup, asin):
    title = soup.select_one("#productTitle")
    price = None
    for sel in ["span.a-price span.a-offscreen",   # current layout
                "#priceblock_ourprice",             # legacy
                "#priceblock_dealprice",            # deal layout
                "#corePrice_feature_div .a-offscreen"]:
        el = soup.select_one(sel)
        if el and el.get_text(strip=True):
            price = el.get_text(strip=True)
            break
    rating = soup.select_one("span.a-icon-alt")
    return {
        "asin": asin,
        "title": title.get_text(strip=True) if title else None,
        "price": price,                 # None -> likely out of stock
        "rating": rating.get_text(strip=True) if rating else None,
    }
```

![Diagram of an ASIN-first Amazon scraping pipeline: search pages discover ASINs, residential proxy sets delivery geo, product pages provide detail, output to CSV](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335159/blog/generated/qp-b9-021-diag1.png)
*Discover ASINs from search, hydrate each from its /dp/ page, and pin the exit IP to the market whose price you want.*

## Why the same product shows two prices

This is the fact that quietly ruins pricing datasets. Amazon localises price and availability to the shopper's delivery location — the "Deliver to" setting — which it infers largely from your IP. Scrape `amazon.com` from a German datacenter IP and you may get euro pricing, different offers, or a different Buy Box winner than a US shopper sees. If you're collecting [competitive pricing data](https://quantumproxies.io/blog/competitor-price-monitoring-with-proxies), the exit-IP geography *is* the experiment: to capture the price a US buyer sees, you route through a US [residential proxy](https://quantumproxies.io/residential-proxies); for the UK market, a UK exit. One product, many prices, one per market you sample.

[Get geo-targeted residential proxies](https://quantumproxies.io/residential-proxies)

## Why naive scrapers get blocked

Amazon runs automated request-management systems: burst too fast from one IP and you get a CAPTCHA, an IP ban, or a stripped-down page. Three things keep a scraper alive at volume. First, rotate IPs so no single address carries the whole load — a rotating residential pool spreads requests across many real consumer IPs. Second, pace yourself: random delays and a concurrency cap, not a flat-out loop. Third, send coherent headers — a real browser User-Agent and `Accept-Language`, not the default Python string. When a page comes back suspiciously short or contains a robot-check marker, discard it and retry on a fresh IP instead of parsing garbage.

```python
import time, random

def fetch_many(asins, domain="com"):
    rows = []
    for asin in asins:
        for attempt in range(3):
            data = product(asin, domain)
            if data["title"]:            # got a real page
                rows.append(data)
                break
            time.sleep(1.5 + random.random())  # back off, rotate, retry
        time.sleep(random.uniform(1, 3))         # pace between products
    return rows
```

## Search, best-sellers and pagination

Product pages are the detail; search and best-seller pages are how you discover what to fetch. A keyword search is `/s?k=<query>&page=<n>`; best-sellers hang off category browse nodes. Walk the pages, pull the ASINs from each result card, then feed them into the product stage above. Keep the two stages separate — it lets you dedupe ASINs, resume a crawl, and re-price a known ASIN list on a schedule without re-discovering it every run. For a broader build, our guide to [the best proxies for web scraping](https://quantumproxies.io/blog/best-proxies-for-web-scraping) covers the pool side of this.

For the output itself, keep the row schema flat and stable: an `asin`, the source `url`, `title`, `price`, `rating`, review count, an `image_url` and the marketplace `domain` you fetched from. Write the domain into every row so a mixed-market dataset never confuses a US price with a UK one. Capture the ASIN even when the price is empty — an out-of-stock reading is a data point, not a gap, and tracking when a product drops in and out of stock is often as valuable as the price. A CSV or database table with those columns feeds cleanly into price-tracking, availability alerts or a Buy Box study without further reshaping.

![Checklist mapping what breaks a naive Amazon scraper (missing price ID, CAPTCHA, IP ban, wrong currency) to the fix for each](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335159/blog/generated/qp-b9-021-diag2.png)
*Nearly every Amazon scraping failure is one of these five — and each has a concrete fix.*

## Proxies vs a scraping API: when to switch

Hand-rolled `requests` plus a good residential pool is the right call while you control the volume and the target stays cooperative. Once you're maintaining rotating selectors, CAPTCHA handling, geo pinning and retry logic across thousands of ASINs a day, that maintenance becomes the job. A [Scraper API](https://quantumproxies.io/scraper-api) collapses it: send an Amazon URL, get back structured product data with rotation, rendering and geo handled for you. The honest rule — DIY while the friction is low, switch when the anti-bot upkeep costs more engineering time than the data is worth. Our [build vs buy](https://quantumproxies.io/blog/build-vs-buy-scraping-infrastructure) breakdown puts numbers on that line.

## Frequently asked questions

### How do I scrape Amazon product data with Python?

Fetch the product page at `/dp/<ASIN>` with `requests` and a real browser User-Agent, then parse title, price, rating and availability with BeautifulSoup. Try several price selectors, not just the retired `priceblock_ourprice`. Route through a rotating residential proxy so bursts don't trigger a block, and pin the exit geo to the market whose pricing you want.

### Is it legal to scrape Amazon product data?

Collecting publicly visible product data — titles, prices, ratings — is generally treated differently from bypassing logins or copying protected content, but Amazon's terms restrict automated access and the legal picture varies by jurisdiction and use. This is general information, not legal advice: scrape only public data, respect rate limits, and get counsel for anything commercial or borderline.

### Why does my Amazon scraper get a different price than the website?

Amazon localises pricing and availability to the delivery location it infers from your IP. If your proxy exits in a different country than the market you're studying, you'll see the wrong currency and offers. Pin the exit IP to the target market — a US residential IP for US prices, a UK IP for UK prices — so the data matches what a real shopper there sees.

### How do I avoid getting blocked scraping Amazon?

Rotate across many residential IPs so no single address carries the load, throttle with random delays and a concurrency cap, and send coherent browser headers. Validate every response — a 200 can still be a robot-check page — and retry on a fresh IP rather than parsing a blocked one. At high volume, a Scraper API handles all of that for you.

Amazon at scale isn't hard because parsing is hard — it's hard because the site fights back and the price depends on where you're standing. Build ASIN-first, match several price containers, pin your geo, rotate your IPs, and treat a short response as a block, not data. Get those right and the beginner tutorial finally scales.

[Scrape Amazon with the QuantumProxies Scraper API](https://quantumproxies.io/scraper-api)


---

# How to Avoid IP Bans While Web Scraping: The Full Checklist

IP bans are not bad luck - they are a trust score you can predict. Here is the full anti-ban stack: rotation, pacing, fingerprint coherence, IP hygiene and monitoring, in the order that matters.

An IP ban feels like bad luck, but it is a decision a site made from data it can see: your address, its history, and how your traffic behaves. Anti-bot systems assign every connection a **trust score** before you send a byte, then adjust it as you go. To avoid IP bans while web scraping you work that score in your favour - the right IPs, the right pace, a coherent fingerprint, and monitoring that pulls you out before a soft throttle becomes a hard block. Here is the full stack, in the order that actually moves the needle.

## Why sites ban your IP in the first place

Detection starts with the address itself. IPs are sold in blocks, so reputation is contagious: a single `/24` subnet is 256 addresses, and a few bad ones drag the whole block's score down. The same logic scales up to the **Autonomous System Number (ASN)** - misbehave from one datacenter ASN and every IP under it inherits the suspicion. On top of that, systems infer **IP type** from ownership metadata: a clean home connection might start near a trust score of 1.0, busy public wifi around 0.5, and a shared datacenter IP low enough to trigger CAPTCHAs or an outright block. That single fact - datacenter ranges are cheap and therefore disposable - is why they get banned first.

## Rotate IPs, but rotate the right way

Rotation is the foundation, but rotating a small pool of low-trust IPs just spreads the same block around. Two things matter more than raw rotation speed: **IP type** and **diversity**. Use residential or mobile addresses so each request looks like a real subscriber, and spread across many subnets and ASNs so no single block accumulates a suspicious pattern. Geo matters too - a US retailer trusts a US residential exit far more than a foreign datacenter one, so match the exit country to the target.

A [rotating residential gateway](https://quantumproxies.io/rotating-proxies) handles all three for you: per-request rotation across 90M+ IPs, 200+ countries for exit-geo matching, and a pool wide enough that subnet and ASN diversity is automatic. If you are new to why this beats a static list, our primer on [IP rotation](https://quantumproxies.io/blog/what-is-ip-rotation-and-why-it-s-crucial-in-2026) lays out the mechanics.

![Trust-score bands showing clean residential and mobile IPs scoring high while datacenter and known-proxy IPs score low, with ASN, subnet and IP type as the factors](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335158/blog/generated/qp-b9-020-diag1.png)
*Every request starts with a trust score. Residential and mobile IPs start high; datacenter ranges start low and get banned first.*

## Pace your requests like a human

Even perfect IPs get flagged if the timing is robotic. Humans don't fire 40 requests a second at exact intervals. Cap concurrency to a sane budget per domain, add random jitter between requests, and spread bursts out. The goal is to stay under the site's rate limit and avoid the machine-gun signature that traffic-pattern analysis looks for:

```python
import random, time, requests

proxies = {"http": "http://USER:PASS@rotating.quantumproxies.io:8000",
           "https": "http://USER:PASS@rotating.quantumproxies.io:8000"}

def polite_get(url):
    time.sleep(random.uniform(1.5, 4.0))   # jitter, not a fixed delay
    return requests.get(url, proxies=proxies, timeout=20)
```

Scrape during the target's off-peak hours where you can, and cache aggressively so you never re-fetch a page you already have. Our [polite scraping guide](https://quantumproxies.io/blog/polite-scraping-rate-limiting-guide) goes deeper on adaptive pacing that still scales.

## Make your fingerprint coherent

A clean IP with a bot fingerprint is still a bot. The fastest tell is the default library User-Agent - a request advertising `python-requests/2.x` or `curl` is an instant flag. Send a full, current browser header set, and keep it internally consistent: the User-Agent, `Accept`, `Accept-Language` and Client-Hints headers must all describe the same browser. Modern systems cross-check these, and a mismatch (Chrome UA with mobile Safari hints, say) blocks you faster than no header at all. Our note on [User-Agent strategy](https://quantumproxies.io/blog/best-user-agents-web-scraping) explains why coherence beats a giant rotation list.

## Sessions, cookies and honeypot traps

Two session-level pitfalls. First, honeypots: some sites plant links or form fields hidden with `display:none` or `visibility:hidden` that no human ever sees. Follow one and you self-identify as automated. Inspect the DOM and skip elements that aren't visible. Second, session continuity: a login and its follow-up calls should keep the same exit IP, so pin a sticky session for stateful flows and use fresh rotating IPs only for stateless page fetches. Bouncing a logged-in session across ten IPs is itself a ban signal.

## Check IP quality before you burn it

Not all IPs in any pool are equally clean, and reputation shifts over time. Before you route serious volume through an address, check its fraud score and type. A free [IP quality checker](https://quantumproxies.io/ip-checker) tells you whether an exit reads as residential or datacenter and whether it is already flagged - a two-second check that saves you from burning a job on a poisoned range. Our deep dive on [IP quality scores](https://quantumproxies.io/blog/ip-quality-score-explained-why-fraud-score-matters-for-scraping-seo-automation) explains what the number actually measures.

[Check any IP's quality score for free](https://quantumproxies.io/ip-checker)

![Two-column anti-ban checklist contrasting good practices like residential rotation and coherent headers against bad ones like a single hammered datacenter IP and default user agents](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335158/blog/generated/qp-b9-020-diag2.png)
*The anti-ban stack in one view: the left column keeps you invisible, the right column gets you blocked.*

## Monitor and back off automatically

Blocks are a signal, not a surprise. Track your rate of `403`, `429` and CAPTCHA responses per target, and treat a rising block rate as a trigger to slow down, rotate harder, or pause. Retire an IP the moment it earns a hard block instead of retrying the same burned exit - a banned address does not recover on the next request:

```python
from collections import deque

recent = deque(maxlen=50)  # rolling window of outcomes

def record(status):
    recent.append(status)
    blocked = sum(s in (403, 429) for s in recent)
    if blocked / len(recent) > 0.2:      # >20% blocked?
        raise RuntimeError("block rate high - slow down / rotate")
```

## When to stop fighting and switch tools

If a target runs an aggressive anti-bot layer and your block rate stays high despite clean residential IPs and coherent headers, the bottleneck has moved past IP hygiene into TLS and JavaScript territory. A managed [Scraper API](https://quantumproxies.io/scraper-api) that carries a real browser fingerprint, rotates IPs and renders pages is usually the better trade than escalating the DIY stack. And a candid note: if a site's terms clearly forbid it and offers an API, use the API - candour converts, and a lawsuit costs more than a subscription. This is practical guidance, not legal advice.

## Frequently asked questions

### How do I avoid getting my IP banned while scraping?

Route through rotating residential or mobile proxies so each request uses a different high-trust IP, match the exit country to the target, pace requests with random delays, and send a full, coherent browser header set. Then monitor your block rate and retire any IP that earns a hard block instead of retrying it.

### What should I do if my IP is already banned?

Switch to a fresh IP from a clean pool - a rotating gateway does this automatically. If you were scraping a site that permits it and you weren't abusing resources, you can also email the site to ask them to lift a ban imposed in error. Going forward, rotate before you get banned, not after.

### Do rotating proxies stop all IP blocks?

No. Rotation defeats volume-based bans, but a bot fingerprint, robotic pacing or a browserless TLS handshake will still get you blocked on a clean IP. Rotation is necessary, not sufficient - pair it with coherent headers, human-like pacing and, for hard targets, real browser rendering.

### Are residential proxies better than datacenter for avoiding bans?

For ban avoidance, yes. Residential and mobile IPs come from real ISP subscribers, so they start with a high trust score and are rarely blacklisted. Datacenter IPs are cheap, allocated in contiguous blocks, and easy to flag by subnet - they get banned first. Use datacenter only on lenient targets.

Avoiding bans is not one trick - it is a stack. Clean rotating IPs, exit geo, human pacing, a coherent fingerprint, IP hygiene and monitoring, roughly in that order of impact. Get the first three right and most of the failure list never happens.

[Scrape without bans on rotating residential proxies](https://quantumproxies.io/rotating-proxies)


---

# TLS Fingerprinting (JA3/JA4): Why Clean IPs Still Get Blocked

Your residential IP is clean, your headers are perfect, and you still get a 403 on the first request. The tell is your TLS handshake — the fingerprint anti-bot systems read before any HTTP is exchanged.

Here is a puzzle every scraper hits eventually: the residential IP is clean, the User-Agent is a current Chrome string, the headers are in perfect order — and the very first request comes back `403`. Nothing you rotate fixes it. The reason is that the block happened before your headers were ever read. Modern anti-bot systems fingerprint your **TLS handshake**, and a default Python, Go or curl client announces itself as a bot in the ClientHello, one layer below HTTP. This is what JA3 and JA4 fingerprinting do, and why [curl gets a 403 where the browser gets a 200](https://quantumproxies.io/blog/curl-403-but-browser-works) on the identical URL.

## What TLS fingerprinting reads

Every HTTPS connection opens with a TLS handshake. The client sends a `ClientHello` that advertises, in a specific order, which TLS version it wants, which cipher suites it supports, which extensions it offers (SNI, ALPN, and more), which elliptic curves, and which point formats. None of that names your browser directly — but the exact combination and ordering is a near-unique signature of the software stack. Chrome's list differs from Firefox's, and both differ wildly from Python's `requests` or Go's `net/http`. Read the handshake, and you can guess the client before a byte of HTTP is exchanged.

## JA3: five fields into one MD5 hash

JA3, published in 2017 by engineers at Salesforce, is the classic method. It takes five fields from the ClientHello — TLS version, ciphers, extensions, elliptic curves, and point formats — concatenates them, and runs the string through MD5. A concrete example: the fields

```text
771,4865-4866-4867,0-11-10-35-16-5-13,29-23-24,0
```

hash to `e7d705a3286e19ea42f587b344ee6865` — a fingerprint that belongs to a standard curl build. Anti-bot vendors keep databases of these hashes. A request whose JA3 matches a known scraping library gets a stricter rate limit, a challenge, or an outright block. The most powerful check is correlation: if your User-Agent claims Chrome 120 but your JA3 says `python-requests`, that contradiction alone is enough to fail you.

## Why JA3 gave way to JA4

JA3 has a weakness that broke it as a stable signal. From Chrome 110 and Firefox 114, browsers randomise the order of TLS extensions on every connection to resist fingerprinting. That means a real browser now produces a *different* JA3 hash each session — so raw JA3 throws false positives on genuine users. The industry response is **JA3N** (a normalised variant that sorts extensions before hashing, cancelling the randomisation) and **JA4**, a newer scheme from FoxIO built by JA3's own creator.

JA4 is more readable and harder to spoof. It uses a three-part `a_b_c` layout, for example `t13d1516h2_8daaf6152771_e5627efa2ab1`. The prefix alone tells a lot: `t` for TCP, `13` for TLS 1.3, `d` for a domain-based SNI, `15` cipher suites, `16` extensions, and `h2` for HTTP/2 as the first ALPN — followed by two truncated hashes of the sorted ciphers and of the extensions plus signature algorithms. JA4 is one of a family: JA4S fingerprints the server, JA4H the HTTP headers, JA4X the certificate, and JA4T the raw TCP layer.

![Diagram showing a default client blocked at the TLS handshake versus a browser-shaped client passing, before any HTTP is sent](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335157/blog/generated/qp-b9-019-diag1.png)
*The JA3/JA4 lookup happens at the handshake — a mismatched fingerprint is a 403 before your headers are ever read.*

## Why a clean IP does not save you

This is the part that trips up people who invest only in proxies. A pristine residential IP tells the site the traffic comes from a real network. A browser-mismatched TLS handshake tells it the traffic comes from a script. When those two signals disagree, the handshake wins, because it is far harder to fake by accident. You can rotate through a thousand clean exits and still fail every request if all thousand carry the same `python-requests` JA3. The IP and the fingerprint are separate axes — you have to get both right.

Concretely, that shows up in pass rates against a Cloudflare-protected target: a default `requests` client clears roughly two percent of requests, `httpx` with HTTP/2 does a little better, and a browser-matched client crosses into the mid-eighties. Same IP pool in every case. The variable is the TLS stack. Akamai raises the bar further by combining the TLS fingerprint with an HTTP/2 fingerprint — the SETTINGS frame values, window sizes and stream priorities — so even a correct JA3 can be caught if the HTTP/2 layer looks scripted. Our breakdown of [why Akamai blocks most proxy traffic](https://quantumproxies.io/blog/why-akamai-bot-manager-blocks-most-proxy-traffic-in-2026) goes deeper on that stack.

![Bar chart of Cloudflare pass rates by client, from default python-requests through httpx and curl_cffi to headless browsers](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335157/blog/generated/qp-b9-019-diag2.png)
*Same clean IP in every case — only the TLS stack changes the pass rate. The fix is the handshake, not the exit.*

## The impersonation options that actually pass

You cannot bolt a browser handshake onto a standard client by tweaking cipher strings — the OpenSSL and urllib3 knobs simply do not expose every parameter JA3 reads. What works is a client that speaks the browser's exact TLS dialect:

- **curl_cffi** (Python) — bindings over curl-impersonate. One argument, `impersonate="chrome120"`, and your JA3 matches real Chrome.
- **curl-impersonate** — a patched curl binary that reproduces Chrome and Firefox TLS and HTTP stacks from the command line.
- **tls-client** (Go) — an HTTP client with selectable browser profiles (Chrome, Firefox, Safari) at the handshake level.
- **Real browser automation** — Playwright, Puppeteer or Selenium use an actual browser engine, so the JA3 is genuine. The catch is other tells (the `navigator.webdriver` flag, canvas and WebGL) still leak, so pass rates sit around sixty percent without extra hardening.

```python
# curl_cffi: a browser-shaped handshake in two lines
from curl_cffi import requests

session = requests.Session(impersonate="chrome120")
r = session.get(
    "https://example.com",
    proxies={"https": "http://USER:PASS@gate.quantumproxies.io:8000"},
    timeout=20,
)
print(r.status_code)  # matched JA3 + a clean residential exit
```

Notice the proxy in that snippet. Impersonation and a clean exit are complementary, not alternatives: the browser-shaped handshake gets you past the TLS check, and a [clean residential IP](https://quantumproxies.io/residential-proxies) keeps the request off reputation blocklists. Pair them and you fix both axes at once.

[Skip the TLS arms race with the Scraper API](https://quantumproxies.io/scraper-api)

## When to hand the whole problem off

DIY impersonation works until the target rotates its detection, adds an HTTP/2 fingerprint, or requires JavaScript execution — then you are maintaining a browser-emulation library as a second job. A [Scraper API](https://quantumproxies.io/scraper-api) carries a real, rotating browser fingerprint, matches the HTTP/2 layer, runs JS on demand and returns clean HTML, markdown or JSON from a single call. It turns the TLS arms race into someone else's problem while you get on with the data. For the wider picture of how sites flag automation, see our guide on [every proxy-detection signal](https://quantumproxies.io/blog/how-websites-detect-proxies).

## Frequently asked questions

### What is a JA3 fingerprint?

A JA3 fingerprint is an MD5 hash of five fields taken from the TLS ClientHello — TLS version, cipher suites, extensions, elliptic curves and point formats. Because each software stack orders those fields differently, the hash identifies the client (Chrome, Firefox, curl, Python) before any HTTP data is exchanged.

### What is the difference between JA3 and JA4?

JA3 hashes five ClientHello fields with MD5 and breaks when browsers randomise extension order. JA4, from FoxIO, sorts fields before hashing so it survives that randomisation, adds a human-readable metadata prefix, and covers QUIC/HTTP/3, ALPN and signature algorithms. JA4 is the more reliable modern signal; JA3N is a normalised stopgap for JA3.

### Can I bypass TLS fingerprinting with proxies alone?

No. Proxies change the IP, not the handshake. If your TLS fingerprint matches a known scraping library, rotating exits will not help — every request still carries the bot signature. You need a client that reproduces a browser's TLS stack, then a clean proxy on top for IP reputation.

### Does Python requests have a detectable TLS fingerprint?

Yes. `requests` uses urllib3 with a distinctive cipher and extension order that anti-bot vendors have catalogued, so its JA3 is a known-bot signature. Switch to `curl_cffi` with an `impersonate` profile to send a browser-matched handshake instead.

TLS fingerprinting moved the fight below HTTP, which is why header tricks and IP rotation stopped being enough on their own. Match the handshake, keep the exit clean, and the 403-on-request-one problem disappears. This is technical guidance, not a licence to ignore a site's terms — always scrape within the law and the target's rules.

[Let the Scraper API handle JA3, JA4 and HTTP/2](https://quantumproxies.io/scraper-api)


---

# Fix ProxyError, SSLError & ConnectTimeout in Requests

requests.exceptions.ProxyError is a symptom, not a cause. Here is the exception hierarchy decoded, each traceback matched to its real fix, and a health-check function that classifies failures and rotates around dead exits.

`requests.exceptions.ProxyError` is one of the least helpful error messages in Python: it fires for a dead proxy, wrong credentials, a bad scheme, an overloaded exit and a firewall block, all with nearly identical tracebacks. The trick to fixing it fast is knowing that ProxyError is not a root cause — it is a category. In the Requests source, `ProxyError`, `SSLError` and `ConnectTimeout` all subclass `ConnectionError`, and each one fires at a specific stage of the request lifecycle. Read the stage and you read the cause. This guide decodes the exception hierarchy, matches every common traceback to its real fix, and gives you a health-check function that classifies failures and rotates around dying exits automatically.

## The requests exception hierarchy

Every proxy-related error in Requests descends from `RequestException`. The useful branch for debugging is `ConnectionError`, because the three exceptions you actually hit all live under it:

- **ProxyError** — raised when the connection to the proxy itself fails: unreachable host, wrong port, refused connection, or a rejected `407`. The message often nests `Cannot connect to proxy` inside an `HTTPSConnectionPool(...)` wrapper.
- **SSLError** — the proxy connected, but the TLS handshake to the target failed. In proxy setups the usual trigger is `https://` written inside the `https` key instead of `http://`.
- **ConnectTimeout** — the proxy did not answer within the connect window. It subclasses both `ConnectionError` and `Timeout`, and is explicitly documented as safe to retry.
- **ReadTimeout** — the proxy connected and forwarded the request, but the target was too slow to respond. This is a target or exit-quality problem, not a config bug.
- **MissingSchema / InvalidProxyURL** — raised before any network call when the proxy URL is malformed. These are pure typos.

Because the first three share a parent, one `except requests.exceptions.ConnectionError` catches all of them for retry logic — while catching the subclasses individually lets you log *why* each failed. The clean setup that avoids most of these is covered in our [Python Requests proxy guide](https://quantumproxies.io/blog/python-requests-proxy-guide); this post is about what to do once the traceback is already on screen.

One habit saves more time than any single fix: read the traceback from the bottom up. Requests wraps the underlying urllib3 failure, so the top frames describe *where* the call was made and the bottom frames describe *what* went wrong. The line you want is the innermost `Caused by` clause — it names the concrete failure (a refused connection, a certificate mismatch, a parsed-port error) that the outer `ProxyError` or `ConnectionError` is merely re-raising. Once you can read that line, the rest of this guide is a lookup table.

## The classic ValueError before ProxyError

The single most-searched proxy traceback is not even a ProxyError — it is `ValueError: invalid literal for int() with base 10`, thrown deep inside urllib3. It happens when you embed credentials in the proxy value without a scheme, so the parser reads the text after the colon as a port number:

```python
# Broken — no scheme, so 'pass@host' is parsed as host:port
proxies = {"https": "user:pass@45.11.22.33:8000"}
# -> ValueError: invalid literal for int() with base 10: 'pass@45.11.22.33'

# Fixed — scheme in front, password URL-encoded if it has @ : or /
from urllib.parse import quote
pw = quote("p@ss:word", safe="")
proxies = {
    "http":  f"http://user:{pw}@gate.quantumproxies.io:PORT",
    "https": f"http://user:{pw}@gate.quantumproxies.io:PORT",
}
```

![Flow diagram showing where each Python requests exception fires across the request lifecycle: MissingSchema, ProxyError, SSLError and ReadTimeout](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335156/blog/generated/qp-b9-018-diag1.png)
*The lifecycle stage names the cause: a build-time typo is MissingSchema, a failed proxy connect is ProxyError, a TLS failure is SSLError, a slow exit is ReadTimeout.*

## A proxy health check that classifies failures

Instead of guessing, catch each exception type and turn it into a plain-English verdict. This function returns the exit IP on success and a labelled reason on failure — drop it in front of any scrape to confirm the proxy is alive before you burn requests on it. It works against any authenticated gateway, including [residential proxies](https://quantumproxies.io/residential-proxies):

```python
import requests

def check_proxy(proxies, url="https://httpbin.org/ip", timeout=(5, 20)):
    try:
        r = requests.get(url, proxies=proxies, timeout=timeout)
        r.raise_for_status()
        return True, r.json().get("origin")
    except requests.exceptions.ProxyError as e:
        return False, f"proxy unreachable or auth rejected: {e}"
    except requests.exceptions.SSLError as e:
        return False, f"TLS failed (https:// in the https key?): {e}"
    except requests.exceptions.ConnectTimeout:
        return False, "proxy did not answer within the connect window"
    except requests.exceptions.ReadTimeout:
        return False, "target too slow after connect (exit quality)"
    except requests.exceptions.RequestException as e:
        return False, f"other request error: {e}"

ok, detail = check_proxy(proxies)
print("OK" if ok else "FAIL", detail)
```

## When curl works but Python throws ProxyError

If the same credentials succeed in curl but raise ProxyError in Python, an environment variable is almost always overriding your dict. Requests reads `HTTP_PROXY`, `HTTPS_PROXY` and `NO_PROXY` from the shell, and a stale corporate value silently reroutes every call. Print `session.proxies` to see what is really being used, then disable environment lookup entirely:

```python
import requests

session = requests.Session()
session.trust_env = False          # ignore HTTP_PROXY / HTTPS_PROXY from the shell
session.proxies = {
    "http":  "http://USER:PASS@gate.quantumproxies.io:PORT",
    "https": "http://USER:PASS@gate.quantumproxies.io:PORT",
}
print(session.get("https://httpbin.org/ip", timeout=(5, 20)).json())
```

A `407` that survives correct credentials points at an IP-whitelist plan called from an unregistered address — the full list of causes is in our [407 Proxy Authentication Required guide](https://quantumproxies.io/blog/fix-407-proxy-authentication-required).

## Intermittent ProxyError: rotate, don't restart

The frustrating case is code that runs for twenty minutes, then throws ProxyError, then works again. That is not a bug in your script — it is a single exit IP dying or getting rate-limited mid-run. The fix is retry-with-rotation: wrap the call, catch `ConnectionError`, and let a rotating gateway hand you a fresh IP on the next attempt. Through [rotating proxies](https://quantumproxies.io/rotating-proxies) every retry travels a different exit, so one dead address can never fail a request twice:

```python
import requests

def get_with_rotation(url, proxies, attempts=4):
    last = None
    for _ in range(attempts):
        try:
            r = requests.get(url, proxies=proxies, timeout=(5, 20))
            if r.status_code not in (429, 500, 502, 503, 504):
                return r
            last = r.status_code
        except requests.exceptions.ConnectionError as e:  # Proxy/SSL/ConnectTimeout
            last = e
    raise RuntimeError(f"failed after {attempts} attempts: {last}")
```

If ProxyError persists across many fresh IPs, the problem has moved from your pool to the target: you are being blocked, not disconnected. That is a different fight — see the [anti-ban checklist](https://quantumproxies.io/blog/avoid-ip-ban-web-scraping) for pacing, headers and session hygiene.

There is one more distinction worth internalising, because it changes how you respond. A `ProxyError` or `ConnectTimeout` means the request never completed, so retrying it is safe even for a POST — nothing happened on the far side. A `ReadTimeout`, by contrast, means the target received your request and simply took too long to answer; retrying a non-idempotent write can double-submit. When you build the retry loop, treat connection-stage failures as freely retryable and read-stage failures as retryable only for GET and HEAD. That single rule prevents the subtle bug where a flaky proxy turns one checkout into three.

![Checklist matching common Python requests proxy error messages to their one-line fixes, from cannot connect to proxy to intermittent failures](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335157/blog/generated/qp-b9-018-diag2.png)
*Read the message, apply the fix: bad host, missing scheme, wrong TLS key, unencoded password or a dying exit each map to a single corrective step.*

## Frequently asked questions

### What causes requests.exceptions.ProxyError: cannot connect to proxy?

The proxy host or port is wrong, the proxy is down, or a firewall is blocking the connection before any request leaves. Verify the endpoint with `curl -x` using the same credentials; if curl also fails, the proxy is unreachable, and if curl succeeds, an environment variable or a malformed dict in your Python is the culprit.

### Why is ProxyError wrapped in HTTPSConnectionPool?

That wrapper just names the connection pool urllib3 used to reach the target — it is noise around the real message nested inside. Read the innermost `Caused by` clause: `Cannot connect to proxy` means a connection failure, while a `407` or SSL message inside the same pool points at authentication or a TLS/scheme problem instead.

### How do I stop requests reading proxies from the environment?

Set `session.trust_env = False` on your Session, or pass `trust_env=False` equivalently, so Requests ignores `HTTP_PROXY` and `HTTPS_PROXY`. This is the fix when a proxy works in one shell but throws ProxyError in another, or when a corporate variable hijacks a scraper you did not configure to use a proxy.

### Is ConnectTimeout safe to retry?

Yes — the Requests documentation marks `ConnectTimeout` as safe to retry because the request never reached the server, so no side effect could have occurred. Retry it, ideally through a rotating gateway so the next attempt uses a different, faster exit. `ReadTimeout` is riskier to retry blindly on non-idempotent methods like POST.

Once you stop treating ProxyError as a single fault and start reading it by lifecycle stage, the fixes are mechanical: scheme typos raise before the network, connect failures name a dead proxy, SSL errors name a wrong key, and intermittent failures want rotation, not a restart. Clean exits remove most of them entirely.

[Scrape on residential IPs that stay alive](https://quantumproxies.io/residential-proxies)


---

# How to Avoid CAPTCHAs When Scraping (Cut the Signals, Not Solve)

Solving CAPTCHAs is slow, costs money, and treats the symptom. The durable fix is to never summon one: lower your risk score by cleaning the signals that trigger it.

The instinct when a scraper hits a CAPTCHA is to reach for a solving service. It is the wrong instinct. A CAPTCHA is not a wall you break through - it is the visible output of a risk score that already decided you look automated. Solving it is slow, costs money per solve, and does nothing to lower that score, so the next request gets challenged again. The durable answer to **how to avoid CAPTCHAs when scraping** is to stop triggering them: clean the handful of signals that push your score into the red.

## Why solving is the losing move

Consider how reCAPTCHA v2 actually works. The site embeds a public site key; solving the challenge writes a long token into a hidden `g-recaptcha-response` field that the server later verifies. That token is single-use by design - a replay-protection measure - so you cannot solve once and reuse it. Solving services (human farms or ML solvers) return a fresh token per challenge, which means you pay, and wait seconds, every single time the score stays high. You have automated the symptom, not removed the cause.

There is a subtler trap too: a challenge is shown precisely because the page owner does not want automated traffic on that route. If a documented API exists, use it. If not, the pragmatic goal is to look enough like an ordinary visitor that the risk engine never escalates. That is entirely about the signals you send.

![Risk-score band diagram showing how IP reputation, TLS fingerprint, headers, request rate and cookies push a scraper toward a CAPTCHA](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335155/blog/generated/qp-b9-017-diag1.png)
*The challenge is the output. What you can actually control is the risk score that produces it.*

## Signal 1: IP quality is the biggest lever

The single strongest input is where the request comes from. Datacenter IP ranges are catalogued and pre-scored; a fresh request from one can start halfway up the risk scale before you send a byte of payload. Residential IPs - real household connections - start far lower. This is why the classic field advice is: run from residential IPs, and the moment a challenge appears, rotate to a new exit rather than hammering the burned one. A [residential proxy pool](https://quantumproxies.io/residential-proxies) with per-request rotation across 90M+ IPs makes that automatic - you never scrape a whole job from one address.

Before you trust any pool, measure it. Our free [IP quality score checker](https://quantumproxies.io/ip-checker) shows the fraud/reputation score an anti-bot engine would assign an exit - a datacenter IP with a high fraud score is a CAPTCHA waiting to happen. If you want the full picture of why reputation beats fingerprint on most sites, our post on [why fraud score matters](https://quantumproxies.io/blog/ip-quality-score-explained-why-fraud-score-matters-for-scraping-seo-automation) goes deeper.

```python
import requests

# Detect a challenge in the response and rotate the exit instead of retrying
CHALLENGE_MARKERS = ("g-recaptcha", "hcaptcha", "/cdn-cgi/challenge", "captcha-delivery")

def looks_challenged(resp):
    if resp.status_code in (403, 429, 503):
        return True
    body = resp.text[:20000].lower()
    return any(m in body for m in CHALLENGE_MARKERS)

def fetch(url):
    # rotating gateway hands out a new residential IP each request
    proxy = "http://USER:PASS@rotating.quantumproxies.io:8000"
    r = requests.get(url, proxies={"http": proxy, "https": proxy}, timeout=20)
    if looks_challenged(r):
        return None  # burn this exit, the gateway rotates on the next call
    return r
```

## Signal 2: your TLS fingerprint gives you away

Even on a clean IP, the TLS handshake outs you. A raw request from Python's or Go's default stack produces a JA3/JA4 fingerprint that looks nothing like Chrome's - a real browser advertises a specific cipher order, extensions and ALPN values that scripting libraries do not replicate. Anti-bot engines hash that handshake and match it against known-bot signatures. The fix is to send a genuine browser fingerprint, either via a TLS-impersonation client or by running an actual browser engine. We cover the mechanics in [how JA3/JA4 fingerprinting works](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping).

## Signal 3: header coherence

Headers must agree with each other and with the fingerprint. A request that claims to be Chrome 120 on Windows but omits the matching `sec-ch-ua` client hints, sends headers in the wrong order, or pairs a mobile User-Agent with a desktop TLS profile is trivially inconsistent. Do not just set a User-Agent - send the full coherent set a real browser would, and keep it consistent with the platform you are impersonating.

```python
# Coherent header set that matches a Chrome-on-Windows fingerprint
headers = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
                  "AppleWebKit/537.36 (KHTML, like Gecko) "
                  "Chrome/120.0.0.0 Safari/537.36",
    "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
    "Accept-Language": "en-US,en;q=0.9",
    "sec-ch-ua": '"Not_A Brand";v="8", "Chromium";v="120", "Google Chrome";v="120"',
    "sec-ch-ua-platform": '"Windows"',
    "Upgrade-Insecure-Requests": "1",
}
```

![Two-column checklist mapping CAPTCHA-triggering signals to their mitigations](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335155/blog/generated/qp-b9-017-diag2.png)
*Work the left column down to the right column and the challenge stops appearing in the first place.*

## Signal 4: behaviour and pace

Request frequency per IP is a primary rate signal. Sixty requests a minute from one address reads as a bot; the same sixty spread across sixty IPs reads as sixty people. Slow down, add jitter between requests, and spread volume across the pool. On JavaScript-heavy targets, behavioural scoring also watches for mouse movement, scroll and dwell time - if you are driving a headless browser, do not fire clicks instantly. Rotation reduces IP-based blocking; it does not excuse a machine-gun request pattern. The complete discipline is in our [anti-ban checklist](https://quantumproxies.io/blog/avoid-ip-ban-web-scraping).

## Signal 5: session and cookie continuity

There is a fifth, quieter signal: continuity. A request that arrives with no cookies, no referrer and no history looks like it materialised out of nowhere - which is exactly what a naive bot does. Real users accumulate a session: they land on a page, get cookies set, and carry them forward across clicks. Persist cookies within a session, enter through plausible pages rather than deep-linking cold into a protected route, and keep one identity for the length of a coherent flow. Rotating the IP mid-login does the opposite - it shreds continuity and pushes the score up - which is precisely why sticky sessions exist for stateful steps like carts and logins.

## When a challenge is unavoidable

Some routes gate every visitor - a login wall, a checkout, an aggressively protected search. There, no amount of signal hygiene removes the challenge, and maintaining browser fingerprints, TLS impersonation and a clean pool by hand becomes its own project. That is the point to hand the whole stack to a [Scraper API](https://quantumproxies.io/scraper-api) that carries a real browser fingerprint, rotates residential IPs and renders JavaScript on demand - you send a URL and get HTML or JSON back, challenge handling included. It is fewer moving parts than a home-grown solver farm and a higher success rate.

[Start with clean residential IPs](https://quantumproxies.io/residential-proxies)

## Frequently asked questions

### How do I avoid CAPTCHAs when web scraping?

Lower the risk score that triggers them. Scrape from residential IPs rather than flagged datacenter ranges, send a real browser TLS fingerprint with coherent headers, pace your requests and spread them across many IPs, and carry cookies within a session. When a challenge appears, rotate the exit instead of retrying the same burned IP.

### Is it better to solve or to avoid CAPTCHAs?

Avoid them. Solving is per-challenge, costs money and time, and the reCAPTCHA token is single-use, so a persistently high risk score means you pay again on every request. Prevention fixes the cause once. Reserve solving for the rare route that challenges every visitor regardless of how clean your signals are.

### Do residential proxies stop CAPTCHAs?

They remove the biggest single trigger - a bad IP reputation - but they are not a complete fix on their own. A residential IP paired with a Python default TLS fingerprint and a machine-gun request rate will still be challenged. Combine clean IPs with a browser fingerprint, coherent headers and sensible pacing.

### Why do I get a CAPTCHA even on a residential IP?

Because IP is only one input. Your TLS/JA3 fingerprint, header coherence, request rate and lack of session cookies still feed the score. A once-flagged residential exit can also carry recent history. Check the exit with a free IP quality tool, send a real browser fingerprint, and slow the request rate before assuming the IP is the problem.

Stop treating the CAPTCHA as the obstacle. It is a readout of everything you sent before it appeared. Clean the IP, the fingerprint, the headers and the pace, and the readout stays green - no solver required.

[Check your exit IP's fraud score free](https://quantumproxies.io/ip-checker)


---

# Scraper Returns an Empty Page? It's JavaScript. Here's How to Fix It

The body tag is empty in your scraper but full in DevTools. That's not a bug — it's client-side rendering. Here's how to tell, three ways to get the data, and how to avoid launching a browser you don't need.

You fetch the page, print the HTML, and the part you wanted is missing — an empty `<body>`, an empty node list, or a stub that says "JavaScript is required." Meanwhile the browser's inspector shows the data right there. This is not a scraper bug. It's a page that renders its content client-side with JavaScript, and your HTTP request only ever gets the empty shell that runs before the JavaScript does. Here's how to confirm that, three ways to get the data anyway, and how to avoid spinning up a headless browser you don't actually need.

## Why the body is empty

A raw HTTP client — Python `requests`, Node `fetch`, cURL — downloads the HTML the server sends and stops. It doesn't execute JavaScript. Sites built on React, Vue, Angular or Next.js ship a near-empty HTML skeleton plus a bundle that fetches data and builds the DOM in the browser. Parsers like BeautifulSoup or Cheerio see the skeleton, so a selector that works perfectly in DevTools returns an empty array in your code. Cheerio returning `[]` on a React page is the canonical symptom; it does not run JavaScript, and it never will.

```js
import * as cheerio from "cheerio";

const html = await (await fetch("https://shop.example.com/products")).text();
const $ = cheerio.load(html);

console.log($("div.product").length);
// 0  ->  the products are drawn by JavaScript, not in the HTML
```

## Confirm it in ten seconds

Before you reach for a browser, prove the diagnosis. Two quick checks tell you exactly what you're dealing with: compare the raw response to what the browser renders, and count elements in the console. If the console finds nodes the raw HTML doesn't contain, the content is client-side. If the raw HTML already has it, your selector or your headers are the problem, not rendering.

```bash
# does the raw response actually contain the data?
curl -s https://shop.example.com/products | grep -c 'class="product"'
# 0 -> not in the HTML  |  24 -> it IS there, fix your selector

# then, in the browser DevTools console on the same page:
# document.querySelectorAll('div.product').length   -> 24
```

One more branch to rule out: an empty body isn't *always* JavaScript. Sometimes the server withholds the content until you send the right headers or cookies — a session cookie, a referer, an `Accept-Language`, or a User-Agent that doesn't scream "script." If cURL returns a short page but your browser (which sends a full header set) returns a full one, try replaying the browser's request headers before you assume rendering. It's a five-minute test that can save you from launching a browser you never needed.

![Checklist diagram distinguishing static HTML pages from JavaScript-rendered pages by signs like empty body tags, embedded state JSON, and XHR calls](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335154/blog/generated/qp-b9-016-diag1.png)
*Empty body, a framework state blob in the raw HTML, or XHR calls in the Network tab: three reliable tells that the page renders client-side.*

## Fix 1: hit the hidden JSON API (fastest)

Here's the thing most people miss: if a page draws itself with JavaScript, the data arrives from somewhere — usually an internal JSON endpoint the frontend calls after load. Open the Network tab, filter to Fetch/XHR, reload, and look for the request that returns your data. Calling that endpoint directly is faster, lighter and far less brittle than parsing HTML, because you skip the whole browser and get structured JSON straight away. Sometimes the endpoint needs a token that the initial HTML embeds — grab it from the page, then call the API.

```js
// 1) the SPA loads data from its own endpoint after paint
const res = await fetch("https://shop.example.com/api/catalog?page=1", {
  headers: { accept: "application/json", "user-agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64)" },
});
const { products } = await res.json();
console.log(products.length); // real data, no browser

// 2) if it needs a token, the initial HTML usually carries it
const page = await (await fetch("https://shop.example.com/")).text();
const token = page.match(/"s_token":\s*"([^"]+)"/)?.[1];
```

## Fix 2: mine the hydration JSON

Even when there's no separate API call, frameworks embed the initial state directly in the HTML so the client can "hydrate" without a round trip. Next.js ships it in a `<script id="__NEXT_DATA__">` tag; other stacks use `window.__INITIAL_STATE__` or a similar blob. That JSON is in the raw response you already downloaded — no rendering required. Parse the script tag, and you often get the exact structured data the page would have displayed, cleaner than scraping the rendered DOM.

```js
import * as cheerio from "cheerio";

const html = await (await fetch(url)).text();
const $ = cheerio.load(html);

const blob = $("#__NEXT_DATA__").html();      // Next.js embeds page state here
if (blob) {
  const data = JSON.parse(blob);
  const products = data.props.pageProps.products;
  console.log(products.length);               // structured, from static HTML
}
```

Between the hidden API and hydration mining, most "empty page" problems are solved without ever launching a browser. Our [guide to scraping JavaScript-heavy sites](https://quantumproxies.io/blog/scraping-javascript-heavy-websites-with-proxies) goes deeper on finding these endpoints reliably.

A word of caution on both: hidden endpoints and state blobs are unofficial surfaces, so they change without warning. Wrap the parse in a check that fails loudly when the shape shifts — a missing key or a zero-length array should raise, not silently return nothing. That way a site restructuring its API shows up as a clear error in your logs instead of an empty dataset you don't notice for a week. Pin the User-Agent and headers you used when it worked, too; some of these endpoints quietly gate on them.

## Fix 3: render — but treat it as the last resort

When the data is genuinely built in the DOM with no exposed JSON, you have to run the JavaScript. Playwright or Puppeteer drives a real browser, waits for the content, and hands you the finished HTML. It works everywhere, but it's the expensive option: rendering costs roughly 10-50x the bandwidth and time of a JSON call, and a headless browser on a datacenter IP gets blocked fast. Route it through a residential proxy and wait for the right signal, not a fixed sleep.

```js
import { chromium } from "playwright";

const browser = await chromium.launch();
const context = await browser.newContext({
  proxy: { server: "http://gate.quantumproxies.io:8000", username: "USER", password: "PASS" },
});
const page = await context.newPage();
await page.goto(url, { waitUntil: "networkidle", timeout: 30000 });
await page.waitForSelector("div.product");     // wait for data, not a sleep
const html = await page.content();
await browser.close();
```

[Render and rotate in one call with Scraper API](https://quantumproxies.io/scraper-api)

![Flow diagram of the fix ladder for JavaScript-rendered pages: hidden JSON API, hydration mining, render with proxy, then Scraper API](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335154/blog/generated/qp-b9-016-diag2.png)
*Climb down the ladder: try the hidden API and hydration JSON first, and only render when both fail.*

## When rendering yourself stops being worth it

Running your own browser fleet means managing headless detection, proxy rotation, memory leaks and wait logic for every target. Once you're maintaining that, a [Scraper API](https://quantumproxies.io/scraper-api) that renders JavaScript, rotates residential IPs and returns clean HTML, JSON or markdown in a single request is usually less code and a higher success rate — and it can run AI extraction on the rendered page so you skip selectors entirely. Our breakdown of [rendering cost versus plain requests](https://quantumproxies.io/blog/headless-browser-vs-http-requests-cost) shows when to make that switch.

## Frequently asked questions

### Why is my web scraper returning an empty body?

Because the page renders its content with JavaScript after the HTML loads, and your HTTP client doesn't execute JavaScript. You receive the empty skeleton the server sends. Confirm by comparing the raw response (via cURL) to what DevTools shows — if the browser has data the raw HTML lacks, it's client-side rendering.

### How do I scrape a JavaScript-rendered page without a browser?

Two ways avoid a browser entirely. Find the internal JSON endpoint the page calls in the Network tab and request it directly, or extract the hydration state embedded in the HTML (for example the `__NEXT_DATA__` script tag). Both give you structured data faster and more reliably than rendering.

### Does BeautifulSoup or Cheerio run JavaScript?

No. Both parse the HTML string you give them and neither executes JavaScript. On a React, Vue or Next.js page they only see the pre-render skeleton, which is why your selector returns an empty array. You need a rendered DOM (Playwright/Puppeteer) or the underlying JSON to get the data.

### Why do I get a 'JavaScript is disabled' message when scraping?

The site serves a fallback for clients that don't run JavaScript, and your scraper looks like one. It's often paired with bot detection. Executing the page in a headless browser on a clean residential IP clears it; if it recurs, the target is fingerprinting the request, not just checking for JavaScript.

An empty page is a diagnosis, not a dead end. Confirm it's client-side, reach for the hidden API or hydration JSON first, and render only when the data has nowhere else to live. You'll write less code, use a fraction of the bandwidth, and get blocked far less often. If you'd rather not maintain any of it, the [Scraper API](https://quantumproxies.io/scraper-api) handles rendering and rotation for you.

[Try the QuantumProxies Scraper API](https://quantumproxies.io/scraper-api)


---

# Cloudflare Error 1020 Access Denied: What Triggers It, What Fixes It

Error 1020 is not a CAPTCHA and not a rate limit. It is a rule someone wrote, matching something about your request — and the Ray ID tells you which.

Cloudflare error 1020 Access Denied is one of the clearest blocks on the modern web, once you know how to read it. It is not an HTTP status code — it is a Cloudflare 1xxx error page, normally served with a 403 — and per Cloudflare's own support documentation it means one thing: access was denied by a firewall rule. Not a global bot score, not a rate limiter, not a challenge you failed. Somebody who runs the site wrote a rule, and your request matched it. That determines everything about how you respond.

## What error 1020 actually is

Cloudflare's documentation gives the common cause as a client or browser blocked by a Cloudflare customer's firewall rules — the WAF custom rules configured in that site's own dashboard. The owner picks the criteria: a country, an ASN, a user agent pattern, a URL path, a header signature, a request threshold, or a combination. Cloudflare enforces it at the edge. The advice for visitors is equally direct: send the site owner a screenshot of the 1020 you received, because only they can see which rule fired.

Two consequences follow. A 1020 is site-specific: the same client can be denied on one Cloudflare-protected domain and welcomed on the next, because rules are not shared. And it is deterministic rather than probabilistic — a rule either matches or it does not. Work out which of your signals matched and you change exactly that one.

## 1020 versus the other Cloudflare blocks

Getting the code right saves you from applying the wrong fix. The 1xxx family separates cleanly:

- **1020 Access denied** — a WAF custom rule matched. Site-specific and deterministic.
- **1015 You are being rate limited** — volume, not identity. Slow down and spread the load; the pacing arithmetic is in our guide to [429 too many requests](https://quantumproxies.io/blog/fix-429-too-many-requests-scraping).
- **1010 Browser signature banned** — your client's fingerprint was recognised as automation. Headless browsers with unpatched signatures land here.
- **1006 / 1007 / 1008** — the visitor's IP address itself has been banned, usually via IP Access Rules.
- **1009 Country or region banned** — geographic rule. Change the exit country and the block disappears entirely.
- **A challenge or Turnstile page** — not a 1xxx error at all. It is an invitation to prove you are a browser, and challenge responses carry a `cf-mitigated` header rather than an error number.

If what you are seeing is an interstitial rather than a denial, the mechanics are different and so is the answer — see [how Cloudflare challenges actually work in 2026](https://quantumproxies.io/blog/how-to-bypass-cloudflare-challenges-in-2026-what-actually-matters-now).

![Diagram showing blocked traffic and passing traffic at a Cloudflare WAF custom rule, producing error 1020 access denied or a 200 OK](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335153/blog/generated/qp-b9-015-diag1.png)
*The rule inspects ASN, country, headers, path and pace. One matching signal is enough for a 1020.*

## What trips 1020 for scrapers and automation

Owners write these rules from templates, so the same handful of criteria recur across sites. In rough order of how often they catch automated traffic:

- **Hosting ASN.** Blocking whole cloud and hosting ranges is a one-click rule, and it is the single most common reason a script gets 1020 on a VPS while a laptop on home broadband loads the page fine.
- **IP or range reputation.** As one long-running community thread puts it, the range you are on has seen abuse — the rule may predate you by months.
- **User agent.** Rules matching `curl`, `python-requests`, `Go-http-client`, empty user agents or known scraper strings are trivial to write and widely deployed.
- **Country.** Sites serving one market frequently deny everything else. Your exit country may be the entire cause.
- **Path.** Rules guarding `/wp-login.php`, `/admin`, `/api` or `/search` deny anything that touches them from an unexpected source.
- **Header anomalies.** A missing `Accept-Language`, a claimed Chrome user agent with no `Sec-Fetch-*` headers, or a mismatch between declared language and exit geography.
- **Request pattern.** Rules that count hits per minute per IP and then deny rather than challenge, which produces a 1020 that looks like a rate limit but never expires on its own.

## Read your own block: the Ray ID

Every Cloudflare response carries a `cf-ray` header, and the 1020 page prints the same Ray ID on screen. It is the transaction ID for your request in the site's security event log — the one thing that lets an owner tell you which rule fired. Capture it before you start experimenting.

```bash
# Capture the evidence: status, Ray ID, and Cloudflare's view of your geo
curl -sS -o /tmp/block.html -D - https://target.example/page \
  | grep -iE 'HTTP/|cf-ray|cf-mitigated|server:'

# Then confirm what the edge thinks of your exit IP
curl -sS https://target.example/cdn-cgi/trace
```

The `/cdn-cgi/trace` endpoint exists on every Cloudflare-fronted domain and returns your visible IP, detected country and serving colo. It is the quickest way to confirm your exit geography is what you think it is — a surprising number of 1020s are country rules firing because the exit landed somewhere unexpected. Our free [IP quality score checker](https://quantumproxies.io/ip-checker) finishes the picture: whether that address is already flagged in proxy and blacklist databases.

## The legitimate routes through

There is no clever trick that unwrites someone else's firewall rule, and pretending otherwise wastes your time. What you can do is stop matching it. In ascending order of cost:

- **Change the exit network.** If the rule targets hosting ASNs or a burned range, a residential or mobile IP simply does not match it. This resolves more 1020s than everything else combined.
- **Change the exit country** to one the site serves, when the trace endpoint shows a geographic mismatch.
- **Make the client coherent.** A current browser user agent, the full `Accept` chain, a language that matches the exit geography, and the `Sec-Fetch-*` headers a real navigation carries. The detail is in [the 403 fix ladder](https://quantumproxies.io/blog/fix-403-forbidden-web-scraping).
- **Slow down and keep sessions.** Rules that count requests per IP stop matching when the count stays low, and rendering only helps once the network and header layers are already clean.
- **Use the official route.** Many protected sites publish an API, a data feed or a partner programme. It is cheaper than all of the above and it does not break.
- **Ask.** If you have a legitimate business reason, send the owner your Ray ID and request an allowlist entry. Cloudflare's own documented workflow is built around exactly that exchange.

For the first two, [residential proxies](https://quantumproxies.io/residential-proxies) are the direct instrument: 90M+ IPs across 200+ countries, per-request rotation or sticky sessions, HTTP and SOCKS5 on every plan, so changing ASN or country is a config line rather than a project. Nothing here is legal advice, and none of it overrides a site's terms of service — collect public data, respect what the owner has asked for, and use the sanctioned channel when one exists.

```bash
# Isolate the network variable in one command: identical request,
# residential exit instead of your hosting IP.
curl -sS -o /dev/null -w 'status=%{http_code}\n' \
  -x 'http://USER:PASS@gate.quantumproxies.io:8000' \
  -A 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36' \
  -H 'Accept-Language: en-GB,en;q=0.9' \
  'https://target.example/page'

# 200 -> the rule was about your ASN or country.
# 1020 again -> keep going: headers, then rendering.
```

[Let the Scraper API handle exits and rendering](https://quantumproxies.io/scraper-api)

![Four-step flow for diagnosing Cloudflare error 1020: capture the Ray ID, isolate with a different exit IP, fix the signal, then escalate](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335153/blog/generated/qp-b9-015-diag2.png)
*Isolate before you spend. One IP swap tells you whether the rule was about your network at all.*

## If it is your own site showing 1020

Many people searching this error are site owners whose real customers are being denied. Cloudflare's fix is a three-step lookup: get a screenshot of the 1020 page from the visitor, search the Security Events log — under Security, then Events — for that Ray ID or client IP, and read which rule matched. From there you either narrow the rule so it stops catching legitimate traffic, or add the visitor's address to IP Access Rules as an allow entry.

Two things worth checking while you are in there. Overly broad ASN or country blocks cause most false positives, especially for mobile customers: CGNAT puts thousands of real subscribers behind one address, so blocking it blocks a crowd. And rules written years ago against the legacy Firewall Rules product still fire — review those before adding new ones on top.

## Frequently asked questions

### What does Cloudflare error 1020 access denied mean?

It means a Cloudflare firewall rule configured by the website's owner denied your request at the edge. It is delivered as an error page with a 403 status and a Ray ID rather than as its own HTTP code. Because the rule belongs to that specific site, the same client may be blocked there and accepted on other Cloudflare-protected domains.

### How do I fix Cloudflare error 1020?

Stop matching the rule. Change the exit network from a hosting ASN to a residential IP, check your exit country against `/cdn-cgi/trace`, send a coherent browser header set, and slow the request rate. If you are a legitimate user of the service, send the owner your Ray ID and ask to be allowlisted — that is the workflow Cloudflare documents.

### Is error 1020 the same as being rate limited?

No. Rate limiting on Cloudflare surfaces as error 1015, and it eases once the window passes. A 1020 is a firewall rule match and does not expire on its own — waiting changes nothing. A rule can be written to count requests, which makes the two look similar, but the remedy still has to be a change in what you send, not patience.

### Why do I get 1020 on a VPS but not on my laptop?

Because hosting and cloud IP ranges are published and easy to block with one rule, while home broadband is not. Your laptop leaves through a consumer internet provider that the rule does not match. Routing the server's traffic through a residential exit reproduces the laptop's outcome without moving the code.

### Can a VPN or free proxy fix error 1020?

Rarely, and often it makes things worse. Public VPN and free-proxy ranges are among the most heavily blocked address space on the internet, so you swap one matching signal for another. Clean residential or mobile addresses with a verified reputation are the difference; check any IP's fraud score before trusting it with a run.

Error 1020 is a rule someone wrote in a dashboard, and your request matched it. Capture the Ray ID, test one variable at a time — exit network first — and escalate only when the cheap answers are exhausted. An API key beats a firewall rule every day of the week.

[Get residential IPs that firewall rules do not target](https://quantumproxies.io/residential-proxies)


---

# 407 Proxy Authentication Required: Every Cause and How to Fix It

HTTP 407 has exactly one meaning: the proxy in front of you refused your credentials. That single fact eliminates most of the wrong turns — here is the rest of the map.

HTTP 407 Proxy Authentication Required has exactly one meaning, and it is narrower than most people assume: a proxy sitting between you and the internet refused the request because it lacks valid credentials *for the proxy itself*. The target website was never contacted. It never saw your request, never made a decision, and cannot be the cause. Fixing a 407 therefore always means fixing your proxy configuration — and the list of things that can be wrong with it is short and completely enumerable. This guide walks the whole list, with the tool-specific fixes that trip people up most.

## Read the Proxy-Authenticate header first

Per the HTTP specification (RFC 9110), a 407 must be accompanied by a `Proxy-Authenticate` header describing how to authenticate — typically something like `Proxy-Authenticate: Basic realm="Access to internal site"`. Your client is then expected to repeat the request with a `Proxy-Authorization` header. That pairing is worth memorising, because it is what distinguishes 407 from its neighbour: a **401** comes from the origin server and pairs `WWW-Authenticate` with `Authorization`, while **407** comes from an intermediary and uses the `Proxy-` prefixed versions. If you are staring at a `WWW-Authenticate` header, you are debugging the wrong hop.

```bash
# See exactly which hop is refusing you, and what scheme it wants
curl -v -x http://USER:PASS@gate.quantumproxies.io:8000 https://httpbin.org/ip

# Response you are looking for on failure:
#   HTTP/1.1 407 Proxy Authentication Required
#   Proxy-Authenticate: Basic realm="..."
#
# Response you want on success: your exit IP, not your own
#   {"origin": "203.0.113.45"}
```

If `curl -x` with credentials returns your exit IP, the proxy and the credentials are both fine — and any 407 you still see in an application is that application's own configuration, not the proxy's. That single test splits the problem in half in about ten seconds.

## Cause 1: the credentials are absent, wrong, or in the wrong place

The most common cause is also the dullest. Credentials belong in the proxy URL, before the host, in `user:pass@host:port` form — and the client library builds the `Proxy-Authorization` header from them. Copying an endpoint from a dashboard without the credentials, or pasting your account password instead of the proxy password (they are usually different), produces an immediate, permanent 407 on every request.

```python
import requests

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"
proxies = {"http": proxy, "https": proxy}

r = requests.get("https://httpbin.org/ip", proxies=proxies, timeout=15)
print(r.status_code, r.json())   # 200 and the exit IP = auth is correct
```

Check the port too. Providers expose different ports for rotating and sticky endpoints, and for HTTP versus SOCKS5; hitting the wrong one with valid credentials can still return 407 because that listener expects a different identity format. If you are unsure which protocol you are on, our explainer on [SOCKS5 versus HTTP proxies](https://quantumproxies.io/blog/socks5-vs-http-proxy-difference) lays out the differences.

## Cause 2: special characters that were never percent-encoded

This one costs people entire afternoons. A proxy URL is a URL, so any reserved character in your username or password must be percent-encoded or the parser will split the string in the wrong place. A password containing `@` ends the userinfo section early and your client tries to connect to a host that does not exist; a `:` splits username from password in the wrong spot.

- `@` becomes `%40` — the single most common offender, because emails are used as usernames.
- `:` becomes `%3A` — otherwise it is read as the username/password separator.
- `#` becomes `%23` — everything after it is treated as a fragment and silently dropped.
- `/` becomes `%2F` and `?` becomes `%3F` — both end the authority section.
- A literal space becomes `%20`. If your password has one, change it instead.

```python
from urllib.parse import quote

user = quote("team@example.com", safe="")   # team%40example.com
pwd  = quote("p@ss:w#rd", safe="")          # p%40ss%3Aw%23rd

proxy = f"http://{user}:{pwd}@gate.quantumproxies.io:8000"
```

![Checklist mapping 407 proxy authentication required symptoms to their real causes, including tunnel failures, whitelist changes and per-tool proxy settings](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335152/blog/generated/qp-b9-014-diag1.png)
*Same status code, six different faults. Match the symptom on the left before changing anything.*

## Cause 3: whitelist authentication and an IP that moved

Most providers support two authentication modes: credentials in the URL, or IP whitelisting, where you authorise your server's public address in the dashboard and send no credentials at all. QuantumProxies supports both. The failure mode is specific and very recognisable: everything worked for weeks, then every request started returning 407 without a code change. That is your public IP changing — a DHCP lease renewal at the office, a new NAT gateway after a cloud redeploy, a mobile tether, or a CI runner that gets a fresh address on every job.

Confirm that before debugging anything else: fetch your current public address with `curl -sS https://api.ipify.org`, compare it to the whitelist, and re-add it if it differs. If your egress IP is not stable — CI runners and autoscaling groups rarely are — switch that environment to `user:pass` authentication, which travels with the configuration instead of the network. The other half of this trap is mixing modes: some gateways reject credentials on a whitelist-only endpoint, so sending both can fail where sending neither succeeds.

## Cause 4: HTTPS goes through a CONNECT tunnel

A 407 that appears only on `https://` URLs, often as the Python error `OSError: Tunnel connection failed: 407 Proxy Authentication Required`, has a structural cause. Plain HTTP requests are forwarded by the proxy, but HTTPS requests open a tunnel first with a `CONNECT` request — and that CONNECT carries its own `Proxy-Authorization` header. If your configuration only set an HTTP proxy, or set credentials on one scheme and not the other, the tunnel is attempted anonymously and refused before TLS even starts.

The rule is simple: always configure both schemes with the same credentials. In Python that means both keys in the `proxies` dict; at the shell it means `HTTP_PROXY` and `HTTPS_PROXY`; in npm it means `proxy` and `https-proxy`. Note that `HTTPS_PROXY` almost always takes an `http://` scheme — the scheme describes how you talk to the proxy, not what you are fetching through it.

```js
// Node 18+ with undici: one dispatcher covers http and https targets
import { ProxyAgent, fetch } from "undici";

const dispatcher = new ProxyAgent(
  "http://USER:PASS@gate.quantumproxies.io:8000"
);

const res = await fetch("https://httpbin.org/ip", { dispatcher });
console.log(res.status, await res.json());
```

## Cause 5: the tool has its own proxy configuration

Environment variables are not universal. Plenty of tools read their own config file and ignore the shell entirely, which produces the maddening state where `curl` works and your build does not. A long-running GitHub Desktop issue is the textbook illustration: a developer behind a corporate proxy had set the proxy in `.gitconfig` and in the environment, yet sign-in still failed with a 407 and `net::ERR_TUNNEL_CONNECTION_FAILED` — because the git config only authenticated git, while the embedded browser doing the OAuth flow had no proxy credentials of its own. Every subsystem needs telling separately.

```bash
# shell-wide (respected by curl, wget, pip, most SDKs)
export HTTP_PROXY="http://USER:PASS@gate.quantumproxies.io:8000"
export HTTPS_PROXY="$HTTP_PROXY"
export NO_PROXY="localhost,127.0.0.1,.internal"

# npm - both keys, or https installs will 407
npm config set proxy       "$HTTP_PROXY"
npm config set https-proxy  "$HTTPS_PROXY"

# git
git config --global http.proxy  "$HTTP_PROXY"
git config --global https.proxy "$HTTPS_PROXY"

# apt - /etc/apt/apt.conf.d/95proxies
# Acquire::http::Proxy  "http://USER:PASS@gate.quantumproxies.io:8000";
# Acquire::https::Proxy "http://USER:PASS@gate.quantumproxies.io:8000";
```

- **Postman** — Settings, Proxy, custom proxy configuration, then tick proxy auth and fill username and password. The system proxy toggle does not carry credentials.
- **.NET / C#** — a `WebException` reading "The remote server returned an error: (407)" means the `WebProxy` has no `Credentials`; set them explicitly or use the default network credentials.
- **Java** — `http.proxyUser` and `http.proxyPassword` system properties, plus an `Authenticator`, since the JVM does not read the shell variables.
- **Browsers** — a cached 407 can persist after you fix the credentials; hard-reload or clear the cache before assuming the fix failed.
- **Docker** — the daemon and the build both need proxy settings, and they are configured in different places.

One security note while you are editing all these files: credentials in a global git or npm config end up in plain text, and proxy URLs with embedded passwords leak into shell history, CI logs and error traces. On machines with a stable address, IP whitelisting avoids the secret entirely.

![Comparison of user:pass proxy authentication versus IP whitelist authentication, showing portability and secret-handling trade-offs](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335153/blog/generated/qp-b9-014-diag2.png)
*Credentials travel with your config; whitelists travel with your network. Pick per environment, never both at once.*

## A 407 is never the target site's fault

It is worth restating, because it saves you from chasing ghosts. If you are getting 407s, no amount of rotating user agents, adding headers or changing exit countries will help — the request has not left your proxy yet. Blocks that come from the target look different: a [403 Forbidden](https://quantumproxies.io/blog/fix-403-forbidden-web-scraping) means the site refused you, and a [429 Too Many Requests](https://quantumproxies.io/blog/fix-429-too-many-requests-scraping) means you went too fast. Diagnose which of the three you actually have before writing any code. And if Python is throwing `ProxyError` or `SSLError` rather than a clean 407, our guide to [debugging ProxyError in Requests](https://quantumproxies.io/blog/python-requests-proxyerror-fix) covers the transport-level failures.

## Frequently asked questions

### How do I resolve 407 Proxy Authentication Required?

Put valid credentials in the proxy URL as `http://user:pass@host:port`, percent-encoding any reserved characters, and configure both the HTTP and HTTPS proxy settings. If your provider uses IP whitelisting instead, authorise your current public IP and send no credentials. Verify with `curl -x` against an IP echo service before touching your application code.

### What does 407 Proxy Authentication Required mean?

It means an intermediary proxy refused the request for lack of valid proxy credentials. The response includes a `Proxy-Authenticate` header naming the scheme, and the client is expected to retry with `Proxy-Authorization`. It is distinct from 401, which comes from the destination server rather than the proxy in between.

### How do I fix npm error 407?

Set both keys: `npm config set proxy` and `npm config set https-proxy`, each with the full `http://user:pass@host:port` URL. Registry traffic is HTTPS, so an HTTP-only setting fails at the CONNECT tunnel. Percent-encode special characters in the password, and check for a project-level `.npmrc` overriding your global one.

### Why does Python raise Tunnel connection failed: 407?

Because the HTTPS request opened a CONNECT tunnel that carried no proxy credentials. Set both the `http` and `https` keys of the `proxies` dict to the same authenticated URL. Also check whether `HTTP_PROXY` or `HTTPS_PROXY` in the environment is overriding your dict — set `session.trust_env = False` to rule that out.

### How do I set proxy authentication in Postman?

Open Settings, go to the Proxy tab, enable the custom proxy configuration, enter host and port, then tick the proxy auth box and add the username and password. Relying on the system proxy toggle is the usual mistake — it routes traffic through the proxy but never supplies credentials, so every request returns 407.

Five causes cover essentially every 407 in the wild: missing credentials, unencoded special characters, a whitelisted IP that changed, an unauthenticated CONNECT tunnel, and a tool with its own configuration. Work them in that order and the status code disappears — then you can start worrying about what the target site thinks of you.

[Get residential proxies with user:pass or IP whitelist auth](https://quantumproxies.io/residential-proxies)


---

# curl Returns 403 but the Browser Works: Find the Missing Piece

The browser loads it. curl gets 403. The gap between those two requests is always finite and always findable — here is how to bisect it in five minutes.

You paste a URL into Chrome and the page loads. You paste the same URL into curl and get 403 Forbidden. Nothing about the resource changed between those two seconds, so the difference is entirely in the request — and a request is a finite, inspectable thing. This guide is a bisection procedure: replay exactly what the browser sent, then remove pieces until the 403 comes back. Whatever you removed last is your answer. The suspects, in the order they are usually guilty, are User-Agent, Referer, cookies, TLS fingerprint and JavaScript.

## Step 0: prove the requests really are different

Before theorising, look at what curl actually sends. With `-v` you see the request line, every header, and the TLS handshake. A default curl request is startlingly thin — typically `Host`, `User-Agent: curl/8.x` and `Accept: */*`. A browser sends a dozen more.

```bash
# what you send, what you get back, and the TLS details
curl -v -o /dev/null https://target.example/page

# just the response headers, quickly
curl -sS -o /dev/null -D - https://target.example/page
```

Read the response headers as carefully as the status line. One of them settles the question outright in the most common case: `Vary: User-Agent` means the server deliberately serves different responses depending on who you claim to be. In a well-documented Stack Overflow case, `curl -f` against a plain Apache 2.4.38 host returned 403 while `wget` fetched the identical file with a 200 — and the successful response carried exactly that `Vary: User-Agent` header. Passing `-A 'Wget/1.21.2'` to curl fixed it instantly. The site owner had blacklisted curl's user agent after abuse; nothing else about the request mattered.

While you are reading output: `curl: (22) The requested URL returned error: 403` is not a separate problem. Exit code 22 is what `-f/--fail` does with any HTTP error — the flag suppresses the body and fails the command. Drop `-f` temporarily so you can actually read the block page, which usually names the system that stopped you.

## Step 1: Copy as cURL, the 30-second answer

Both major browsers can hand you the exact request they just made. Open DevTools, go to the Network tab, right-click the request and choose "Copy as cURL". Chrome has shipped this since version 26 and Firefox since 31, and the output includes every header, every cookie and the referer. Paste it into your terminal: if it returns 200, your problem is definitively in the request shape, and step 2 finds which part.

One gotcha wastes a lot of time here. If the URL redirects, the Network panel clears on navigation and you copy the wrong request. Tick "Preserve log" in Chrome or "Persistent Logs" in Firefox first, so you can see both the request that redirected and the one that finally served content. Redirect chains matter: in a well-known Unix Stack Exchange thread the server checked the `Referer`, then bounced through a 302 to a location that checked nothing at all — which made the failure look random until the whole chain was visible.

![Side-by-side comparison of a Chrome browser request and a default curl request showing header count, cookies, TLS fingerprint and JavaScript support](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335151/blog/generated/qp-b9-013-diag1.png)
*Every 403 in this scenario hides inside this gap. Close it one column at a time.*

## Step 2: bisect the headers

Start from the working "Copy as cURL" command and delete headers one at a time, re-running after each deletion. The first deletion that brings the 403 back names your culprit. In practice it is nearly always one of four.

```bash
curl -sS -o /dev/null -w '%{http_code}\n' \
  -A 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36' \
  -H 'Accept: text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8' \
  -H 'Accept-Language: en-GB,en;q=0.9' \
  -e 'https://target.example/' \
  -b 'session=abc123; consent=1' \
  -L \
  'https://target.example/page'
```

- **User-Agent** (`-A`) — blocked outright, or the server branches on it. Test a current Chrome string, then wget's, then a nonsense one; the pattern of results tells you whether you are hitting a blacklist or an allowlist.
- **Referer** (`-e`) — assets and download links often return 403 unless the request looks like it came from the site's own page. The header is optional by spec, which is exactly why people forget it.
- **Cookies** (`-b`) — a consent, session or anti-bot cookie set on an earlier page. Confirm it in seconds: open the URL in a private window. If the browser also 403s there, cookies are your answer.
- **Authorization** (`-u`, or a bearer header) — signed or tokenised URLs frequently 403 when copied out of context, because the token was bound to a session or has already expired.

Two closing details for this rung. Quote the URL: a query string containing `&` or an access token gets mangled by your shell otherwise, and the resulting 403 has nothing to do with the server. And if you are debugging from PHP or Node rather than the shell, replicate the same header set there — libcurl's defaults inside PHP differ from the command-line tool's, which is why the identical request can pass in a terminal and fail in code. Our [curl proxy recipes](https://quantumproxies.io/blog/curl-with-proxy-examples) covers the flag syntax in full.

## Step 3: when identical headers still return 403

If a byte-for-byte copy of the browser's headers still fails, the decision was made before your headers were parsed. Two layers sit underneath them.

**TLS fingerprint.** Your ClientHello — cipher suites, extensions, curve preferences, ALPN, plus the HTTP/2 settings frame that follows — hashes to a JA3 or JA4 value. curl built against OpenSSL produces one that no browser ever produces, and anti-bot systems compare it against your claimed User-Agent. Claiming to be Chrome while handshaking like OpenSSL is a contradiction they are built to catch. The fix is a client that reproduces browser handshakes: `curl-impersonate` at the command line, or `curl_cffi` from Python.

```python
# pip install curl_cffi
from curl_cffi import requests

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"

r = requests.get(
    "https://target.example/page",
    impersonate="chrome",          # browser ClientHello + HTTP/2 settings
    proxies={"http": proxy, "https": proxy},
    timeout=20,
)
print(r.status_code, r.headers.get("content-type"))
```

**Your IP.** The browser that works is usually on your home connection while curl runs on a VPS. Hosting ASNs are published and pre-scored, so the same request from a residential address is judged differently before it is even read. Swapping the exit is a one-line change with [residential proxies](https://quantumproxies.io/residential-proxies) — 90M+ IPs across 200+ countries, HTTP and SOCKS5 on every plan — and it is the fastest way to rule the network out. The mechanics of the fingerprint layer are in [JA3/JA4 TLS fingerprinting](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping).

[Rule out the network with residential proxies](https://quantumproxies.io/residential-proxies)

![Decision tree flow from a curl 403 to a 200 response: copy as cURL, bisect headers, impersonate TLS, then render or use a scraper API](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335152/blog/generated/qp-b9-013-diag2.png)
*Four steps, each one a test. Stop as soon as the status turns 200 — do not climb further than you need.*

## Step 4: the page needs a browser, not a client

Sometimes the 403 is not a judgement about you at all — it is the failure mode of a challenge you never attempted. A public GitHub discussion about link checkers hitting npmjs.com puts it plainly: curl cannot produce a valid challenge solution, so the request is blocked with a 403. The server issues a small JavaScript problem, waits a moment for the answer, and refuses anything that cannot execute it. No header set, no fingerprint and no IP passes a test that requires running code.

At that point you have three honest options: drive a real browser and pay the cost, find the JSON endpoint the page itself calls (often sitting in the same Network tab you already have open), or hand the URL to a service that renders on demand. The QuantumProxies [Scraper API](https://quantumproxies.io/scraper-api) does the last one — browser-grade TLS, residential exits, JavaScript rendering only where a page needs it, and markdown, JSON or raw HTML back from one request. If what you get is an empty page rather than a forbidden one, that is a different diagnosis: see [why your scraper returns an empty page](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript). And if the block page carries a Cloudflare Ray ID, go to [Cloudflare error 1020](https://quantumproxies.io/blog/cloudflare-error-1020-access-denied) instead.

## Frequently asked questions

### Why does curl get 403 when my browser does not?

Because curl sends roughly three headers, no cookies, no referer and a non-browser TLS fingerprint, while your browser sends a dozen headers, a cookie jar and a Chrome handshake. The server is refusing the request, not the resource. Replay the browser's exact request with "Copy as cURL", then remove headers one by one to find which difference matters.

### Why does wget succeed where curl gets 403?

Almost always the User-Agent. Some servers blacklist curl's UA specifically after abuse while leaving wget's alone — a documented case showed a `Vary: User-Agent` response header confirming the server branches on it, and `curl -A 'Wget/1.21.2'` restored the 200. wget also sends `Accept-Encoding` and `Connection` by default, which occasionally matters too.

### How do I set a User-Agent in curl?

Use `-A 'string'`, or the equivalent `-H 'User-Agent: string'`. Prefer a complete, current browser string over a truncated `Mozilla/5.0`, which some servers now reject precisely because no real browser sends only two tokens. Pair it with matching `Accept` and `Accept-Language` values so the whole set stays coherent.

### What does curl error 22 mean?

Exit code 22 is produced by `-f/--fail` whenever the server returns an HTTP error, and the message quotes the status — commonly 403. It is a reporting flag, not a distinct fault. Remove `-f` to see the response body, which usually explains the block far better than the exit code does.

### Can a proxy fix a curl 403?

It fixes the subset caused by IP reputation or geography — a large subset when your script runs on a cloud host and your browser does not. It will not fix a missing referer, an absent cookie or a JavaScript challenge. Test headers first, since they cost nothing, then change the exit IP to isolate the network layer.

There is no mystery here, only a gap: the browser sent one request and you sent another. Copy the browser's, shrink it until it breaks, and you will always find the piece that mattered — usually a header, sometimes a fingerprint, occasionally a challenge that needs a real browser to answer.

[Fetch any page with the Scraper API](https://quantumproxies.io/scraper-api)


---

# Fix 429 Too Many Requests: Backoff, Budgets and IP Spreading

A 429 is the one block that tells you exactly how to fix it — if you read the response headers instead of just retrying. Here is the arithmetic behind safe scraping throughput.

HTTP 429 Too Many Requests is the most honest block a website can send you. Unlike a 403, it names the problem — you went too fast — and it frequently ships the cure in a response header. Yet the standard reaction is to wrap the call in a retry loop and hope, which converts a solvable pacing problem into a slow, block-generating mess. This guide treats 429 as what it is: an arithmetic problem with four levers. Read the response, pace to the published limit, back off correctly when you overshoot, and spread the remaining load across identities.

## What 429 means, and when it is lying

A rate limiter counts requests per identity — usually an IP address, sometimes an API key or session cookie — inside a time window. Cross the threshold and you get 429 instead of content. Implementations differ: token buckets hand out a fixed allowance that refills on a schedule, sliding windows count over a rolling period rather than clock minutes, and tiered systems throttle at a soft limit before hard-blocking at a higher one. Which one you face determines whether a short pause is enough or whether you must wait out a whole window.

Now the caveat that saves hours: a 429 on your *first* request is not a rate limit. It is a bot response wearing a rate-limit costume. A widely-read Stack Overflow thread describes exactly this — a scraper's very first call returned a page reading "Misbehaving Content Scraper Please use robots.txt Your IP has been rate limited" along with the 429. Nothing had been exceeded; the server simply decided the client was a bot and picked that code. If you see 429 before you have sent any volume, treat it as a detection problem and work the header and IP checks in our guide to [403 forbidden errors](https://quantumproxies.io/blog/fix-403-forbidden-web-scraping) instead.

## Read the response before you change any code

Well-behaved servers tell you when to come back. `Retry-After` carries either a number of seconds or an HTTP date. Many APIs add `X-RateLimit-Limit` (the ceiling), `X-RateLimit-Remaining` (what is left in the current window) and `X-RateLimit-Reset` (when it refills). Those three turn reactive retrying into proactive pacing: you can slow down *before* the block instead of after it.

```python
import requests

r = requests.get("https://target.example/api/items", timeout=20)
print(r.status_code)
for h in ("Retry-After", "X-RateLimit-Limit", "X-RateLimit-Remaining", "X-RateLimit-Reset"):
    if h in r.headers:
        print(f"{h}: {r.headers[h]}")

# No headers at all? The limit is undocumented - measure it:
# send a slow ramp (1 req/s, then 2, then 4) and note where 429 starts.
```

If nothing useful comes back, measure the limit yourself with a ramp: run at one request per second for a minute, then two, then four, and record the rate at which 429s appear. Ten minutes of measurement beats a week of guessing, and the number you find becomes the budget everything else is built on.

![Bands diagram showing safe, marginal and 429-triggering request gaps against a 100 requests per minute rate limit](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335152/blog/generated/qp-b9-012-diag1.png)
*The whole calculation: 60 seconds divided by the published limit, then add buffer for network jitter.*

## The pacing arithmetic

Take the documented limit and divide. A cap of 100 requests per minute means 60 / 100 = 0.6 seconds between requests as an absolute floor — and a floor is not a target. Network latency varies, your clock and the server's do not agree, and a burst at the window boundary can double your apparent rate. Aim for 70-80% of the limit: roughly 0.8 seconds per request in that example, which still gives you 75 pages a minute.

Concurrency follows from the same number. If you want 1.25 requests per second and each request takes 2 seconds round-trip, you need 1.25 x 2 = 2.5 in-flight requests — so a semaphore of 3, not the 50 your async code defaults to. Un-throttled asynchronous fan-out is the single most common cause of 429s: a hundred coroutines launched at once arrive as one instantaneous burst, no matter how polite the average looks. If you scrape with asyncio, the semaphore patterns in [async Python scraping with httpx and aiohttp](https://quantumproxies.io/blog/python-async-scraping-httpx-aiohttp-proxies) are the fix.

## Backoff that works: exponential, capped, jittered

When you do hit a 429, honour `Retry-After` if present. Otherwise start at one second and double — 1, 2, 4, 8, 16 — up to a hard cap so a broken target cannot stall your queue forever. Then add jitter. Without randomisation, every worker that hit the wall at the same moment retries at the same moment, reproducing the burst that caused the problem.

```python
import random, time, requests

def get_with_backoff(session, url, max_tries=6, cap=120.0):
    for attempt in range(max_tries):
        r = session.get(url, timeout=20)
        if r.status_code != 429:
            return r

        ra = r.headers.get("Retry-After", "")
        wait = float(ra) if ra.isdigit() else 2.0 ** attempt   # 1, 2, 4, 8, 16, 32
        wait = min(wait, cap)
        wait += random.uniform(0, wait * 0.3)                   # jitter: break the lockstep

        time.sleep(wait)
    raise RuntimeError(f"still 429 after {max_tries} attempts: {url}")
```

Better still, close the loop. Additive-increase/multiplicative-decrease gives you a scraper that finds the limit on its own and stays just under it: creep the rate up while responses are clean, halve it the instant a 429 lands. Keep one pacer per domain — limits are per-host, and one aggressive target should not slow the other forty.

```python
class Pacer:
    """One per domain. Additive increase, multiplicative decrease."""
    def __init__(self, rps=2.0, floor=0.2, ceiling=8.0):
        self.rps, self.floor, self.ceiling = rps, floor, ceiling

    def ok(self):          # clean response: creep faster
        self.rps = min(self.ceiling, self.rps + 0.05)

    def throttled(self):   # 429: halve immediately
        self.rps = max(self.floor, self.rps / 2)

    @property
    def gap(self):
        return 1.0 / self.rps
```

## Spreading load: the budget is per identity, not per project

Once you are pacing correctly and still need more throughput, the only lever left is identities. Because the counter is keyed to your IP, N exit IPs give you N times the budget — the arithmetic is that blunt. If a site tolerates 60 requests per minute per address and you need 1,200 pages a minute, that is 20 concurrent exits running comfortably below the cap, not one exit running twenty times over it.

This is what [rotating proxies](https://quantumproxies.io/rotating-proxies) are actually for. A rotating gateway hands each request a different residential IP from a pool of 90M+ addresses across 200+ countries, so per-IP counters never fill. Two rules make the difference between spreading load and burning a pool: keep the per-IP rate below the limit even after rotation (rotation multiplies your budget, it does not remove it), and use sticky sessions for any flow that spans several requests — a login, a cart, a paginated result set — so the session does not break mid-way. When you need the same IP for a few minutes and a fresh one after that, the trade-offs are laid out in [sticky versus rotating sessions](https://quantumproxies.io/blog/sticky-sessions-vs-rotating-proxies).

[Multiply your rate budget with residential IPs](https://quantumproxies.io/residential-proxies)

![Stats panel showing the key numbers for avoiding HTTP 429 errors: 600 ms minimum gap, exponential backoff, 50 percent rate cut and per-IP budgets](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335151/blog/generated/qp-b9-012-diag2.png)
*Four numbers run the whole system. Derive them from the target's limits, never from optimism.*

## Cheaper than more IPs: send fewer requests

- Deduplicate before fetching. Most crawl queues contain the same URL under tracking parameters and trailing slashes - canonicalise first.
- Use conditional GETs. Send If-Modified-Since or If-None-Match and a 304 costs you a fraction of the bandwidth and still counts as one request.
- Prefer JSON endpoints over rendered HTML. One API call often replaces ten page fetches, and API limits are usually documented.
- Cache aggressively during development. Re-running a parser against saved responses costs zero requests and zero blocks.
- Scrape off-peak in the target's local timezone. The same rate hurts a server less at 03:00 and gets throttled less often.
- Fetch only what changes. A daily full crawl of a catalogue that updates weekly is six wasted crawls.

Bandwidth discipline pays twice — fewer requests means fewer 429s and a smaller bill, which is the same argument we make in [cutting proxy bandwidth costs](https://quantumproxies.io/blog/reduce-proxy-bandwidth-costs-scraping). And if you would rather not build pacing infrastructure at all, the QuantumProxies [Scraper API](https://quantumproxies.io/scraper-api) absorbs retries, rotation and per-domain throttling behind one endpoint that returns markdown, JSON or HTML.

## Frequently asked questions

### How do I avoid HTTP error 429 too many requests in Python?

Set a deliberate gap between requests based on the target's published limit, cap concurrency with a semaphore sized to rate times latency, honour `Retry-After` when it appears, and retry with exponential backoff plus jitter. If you need more throughput after that, spread requests across rotating proxy IPs rather than shortening the gap.

### How long should I wait after a 429?

Exactly as long as `Retry-After` says, if the server sends it — it may be a seconds count or an HTTP date. Without that header, start at one second and double on each subsequent 429 up to a cap of a minute or two, adding random jitter so parallel workers do not retry in unison.

### Do proxies fix 429 errors?

They multiply your budget, they do not remove the limit. Because counters are keyed to the client IP, spreading a run across many residential exits keeps each address under the threshold. But a pool being hammered at ten times the per-IP limit will still collect 429s — and burn its reputation. Pace first, then rotate.

### Is a 429 the same as being banned?

No. A 429 is temporary by design and clears when the window resets, which is what distinguishes it from a 403 identity block. Ignoring it repeatedly is how it becomes permanent: sustained overshoot is exactly the signal that promotes a throttle into a longer-lived IP ban.

### Why do I get 429 on the very first request?

Because nothing was actually counted. Some servers return 429 to any client they consider a bot, regardless of volume — the status code is just their chosen response. Check the response body: if it mentions robots.txt, scrapers or a firewall, fix your headers, TLS fingerprint and exit IP rather than your pacing.

Treat rate limits as a budget you spend deliberately. Measure the ceiling, run at 70-80% of it, back off with jitter when you overshoot, and buy more identities only once pacing is right. Done in that order, 429s stop being an error class and become a number in a config file.

[Get rotating proxies and stop fighting rate limits](https://quantumproxies.io/rotating-proxies)


---

# 403 Forbidden in Web Scraping: The Fix Ladder That Actually Works

A 403 is not a permissions problem — it is a detection problem. Four rungs separate a blocked script from a 200, and most people stop at the first one.

A 403 forbidden error in web scraping almost never means what the status code says. HTTP 403 is defined as the server understanding your request and refusing to authorise it — but when it hits a scraper, it rarely has anything to do with permissions or a missing login. It means the site looked at your request, decided a machine sent it, and closed the door. That tells you what to change: not your credentials, but the shape of your traffic. Below is the fix ladder, cheapest rung first, with the checks that identify which rung you are stuck on.

## 403 vs 401 vs 429: what each one is telling you

Get the diagnosis right before you write code. A **401 Unauthorized** asks for credentials — supplying them fixes it. A **403 Forbidden** refuses regardless of credentials, so logging in changes nothing if bot detection triggered it. A **429 Too Many Requests** is about volume and clears itself when the window resets; a 403 is about identity and persists until you change what your request looks like. If your scraper is getting 429s rather than 403s, the cure is pacing, not disguise — we cover that in [fixing 429 too many requests](https://quantumproxies.io/blog/fix-429-too-many-requests-scraping).

## Diagnose in 60 seconds, before changing any code

Three commands tell you nearly everything. Run the bare request, run it again with only a browser User-Agent swapped in, and then read the response body — the block reason is usually written in it.

```bash
# 1. Bare request: what does the target give a naked client?
curl -sS -o /dev/null -w '%{http_code}\n' https://target.example/page

# 2. Same request, browser User-Agent only
curl -sS -o /dev/null -w '%{http_code}\n' \
  -A 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36' \
  https://target.example/page

# 3. Read the body and the response headers - the reason is in there
curl -sS -D - https://target.example/page | head -c 600
```

Interpret it like this. If step 2 returns 200, the whole problem is headers and you are done at rung 1. If the body mentions Cloudflare, a Ray ID or Error 1020, you are behind a WAF rule — see [Cloudflare error 1020](https://quantumproxies.io/blog/cloudflare-error-1020-access-denied). A plain Apache or nginx Forbidden page usually means a server module such as mod_security, which has blocked known bot User-Agents since long before modern bot management existed. And if a browser on the same machine loads the page while your client does not, work through [curl 403 but the browser works](https://quantumproxies.io/blog/curl-403-but-browser-works).

![The 403 forbidden fix ladder for web scraping: headers, TLS fingerprint, IP type and rendering as four escalating rungs](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335150/blog/generated/qp-b9-011-diag1.png)
*Climb one rung, re-test, stop as soon as you get a 200. Rendering costs the most and fixes the least.*

## Rung 1: stop announcing yourself in the headers

Python's `urllib` identifies itself as something like `python-urllib/3.3.0`; `requests` sends `python-requests/2.x`. Those strings are a confession, and the single most upvoted answer on the canonical Stack Overflow thread about 403s in Python scraping is simply: send a browser User-Agent instead. That still works on plenty of sites. But two things have changed since that answer was written. First, a bare `Mozilla/5.0` is now itself a flag — commenters on that same thread report sites blocking it outright, because no real browser sends a two-token UA. Second, modern servers compare your whole header set, not one field.

Send a coherent set: a current browser UA, the matching `Accept` chain, a language, and the `Sec-Fetch-*` metadata headers Chromium adds to every navigation. Header order matters too on stricter targets — use an ordered mapping and put them in the sequence a browser uses.

```python
import requests

HEADERS = {
    "User-Agent": (
        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
        "(KHTML, like Gecko) Chrome/131.0.0.0 Safari/537.36"
    ),
    "Accept": (
        "text/html,application/xhtml+xml,application/xml;q=0.9,"
        "image/avif,image/webp,*/*;q=0.8"
    ),
    "Accept-Language": "en-GB,en;q=0.9",
    "Accept-Encoding": "gzip, deflate",   # add 'br' only if brotli is installed
    "Upgrade-Insecure-Requests": "1",
    "Sec-Fetch-Dest": "document",
    "Sec-Fetch-Mode": "navigate",
    "Sec-Fetch-Site": "none",
    "Sec-Fetch-User": "?1",
    "Connection": "keep-alive",
}

with requests.Session() as s:
    s.headers.update(HEADERS)
    r = s.get("https://target.example/page", timeout=20)
    print(r.status_code, len(r.content))
```

One coherence trap catches almost everyone: a UA claiming a US Chrome desktop, paired with `Accept-Language: de-DE` and an exit IP in Brazil, is a mismatch any decent system notices. Keep user agent, language and IP geography telling the same story.

Some 403s at this rung are even simpler: a missing `Referer`. Servers that only serve an asset when the request looks like it came from their own page will return 403 to a direct hit and 200 the moment you add the referring URL. It is a classic, and it costs one header to test.

## Rung 2: the TLS fingerprint headers cannot fix

If perfect headers still return 403, the block happened before your headers were even read. Every HTTPS client announces its cipher suites, extensions, elliptic curves and ALPN in the TLS ClientHello, and that combination hashes into a JA3 or JA4 fingerprint. Python's `requests`, Go's `net/http` and stock `curl` each have a distinctive one that no anti-bot vendor has trouble telling apart from Chrome. Claiming to be Chrome 131 in a header while handshaking like OpenSSL is the loudest contradiction a scraper can make.

The fix is a client that impersonates a real browser at the TLS layer. In Python that is `curl_cffi`, a binding to a patched libcurl that reproduces browser ClientHellos:

```python
# pip install curl_cffi
from curl_cffi import requests as cffi

proxy = "http://USER:PASS@gate.quantumproxies.io:8000"

r = cffi.get(
    "https://target.example/page",
    impersonate="chrome",              # Chrome JA3/JA4 + HTTP/2 settings
    proxies={"http": proxy, "https": proxy},
    timeout=20,
)
print(r.status_code)
```

Node has equivalents built on the same patched TLS stacks. If you want the full mechanics of why this single change flips a 403 to a 200 on protected sites, read [how JA3/JA4 fingerprinting outs your scraper](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping).

## Rung 3: the IP is the message

Headers and TLS describe the client. The IP describes who is asking, and it is weighted heavily. Addresses in hosting and cloud ranges are published, easy to map by ASN, and carry a lower trust score before a single byte of your request is inspected — which is why a scraper on a VPS gets 403s that the same code on a home connection sails through. Residential addresses belong to consumer internet providers and are treated as people; mobile carrier IPs sit behind CGNAT with thousands of real subscribers each, which makes them the hardest of all to block wholesale.

So rung 3 is a swap, not a rewrite: send the same well-formed request from a residential exit. QuantumProxies runs 90M+ residential IPs across 200+ countries with per-request rotation or sticky sessions, HTTP and SOCKS5 on every plan, and pay-per-GB billing — one config line changes the ASN your target sees. Already on residential and still blocked? Check the pool's reputation with our free [IP quality score checker](https://quantumproxies.io/ip-checker): anything scoring above 75 is burned and will collect 403s no matter how good your headers are.

[Skip the ladder: fetch any page with the Scraper API](https://quantumproxies.io/scraper-api)

![Checklist comparing scraper request signals that trigger a 403 forbidden error against the signals a real browser sends](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335150/blog/generated/qp-b9-011-diag2.png)
*Anti-bot systems test coherence. One mismatched signal in this list is enough for a 403.*

## Rung 4: rendering and challenges

The last rung is the expensive one. Some 403s are the visible half of a JavaScript challenge: the server ships a small script, expects an answer within seconds, and refuses everything that cannot execute it. No header set and no IP fixes that, because the test is whether you can run code. Options in ascending cost: a headless browser with a stealth patch set, a managed browser pool, or a scraping API that renders on demand. Rendering costs many times more per page than a plain HTTP request, so escalate only for the URLs that genuinely need it.

The QuantumProxies [Scraper API](https://quantumproxies.io/scraper-api) collapses rungs 2 to 4 into one request: browser-grade TLS, residential exits, JavaScript rendering when a page needs it, and markdown, JSON or raw HTML back. That is the honest trade — you stop maintaining the ladder and pay per successful page instead.

## Working the ladder in practice

- Re-test after every single change. Two changes at once and you learn nothing about which one worked.
- Cache the raw 403 body during development. Block pages carry Ray IDs, rule names and vendor fingerprints that name your opponent.
- Treat a 403 on the very first request as an identity problem; a 403 that appears after 200 good pages is a reputation or pacing problem.
- Retry a 403 at most once, and only after changing something. Hammering the same request from the same IP converts a soft block into a hard one.
- If a public API or feed exists for the same data, use it. It is cheaper than every rung above and it never breaks on a redesign.

Ban prevention is the sibling discipline: once you have a 200, keeping it is a matter of pacing, session hygiene and pool health rather than disguise.

## Frequently asked questions

### What causes a 403 forbidden error in web scraping?

Detection, in almost every case. The usual triggers are a default library User-Agent, an incomplete or contradictory header set, a datacenter IP with a poor reputation, request pacing that is too regular, or a TLS fingerprint that does not match the browser you claim to be. Genuine permission errors exist, but they return 403 to browsers too — test in one before assuming.

### How do I bypass a 403 forbidden error in Python?

Work the ladder. Add a full browser header set to a `requests.Session`; if that fails, switch to a client that impersonates browser TLS such as `curl_cffi`; if that fails, route through a residential proxy; if the page ships a JavaScript challenge, render it or use a scraping API. Only escalate when the cheaper rung has actually been tested.

### Why does httpx return 403 when my browser does not?

Same reason as `requests`: httpx sends a minimal header set and a Python TLS fingerprint. Copy the browser's exact request from DevTools, replay it with httpx, and the 403 usually disappears — which tells you the difference was headers. If it persists with identical headers, the block is at the TLS or IP layer.

### How do I fix 403 forbidden in Scrapy?

Set a realistic `DEFAULT_REQUEST_HEADERS` plus `USER_AGENT`, keep `ROBOTSTXT_OBEY` honest about what you are allowed to fetch, enable `AUTOTHROTTLE_ENABLED`, and route requests through a rotating proxy middleware. Scrapy retries do not retry 403 by default — add it to `RETRY_HTTP_CODES` only if you rotate the IP between attempts.

A 403 is information, not a wall. It tells you which of four signals gave you away, and each rung of the ladder costs more than the one below it. Start at the cheapest, test after every change, and stop climbing the moment the status code turns 200.

[Get residential proxies that clear rung 3](https://quantumproxies.io/residential-proxies)


---

# Async Python Scraping With httpx, aiohttp and Proxies

Async turns a slow scraper into a fast one — and a fast scraper into a blocked one, unless you get proxies, semaphores and timeouts right. Here's the whole pattern for httpx and aiohttp, with code.

If your scraper spends most of its wall-clock time waiting on the network, async is the single biggest speed win available — and proxies are what keep that speed from getting you banned. This guide covers async Python scraping with `httpx` and `aiohttp` plus proxies end to end: how each library sets a proxy, how to cap concurrency with a semaphore, how to set timeouts that actually fire, and how to rotate IPs without shredding your sessions. All with runnable code and placeholder credentials you swap for your own.

## Why async, and where proxies fit

Standard `requests` is blocking: each call waits for the response before the next starts. Fetch 500 pages and you pay 500 round-trips back to back. Async fetches them concurrently on one event loop, so total time collapses toward the slowest single request instead of the sum. The catch: a burst of concurrent requests from one IP is exactly the signature anti-bot systems watch for. The fix isn't to slow down to a crawl — it's to spread traffic across a [rotating proxy pool](https://quantumproxies.io/rotating-proxies) and throttle deliberately with a semaphore.

## Set a proxy in httpx (async)

`httpx` is the pragmatic default because one client model does both sync and async, and it speaks HTTP/2. Note the modern API: it's a singular `proxy=` argument on the client, not the old `proxies=` dict — a common source of "why is my proxy ignored" confusion after an upgrade. Credentials go straight into the proxy URL.

```python
import asyncio, httpx

PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"

async def fetch(client, url):
    r = await client.get(url, timeout=httpx.Timeout(20.0))
    return url, r.status_code, r.text

async def main(urls):
    async with httpx.AsyncClient(proxy=PROXY, http2=True) as client:
        tasks = [fetch(client, u) for u in urls]
        return await asyncio.gather(*tasks)

urls = ["https://httpbin.org/ip"] * 5
print(asyncio.run(main(urls)))
```

One client, reused across every request, is the point — it keeps the connection pool warm so you skip repeated TLS handshakes through the proxy. Creating a fresh client per request is the most common async performance bug: it throws away connection reuse and cookie state on every call.

## Set a proxy in aiohttp (per request)

`aiohttp` is asyncio-native and gives you the finest concurrency control, but its proxy convention differs: the proxy is passed per request on `session.get()`, not on the session. That's actually convenient for rotation. Two things bite people here — the default User-Agent is literally `Python/3.x aiohttp/3.x`, a dead giveaway you must override, and you should size the connection pool explicitly.

```python
import aiohttp, asyncio

PROXY = "http://USER:PASS@gate.quantumproxies.io:8000"
HEADERS = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
           "AppleWebKit/537.36 (KHTML, like Gecko) Chrome/132.0.0.0 Safari/537.36"}

async def fetch(session, url):
    timeout = aiohttp.ClientTimeout(total=30, connect=10, sock_read=20)
    async with session.get(url, proxy=PROXY, timeout=timeout) as resp:
        return url, resp.status, await resp.text()

async def main(urls):
    conn = aiohttp.TCPConnector(limit=20, limit_per_host=8)
    async with aiohttp.ClientSession(connector=conn, headers=HEADERS) as session:
        return await asyncio.gather(*(fetch(session, u) for u in urls))

print(asyncio.run(main(["https://httpbin.org/ip"] * 5)))
```

`TCPConnector(limit=20, limit_per_host=8)` caps total open connections and connections to any single host — a first line of politeness that stops one target absorbing your whole pool.

![Diagram of an async scraping loop: asyncio.gather feeding a semaphore, then a rotating proxy gateway, then parallel target fetches](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335150/blog/generated/qp-b9-010-diag1.png)
*The semaphore throttles; the rotating gateway disguises. You need both — async speed without either is a block wave.*

## Cap concurrency with a semaphore

Firing unlimited concurrent requests is the fastest way to burn a proxy pool and trip rate limits. An `asyncio.Semaphore` is the throttle: it caps how many requests are in flight at once, regardless of how many tasks you queue. Set a global limit, and for aggressive jobs a per-domain limit too.

```python
sem = asyncio.Semaphore(15)  # never more than 15 requests in flight

async def guarded_fetch(client, url):
    async with sem:
        return await fetch(client, url)

async def main(urls):
    async with httpx.AsyncClient(proxy=PROXY) as client:
        return await asyncio.gather(*(guarded_fetch(client, u) for u in urls))
```

The right number depends on the target's tolerance and your pool size, not on how fast your machine can go. Start conservative (10–20), watch your block rate, and raise it only while success stays high. On a single sticky IP, keep it in single digits.

## Timeouts: model every phase

A proxied request fails in more places than a direct one — DNS resolution, connecting to the proxy, tunnel setup, connecting to the target, waiting for headers, and reading the body are all distinct stalls. A single blanket timeout hides which phase hung. `aiohttp`'s `ClientTimeout(total=, connect=, sock_read=)` and `httpx`'s `Timeout()` let you bound them separately. The one rule with no exceptions: never issue a request without a timeout, or one dead exit will hang a coroutine forever and quietly starve your event loop.

## Rotate proxies without breaking sessions

There are two rotation strategies and picking the wrong one corrupts your data. Random per-request rotation is perfect for stateless page fetches. But it destroys any flow that depends on cookies, login or localisation, because request two lands on a different IP than request one. The clean split: rotate at the logical-unit boundary — one IP per crawl segment or per account — and use a rotating gateway that hands you a fresh exit automatically so your code never manages a list.

```python
# rotating gateway: one endpoint, new exit IP per request
ROT = "http://USER:PASS@rotating.quantumproxies.io:8000"

# sticky session: same IP for a multi-step flow, tag the session id
STICKY = "http://USER-session-a1b2:PASS@gate.quantumproxies.io:8000"

async def crawl_segment(urls):
    async with httpx.AsyncClient(proxy=ROT) as client:  # rotates per call
        return await asyncio.gather(*(fetch(client, u) for u in urls))
```

A rotating residential gateway is the pragmatic default for high-concurrency scraping: per-request rotation across 90M+ IPs in 200+ countries, with sticky sessions when a cart or login needs the same exit for a few minutes. If you're weighing residential against ISP or datacenter for the job, our guide to [which proxy type to use](https://quantumproxies.io/blog/mobile-vs-residential-vs-isp-proxies-which-one-should-you-use-in-2026) lays out the trade-offs.

[Get a rotating residential gateway](https://quantumproxies.io/rotating-proxies)

## Retries, backoff and jitter

Dead exits and transient blocks are normal at scale, not exceptional. But naive retries make things worse: when 50 async tasks fail at the same instant and all retry immediately, you fire a synchronised burst that hammers the target harder than the original run. Add exponential backoff plus randomised jitter so retries spread out, cap the attempts, and rotate the IP on failure rather than reusing the burned one.

```python
import random
from httpx import HTTPError

async def robust_fetch(client, url, tries=3):
    for attempt in range(tries):
        try:
            r = await client.get(url, timeout=httpx.Timeout(20.0))
            if r.status_code < 400 and looks_real(r.text):
                return r
        except HTTPError:
            pass
        # exponential backoff + jitter before the next attempt
        await asyncio.sleep((2 ** attempt) + random.uniform(0, 1))
    return None
```

![Side-by-side comparison of httpx and aiohttp proxy conventions, timeouts and concurrency controls for async scraping](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335149/blog/generated/qp-b9-010-diag2.png)
*Two libraries, two proxy conventions: httpx sets the proxy on the client, aiohttp per request.*

## A 200 is not a success

The subtlest async scraping bug is treating HTTP 200 as done. Anti-bot systems return 200 with a CAPTCHA page, an access-denied notice, an empty result set or a JS challenge — so a proxy that scores "success" on status code alone is quietly feeding you blocked pages. Validate the *content*: check for a known element, a minimum length, or the absence of challenge markers before you trust a response. That's the `looks_real()` gate in the retry loop above.

## When to stop hand-rolling the stack

The pattern above — async client, semaphore, timeouts, rotation, content validation — handles most targets cleanly. But once a site layers on Cloudflare, TLS fingerprinting or heavy client-side rendering, raw async HTTP starts losing regardless of your proxy, because a Python TLS handshake looks nothing like Chrome's. At that line a [Scraper API](https://quantumproxies.io/scraper-api) that carries a real browser fingerprint, rotates IPs and renders JavaScript on demand is less code and a higher success rate than maintaining it all by hand. Our post on [headless vs HTTP cost](https://quantumproxies.io/blog/headless-browser-vs-http-requests-cost) covers where that escalation pays off.

## Frequently asked questions

### How do I use a proxy with aiohttp?

Pass the proxy URL per request: `session.get(url, proxy="http://user:pass@host:port")`. Unlike `requests`, aiohttp does not take a proxies dict on the session. Always override the default User-Agent (`Python/3.x aiohttp/3.x` is an obvious bot signal) and set a `ClientTimeout` so a dead exit can't hang the coroutine.

### Is httpx or aiohttp better for async scraping?

Reach for `httpx` as the default: one client works sync and async, HTTP/2 is built in, and the proxy is a single argument. Choose `aiohttp` when you want maximum concurrency control — explicit connection-pool caps and per-request proxies suit large, fast crawls. Both are fine; the proxy strategy matters more than the library.

### How many concurrent requests should I run?

Not as many as your machine allows — as many as the target and your pool tolerate. Start with a semaphore of 10–20 in flight, watch the block and error rate, and only raise it while success stays high. On one sticky IP, stay in single digits. Wider IP rotation lets you run higher total concurrency safely.

### Why does my async scraper get blocked when the sync one didn't?

Because concurrency concentrates the signal: many simultaneous requests from one IP is a classic bot pattern. Spread the load across a rotating pool, throttle with a semaphore, add jittered backoff on retries, and validate response content — a 200 can still be a challenge page. Speed without rotation is what got you blocked.

That's the full async pattern: pick a client, set the proxy the right way for it, cap concurrency with a semaphore, bound every timeout phase, rotate at the logical boundary, and never trust a bare 200. Get the proxy layer right first and most of the block list disappears before you hit it.

[Try the QuantumProxies Scraper API](https://quantumproxies.io/scraper-api)


---

# Go Proxy Scraping: http.Transport, Auth, Rotation and Concurrency

In Go the whole proxy story lives on one field: Transport.Proxy. Set it right and you get per-request rotation, SOCKS5 and colly for free. Set it wrong and you get 'context canceled' at 2am.

Go makes proxying deceptively simple: the entire client-side story lives on one field, `http.Transport.Proxy`. Get it right and per-request rotation, SOCKS5 and `colly` integration all fall out of the same design. Get it wrong and you meet the classic Go proxy failures - `context canceled`, connection-pool exhaustion, and an `HTTP_PROXY` variable that your custom transport silently ignores. This guide walks the whole path with runnable code.

## The one-liner: http.Transport with a proxy URL

Every proxied request in Go flows through a `Transport`. The `net/http` package ships a helper, `http.ProxyURL`, that pins one static proxy for the whole client. Credentials go straight into the URL userinfo - Go turns them into the `Proxy-Authorization` header for you:

```go
package main

import (
  "fmt"
  "net/http"
  "net/url"
  "time"
)

func main() {
  proxyURL, _ := url.Parse("http://USER:PASS@gate.quantumproxies.io:8000")
  client := &http.Client{
    Timeout:   20 * time.Second,
    Transport: &http.Transport{Proxy: http.ProxyURL(proxyURL)},
  }
  resp, err := client.Get("https://httpbin.org/ip")
  if err != nil {
    panic(err)
  }
  defer resp.Body.Close()
  fmt.Println(resp.Status) // body shows the exit IP, not yours
}
```

Always set `Client.Timeout`. Go has no default timeout on `http.Client`, so a single dead exit will block the goroutine forever - the number-one reason a Go scraper appears to hang is a missing timeout, not a slow target.

## Rotating proxies with a Proxy function

`Proxy` is not limited to a fixed URL - it is a function `func(*http.Request) (*url.URL, error)` that Go calls once per request. That is your rotation hook. Pick a random endpoint from a pool and every request leaves through a different IP, with zero list-management logic in your fetch loop:

```go
import "math/rand"

pool := []string{
  "http://USER:PASS@ip1.quantumproxies.io:8000",
  "http://USER:PASS@ip2.quantumproxies.io:8000",
  "http://USER:PASS@ip3.quantumproxies.io:8000",
}

transport := &http.Transport{
  Proxy: func(r *http.Request) (*url.URL, error) {
    return url.Parse(pool[rand.Intn(len(pool))])
  },
  MaxIdleConnsPerHost: 32, // reuse connections across the pool
}
```

For most scraping you should not manage a pool at all. Point the `Proxy` function at a single [rotating residential gateway](https://quantumproxies.io/rotating-proxies) and the gateway hands you a fresh IP on every request across 90M+ addresses in 200+ countries - one endpoint, no list, sticky sessions when a flow needs the same exit for a few minutes.

![Diagram showing a Go http.Client delegating a request to http.Transport, which calls the Proxy function to route through a rotating residential gateway to the target site](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335148/blog/generated/qp-b9-009-diag1.png)
*One Transport, one Proxy function: the function runs per request, so a single client rotates across the whole pool.*

## Proxy authentication in Go

Putting `USER:PASS@` in the proxy URL is the clean path and works for both `ProxyURL` and a custom `Proxy` function. If you prefer to keep credentials out of the URL, set the header on the CONNECT tunnel yourself via `Transport.ProxyConnectHeader`. If your provider uses IP-whitelist auth instead, drop the credentials entirely and authorise your server's IP in the dashboard - QuantumProxies supports both. A refused CONNECT with `407` or `proxyconnect tcp` almost always means missing or wrong credentials, not a target-side block.

## The HTTP_PROXY environment variable (and when Go ignores it)

Go's `http.DefaultTransport` uses `http.ProxyFromEnvironment`, which reads `HTTP_PROXY`, `HTTPS_PROXY` and `NO_PROXY` (per the `golang.org/x/net/http/httpproxy` package). Two behaviours trip people up. First, those variables accept either a full URL or a bare `host:port`, where the `http` scheme is assumed. Second, requests to `localhost` or a loopback address always bypass the proxy, returning a nil URL. The bigger gotcha is the reverse: the moment you build your own `&http.Transport{Proxy: ...}`, you have *replaced* the env-var behaviour - your explicit function wins and `HTTP_PROXY` is ignored. If you want both, wrap them yourself.

## SOCKS5 proxies in Go

The standard library has no SOCKS5 client, so pull in `golang.org/x/net/proxy` and dial through it. Feed the dialer into `Transport.DialContext` so DNS resolves at the proxy, not on your machine (the same hostname-leak issue that `socks5h` solves in other stacks). If you are weighing the two schemes, our note on [SOCKS5 vs HTTP proxies](https://quantumproxies.io/blog/socks5-vs-http-proxy-difference) covers when each wins:

```bash
go get golang.org/x/net/proxy
```

```go
import (
  "context"
  "net"
  "net/http"
  "golang.org/x/net/proxy"
)

auth := &proxy.Auth{User: "USER", Password: "PASS"}
dialer, err := proxy.SOCKS5("tcp", "gate.quantumproxies.io:1080", auth, proxy.Direct)
if err != nil {
  panic(err)
}

transport := &http.Transport{
  DialContext: func(ctx context.Context, network, addr string) (net.Conn, error) {
    return dialer.Dial(network, addr)
  },
}
client := &http.Client{Transport: transport}
```

## Proxies in colly

If you scrape with `colly`, you get rotation without touching the transport. The `colly/proxy` package ships a `RoundRobinProxySwitcher` that cycles endpoints per request, and `LimitRule` handles pacing. This is the fastest way to a polite, rotating crawler in Go:

```go
import (
  "time"
  "github.com/gocolly/colly/v2"
  "github.com/gocolly/colly/v2/proxy"
)

c := colly.NewCollector(colly.Async(true))

rp, err := proxy.RoundRobinProxySwitcher(
  "http://USER:PASS@ip1.quantumproxies.io:8000",
  "http://USER:PASS@ip2.quantumproxies.io:8000",
)
if err != nil {
  panic(err)
}
c.SetProxyFunc(rp)

c.Limit(&colly.LimitRule{
  DomainGlob:  "*",
  Parallelism: 8,
  RandomDelay: 2 * time.Second,
})
```

## Concurrency done right (and the context-canceled trap)

Go's concurrency is why teams pick it for scraping, and also where the `context canceled` error comes from. It fires when a request's context is cancelled before the body is fully read - usually a per-request timeout that expired, or a `cancel()` that ran too early because of a misplaced `defer`. Bound your fan-out with a semaphore, give each request its own timeout context, and read then close the body before the cancel fires:

```go
sem := make(chan struct{}, 20) // cap concurrency
var wg sync.WaitGroup

for _, u := range urls {
  wg.Add(1)
  sem <- struct{}{}
  go func(u string) {
    defer wg.Done()
    defer func() { <-sem }()

    ctx, cancel := context.WithTimeout(context.Background(), 20*time.Second)
    defer cancel()

    req, _ := http.NewRequestWithContext(ctx, "GET", u, nil)
    resp, err := client.Do(req)
    if err != nil {
      return // rotate/log; do not retry the same burned exit
    }
    io.Copy(io.Discard, resp.Body) // drain BEFORE cancel fires
    resp.Body.Close()
  }(u)
}
wg.Wait()
```

Two more production notes. Set `MaxIdleConnsPerHost` high enough that a big pool reuses connections instead of exhausting file descriptors - the usual cause of `EOF` after a few hundred requests. And rotate the exit on failure rather than retrying the same one; a dead residential IP does not recover on the next attempt. For the wider design at millions of pages, our guide on [large-scale scraping architecture](https://quantumproxies.io/blog/large-scale-web-scraping-architecture) covers queues, dedup and proxy tiering.

## Reuse one client, tune the transport

Create the `http.Client` once and share it across every goroutine - it is safe for concurrent use, and its connection pool is what makes a Go scraper fast. A fresh client per request throws away keep-alive and forces a new TLS handshake every time. Three `Transport` fields matter under load: `MaxIdleConns` and `MaxIdleConnsPerHost` size the pool, and `IdleConnTimeout` retires stale connections so a rotating proxy pool never pins a dead exit. Set them explicitly - the standard-library defaults are tuned for a browser, not a crawler running thousands of requests a minute.

![Two-column table mapping Go proxy errors - proxyconnect refused, context canceled, x509, EOF, ignored HTTP_PROXY - to their causes and fixes](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335148/blog/generated/qp-b9-009-diag2.png)
*Nearly every Go proxy failure maps to one of these five - check the cause column before you retry the same exit.*

## When to stop hand-rolling transports

The code above is enough for clean targets. Once a site adds Cloudflare, TLS fingerprinting or JavaScript rendering, a raw Go TLS handshake looks nothing like Chrome's, and no proxy fixes that mismatch. At that point a [Scraper API](https://quantumproxies.io/scraper-api) that carries a real browser fingerprint, rotates IPs and renders JS for you is less code and a higher success rate than maintaining the stack by hand. If you are choosing a language for a new scraper, our [best proxies for web scraping](https://quantumproxies.io/blog/best-proxies-for-web-scraping) post maps the trade-offs across stacks.

[Offload rendering and rotation to the Scraper API](https://quantumproxies.io/scraper-api)

## Frequently asked questions

### How do I set a proxy for the Go HTTP client?

Build an `http.Transport` with a `Proxy` field and pass it to `http.Client`. Use `http.ProxyURL(u)` for a single static proxy, or a `func(*http.Request) (*url.URL, error)` to choose the exit per request. Put credentials in the URL as `http://user:pass@host:port` and always set `Client.Timeout`.

### Why does Go ignore my HTTP_PROXY variable?

Because you built a custom `Transport` with an explicit `Proxy` function, which replaces the default `ProxyFromEnvironment` behaviour. Env vars only apply when you use `http.DefaultTransport` or set `Proxy: http.ProxyFromEnvironment` yourself. Also note that loopback and localhost requests always bypass the proxy.

### What causes 'context canceled' with a Go proxy?

The request's context was cancelled before the response body was read - typically an expired per-request timeout or a `cancel()` that ran too early via `defer`. Give each request its own timeout context, drain and close the body before the deferred cancel executes, and don't share one cancellable context across many goroutines.

### Does Go support SOCKS5 proxies?

Not in the standard library, but `golang.org/x/net/proxy` adds a SOCKS5 dialer. Create it with `proxy.SOCKS5` and plug it into `Transport.DialContext` so hostnames resolve at the proxy rather than leaking through a local DNS lookup.

That is the whole client-side picture: one `Transport` field for setup, a function for rotation, `x/net/proxy` for SOCKS5, `colly` for polite crawling, and a semaphore plus per-request contexts for concurrency. Start with a clean rotating pool and you skip most of the error list before it happens.

[Start with QuantumProxies residential proxies](https://quantumproxies.io/residential-proxies)


---

# PHP cURL Proxy Scraping: CURLOPT_PROXY, Auth and Guzzle

Most PHP proxy snippets online still carry the same three bugs from 2011. Here's a clean CURLOPT_PROXY setup — auth, SOCKS5, curl_multi rotation, Guzzle and timeouts — that holds up in production.

PHP cURL proxy code has a peculiar problem: the top-ranking snippets are a decade old, and many ship real bugs — double `curl_exec()` calls that fire every request twice, `CURLOPT_SSL_VERIFYPEER` disabled "to make HTTPS work", options set to values that were already the default. This guide is the current, correct version: `CURLOPT_PROXY` with authentication, SOCKS5, parallel rotation with `curl_multi`, the same setup in Guzzle, and timeouts that keep a worker from hanging all night.

## A minimal, correct PHP cURL proxy example

```php
<?php
function fetch(string $url): string|false {
    $ch = curl_init($url);
    curl_setopt_array($ch, [
        CURLOPT_PROXY          => 'http://gate.quantumproxies.io:8000',
        CURLOPT_PROXYUSERPWD   => 'USER:PASS',
        CURLOPT_RETURNTRANSFER => true,  // return the body, don't echo it
        CURLOPT_FOLLOWLOCATION => true,
        CURLOPT_MAXREDIRS      => 3,
        CURLOPT_CONNECTTIMEOUT => 10,    // seconds to reach the proxy
        CURLOPT_TIMEOUT        => 30,    // seconds for the whole transfer
        CURLOPT_ENCODING       => '',    // accept gzip/br, decode automatically
    ]);
    $body = curl_exec($ch);
    if ($body === false) {
        error_log('cURL error ' . curl_errno($ch) . ': ' . curl_error($ch));
    }
    curl_close($ch);
    return $body;
}

echo fetch('https://httpbin.org/ip'); // -> the proxy exit IP
```

Credentials can live in `CURLOPT_PROXYUSERPWD` as shown, or inline in the proxy URL (`http://USER:PASS@host:port`) — both work. `CURLOPT_RETURNTRANSFER` is the one beginners miss: without it, `curl_exec()` echoes the response straight to output and returns `true`, which is never what a scraper wants. On PHP 8 the handle is a `CurlHandle` object rather than a resource; the option calls are unchanged.

## The options people cargo-cult (and one real security mistake)

- `CURLOPT_HTTPPROXYTUNNEL` — not needed for HTTPS targets. cURL establishes the CONNECT tunnel automatically whenever the target is `https://`; this option only forces tunnelling for plain-HTTP targets, which scraping almost never requires.
- `CURLOPT_CUSTOMREQUEST => 'GET'` — GET is already the default; setting it does nothing except break redirect handling in edge cases.
- Calling `curl_exec()` twice — the classic Stack Overflow bug: the request fires twice and the second return value clobbers the first. Once per handle.
- `CURLOPT_SSL_VERIFYPEER => false` — the genuinely dangerous one. It "fixes" certificate errors by allowing man-in-the-middle attacks on every request. The real fix, per the PHP manual, is pointing `curl.cainfo` in php.ini at an up-to-date `cacert.pem` bundle.

![Checklist of PHP cURL proxy options to set versus options to avoid, including the SSL_VERIFYPEER mistake](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335147/blog/generated/qp-b9-008-diag1.png)
*Six options carry the whole job; the right column is copy-paste debt from 2011-era tutorials.*

## SOCKS5 proxies in PHP

```php
<?php
// scheme style: socks5h = DNS resolved by the proxy (use for scraping)
curl_setopt($ch, CURLOPT_PROXY, 'socks5h://USER:PASS@gate.quantumproxies.io:1080');

// split style: same result via CURLOPT_PROXYTYPE
curl_setopt($ch, CURLOPT_PROXY, 'gate.quantumproxies.io:1080');
curl_setopt($ch, CURLOPT_PROXYTYPE, CURLPROXY_SOCKS5_HOSTNAME);
curl_setopt($ch, CURLOPT_PROXYUSERPWD, 'USER:PASS');
```

The scheme decides where DNS happens: `socks5://` (and `CURLPROXY_SOCKS5`) resolves hostnames on your server, leaking every target domain to your local resolver; `socks5h://` (`CURLPROXY_SOCKS5_HOSTNAME`) resolves at the proxy exit. Prefer the latter. QuantumProxies exposes [HTTP and SOCKS5 on every plan](https://quantumproxies.io/socks5-proxies), so switching protocols is a one-line change, not a new subscription. The same DNS rule applies on the command line — see our [curl proxy recipes](https://quantumproxies.io/blog/curl-with-proxy-examples) for the shell equivalents of everything on this page.

## Rotation and parallel requests with curl_multi

PHP has no async/await, but it does not need one for parallel scraping — `curl_multi` runs dozens of transfers concurrently in a single process. Point every handle at a rotating gateway and each request automatically exits from a different [residential IP](https://quantumproxies.io/residential-proxies), with zero proxy-list bookkeeping in your code:

```php
<?php
$urls = ['https://example.com/p/1', 'https://example.com/p/2', 'https://example.com/p/3'];

$mh = curl_multi_init();
$handles = [];

foreach ($urls as $url) {
    $ch = curl_init($url);
    curl_setopt_array($ch, [
        // one gateway, a fresh residential exit per request
        CURLOPT_PROXY          => 'http://USER:PASS@rotating.quantumproxies.io:8000',
        CURLOPT_RETURNTRANSFER => true,
        CURLOPT_CONNECTTIMEOUT => 10,
        CURLOPT_TIMEOUT        => 30,
        CURLOPT_ENCODING       => '',
    ]);
    curl_multi_add_handle($mh, $ch);
    $handles[$url] = $ch;
}

do {
    curl_multi_exec($mh, $running);
    curl_multi_select($mh);        // wait for activity instead of spinning
} while ($running > 0);

$results = [];
foreach ($handles as $url => $ch) {
    $results[$url] = curl_multi_getcontent($ch);
    curl_multi_remove_handle($mh, $ch);
    curl_close($ch);
}
curl_multi_close($mh);
```

Keep batches modest — 8 to 16 concurrent handles is plenty for most targets, and pacing matters more than raw speed: a `usleep()` of a few hundred milliseconds between batches costs you little and keeps request rates under the thresholds that trigger 429s. Check `curl_getinfo($ch, CURLINFO_HTTP_CODE)` per handle and route failures into a retry queue rather than refetching inline. When a flow spans several requests that must share one identity (login, cart, pagination with cookies), switch that handle to a sticky session by suffixing the username: `USER-session-a1b2c3` holds the same exit IP for the duration instead of rotating.

![Diagram of a PHP scraping pipeline sending curl_multi batches through a rotating residential proxy gateway](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335147/blog/generated/qp-b9-008-diag2.png)
*The worker stays dumb, the gateway stays smart: rotation, stickiness and geo-targeting all live in the proxy URL.*

## Headers and cookies: look like the browser you claim to be

A clean exit IP with default cURL headers still reads as a bot — PHP announces itself unless you dress the request. Three options close most of the gap: `CURLOPT_USERAGENT` with a current browser string, `CURLOPT_HTTPHEADER` for `Accept-Language` and friends, and the cookie pair `CURLOPT_COOKIEJAR` / `CURLOPT_COOKIEFILE` pointed at the same file, which persists session cookies across handles the way a browser does. Cookie persistence matters more than people expect: many sites set a token on the first hit and quietly challenge clients that never return it. Keep the claimed identity coherent — a Chrome User-Agent with no `Accept-Language` and a bare header set is itself a fingerprint, and coherence-checking is exactly how mid-tier anti-bot vendors catch PHP scrapers on their second request.

## Guzzle: the same proxy, nicer ergonomics

```php
<?php
use GuzzleHttp\Client;

$client = new Client([
    'proxy'           => 'http://USER:PASS@gate.quantumproxies.io:8000',
    'timeout'         => 30,
    'connect_timeout' => 10,
]);

$res = $client->get('https://httpbin.org/ip');
echo $res->getBody();

// per-request override, e.g. a sticky session for a login flow
$res = $client->get('https://example.com/account', [
    'proxy' => 'http://USER-session-a1b2c3:PASS@gate.quantumproxies.io:8000',
]);
```

Guzzle drives cURL underneath, so everything above still applies — it just reads better. One warning: Guzzle's default `timeout` is 0, meaning wait forever. A proxy exit that stalls mid-transfer will pin a PHP-FPM worker indefinitely, so set both timeouts on every client you construct. The `proxy` option also accepts an array with `http`, `https` and `no` keys when you need per-scheme routing or internal-host exclusions.

## When PHP cURL stops being enough

cURL fetches HTML; it does not execute JavaScript. If the response comes back as a skeleton page with empty divs, the data is client-rendered — our guide on [empty-page responses](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript) shows how to detect it. And on hardened targets, cURL's TLS handshake itself gives you away no matter how clean the IP is (the [browser-works-curl-403 mystery](https://quantumproxies.io/blog/curl-403-but-browser-works)). PHP cannot reasonably run a headless browser per request, so the pragmatic escape hatch is the [Scraper API](https://quantumproxies.io/scraper-api): one cURL call to a single endpoint, and rendering, browser fingerprints, rotation and parsing come back as clean markdown, JSON or HTML.

[Try the Scraper API from PHP](https://quantumproxies.io/scraper-api)

## Frequently asked questions

### How do I use a proxy with PHP cURL?

Set `CURLOPT_PROXY` to the full proxy URL, add `CURLOPT_PROXYUSERPWD` if it needs credentials, and always enable `CURLOPT_RETURNTRANSFER` plus explicit timeouts. That is the entire required set — HTTPS targets tunnel automatically, and everything else is optional tuning.

### How do I pass a proxy username and password in PHP?

Either `curl_setopt($ch, CURLOPT_PROXYUSERPWD, 'user:pass')` or embed them in the URL: `http://user:pass@host:port`. If you get HTTP 407, the proxy rejected those credentials — check for typos and URL-encode special characters. Providers that use IP-whitelist auth need no credentials at all once your server's IP is authorized.

### Can PHP cURL use a SOCKS5 proxy?

Yes. Pass a `socks5h://` URL to `CURLOPT_PROXY`, or set `CURLOPT_PROXYTYPE` to `CURLPROXY_SOCKS5_HOSTNAME`. Prefer the hostname variants over plain `socks5` so DNS resolves at the proxy exit rather than your server — otherwise every target domain leaks through your local resolver.

### What is CURLOPT_HTTPPROXYTUNNEL and do I need it?

It forces cURL to tunnel through the proxy with CONNECT instead of asking the proxy to fetch the URL. For `https://` targets cURL tunnels automatically, so the option is redundant in almost all scraping code. Set it only when you need tunnel semantics for a plain-HTTP target.

### How do I set a timeout for PHP cURL through a proxy?

Set both: `CURLOPT_CONNECTTIMEOUT` covers reaching the proxy and opening the tunnel, `CURLOPT_TIMEOUT` caps the whole transfer. Millisecond variants (`_MS`) exist for tighter budgets. Without them a stalled exit holds the request — and under PHP-FPM, an entire worker — until the web server's own limit kills it.

Copy the first snippet, keep the checklist in mind, and PHP is a perfectly solid scraping language: `curl_multi` for parallelism, a rotating gateway for identity, Guzzle for ergonomics, and the Scraper API for the pages that fight back.

[Run your PHP scraper on QuantumProxies residential IPs](https://quantumproxies.io/residential-proxies)


---

# Node.js Proxy Setup: Axios, Fetch, Undici & Rotation

The axios proxy option is a trap on HTTPS targets, and native fetch ignores your proxy env vars entirely. Here is the setup that works across axios, fetch and undici — agents, auth, SOCKS5, rotation and streaming.

Routing Node.js requests through a proxy looks like a one-liner and turns into an afternoon of debugging. The reason is that the three HTTP clients most projects use — axios, the native `fetch` that shipped as a global in Node 18, and the underlying undici library — each take a proxy differently, and none of them behave the way you expect. Axios has a built-in `proxy` config that is documented, Node-only, and quietly broken for HTTPS targets behind an HTTP proxy: a bug that has been open on the axios GitHub tracker since 2020 and drove a heavily-upvoted Stack Overflow thread. Native fetch, meanwhile, ignores `HTTP_PROXY` environment variables and has no proxy option at all. This guide gives you the setup that actually works in each client, plus auth, SOCKS5, rotation and streaming.

## Axios proxy config vs proxy agents

Axios ships with a `proxy` object — `{ host, port, auth }` — and it works fine for plain HTTP targets. The trap is HTTPS: when the target is `https://` and the proxy speaks HTTP, axios fails to open the CONNECT tunnel and your request either hangs or comes back with your real IP. The fix that the community settled on is to bypass the built-in config entirely and hand axios a proxy agent instead, then set `proxy: false` so the two mechanisms do not fight:

```js
import axios from "axios";
import { HttpsProxyAgent } from "https-proxy-agent";

// Note the destructured import — a default import is the classic gotcha.
const agent = new HttpsProxyAgent("http://USER:PASS@gate.quantumproxies.io:PORT");

const client = axios.create({
  httpAgent: agent,   // for http:// targets
  httpsAgent: agent,  // for https:// targets
  proxy: false,       // disable axios' own broken proxy handling
  timeout: 15000,
});

const r = await client.get("https://httpbin.org/ip");
console.log(r.data); // { origin: "<proxy exit IP>" }
```

Two details save hours. First, use the **destructured** `{ HttpsProxyAgent }` import — recent versions export it as a named symbol, and a default import gives you an object that throws when constructed. Second, the proxy URL scheme stays `http://` even when the proxy carries HTTPS traffic: the scheme describes how you reach the proxy, and the TLS to the target runs inside the tunnel. The same failure class shows up in Python; if you also work in requests, the patterns rhyme with our [ProxyError and SSLError fix guide](https://quantumproxies.io/blog/python-requests-proxyerror-fix).

## Authentication and environment variables

Authenticated proxies use HTTP Basic credentials. With an agent, embed them in the URL as `http://user:pass@host:port`; if the password contains `@`, `:` or `/`, URL-encode it with `encodeURIComponent()` first or the URL splits in the wrong place. A `407 Proxy Authentication Required` means the credentials were rejected or your source IP is not whitelisted. Axios also reads `HTTP_PROXY`, `HTTPS_PROXY` and `NO_PROXY` from the environment — handy for proxying a third-party library without touching its code — and you disable that by setting `proxy: false`. The important warning: native `fetch` does **not** read these variables, so a scraper that relies on env-var proxying silently goes direct the moment you switch from axios to fetch.

![Comparison of how axios, native fetch and undici each accept a proxy in Node.js, showing proxy agents versus the undici dispatcher](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335145/blog/generated/qp-b9-007-diag1.png)
*Same request, three plumbing systems. Axios wants an agent, native fetch wants an undici dispatcher, and mixing them up is the number-one cause of 'proxy not working'.*

## Proxying native fetch with undici

Node's global `fetch` is built on undici, and undici is where the proxy lives. You create a `ProxyAgent` and pass it as the non-standard `dispatcher` option — this is the modern, dependency-light way to proxy fetch, and it handles HTTPS CONNECT correctly out of the box:

```js
import { ProxyAgent } from "undici";

const dispatcher = new ProxyAgent({
  uri: "http://gate.quantumproxies.io:PORT",
  token: "Basic " + Buffer.from("USER:PASS").toString("base64"),
});

const res = await fetch("https://httpbin.org/ip", { dispatcher });
console.log(await res.json());
```

If you are on undici directly rather than global fetch, the same `ProxyAgent` plugs into `request()` or into `setGlobalDispatcher()` to proxy every fetch in the process at once. That single-call global switch is the cleanest way to route an entire codebase through a proxy without threading a dispatcher through every function.

## SOCKS5 proxies in Node.js

Neither axios nor undici speaks SOCKS natively — pass a `socks5://` string to the axios `proxy` config and you get a `protocol mismatch` assertion. Install `socks-proxy-agent` and use it the same way as the HTTPS agent, wired into both `httpAgent` and `httpsAgent`. Prefer `socks5h://` over `socks5://`: the trailing `h` resolves DNS on the proxy side, which stops DNS leaks and resolves geo-fenced hostnames from the exit location. Every [SOCKS5 proxy](https://quantumproxies.io/socks5-proxies) plan exposes the same gateway over HTTP and SOCKS5, so this is a scheme swap, not a new purchase:

```js
import axios from "axios";
import { SocksProxyAgent } from "socks-proxy-agent";

const agent = new SocksProxyAgent("socks5h://USER:PASS@gate.quantumproxies.io:PORT");

const client = axios.create({ httpAgent: agent, httpsAgent: agent });
const r = await client.get("https://httpbin.org/ip");
console.log(r.data);
```

## Rotation without a proxy list

The old recipe — an array of IPs, `Math.random()` per request, prune the dead ones — is code you no longer maintain. A rotating gateway assigns a fresh exit IP server-side on every request, so one endpoint behaves like a whole pool. Through [rotating residential proxies](https://quantumproxies.io/rotating-proxies) that pool spans 90M+ IPs across 200+ countries, and the loop below prints a different origin each iteration with zero rotation logic:

```js
import axios from "axios";
import { HttpsProxyAgent } from "https-proxy-agent";

const agent = new HttpsProxyAgent("http://USER:PASS@gate.quantumproxies.io:PORT");
const client = axios.create({ httpAgent: agent, httpsAgent: agent, proxy: false });

for (let i = 0; i < 3; i++) {
  const r = await client.get("https://httpbin.org/ip");
  console.log(r.data.origin); // a different exit IP each time
}
```

When a flow spans several requests — login, add to cart, checkout — per-request rotation breaks the session. A sticky session parameter in the proxy username pins one exit IP for a set window, then rotates; same endpoint, one string change. If you are scaling this into thousands of concurrent requests, move the work off axios loops and read our guide to [large-scale scraping architecture](https://quantumproxies.io/blog/large-scale-web-scraping-architecture) for queueing and concurrency budgets.

## Streaming responses through a proxy

Downloading files or large JSON payloads works the same as any request once the agent is attached — set `responseType: "stream"` and pipe the body to disk. The proxy handles the transfer transparently, so a 200MB export never buffers in memory:

```js
import fs from "node:fs";

const r = await client.get("https://example.com/large.json", {
  responseType: "stream",
});
r.data.pipe(fs.createWriteStream("out.json"));
```

![Checklist contrasting working Node.js proxy configurations with the common mistakes that break axios, fetch and SOCKS5 setups](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335146/blog/generated/qp-b9-007-diag2.png)
*Most Node.js proxy failures reduce to five mistakes: the axios HTTPS bug, a default agent import, doubled-up proxy config, wrong SOCKS scheme, or expecting fetch to read env vars.*

## Frequently asked questions

### Why is my axios proxy not working?

The most common cause is an HTTPS target behind an HTTP proxy: axios' built-in `proxy` config fails to open the CONNECT tunnel and returns your real IP or hangs. Switch to a proxy agent — attach `HttpsProxyAgent` to `httpAgent` and `httpsAgent`, and set `proxy: false` so axios stops trying to handle the proxy itself.

### Does axios support SOCKS5 proxies?

Not natively — passing a `socks5://` URL to the `proxy` config throws a protocol-mismatch error. Install `socks-proxy-agent`, build a `SocksProxyAgent`, and wire it into both `httpAgent` and `httpsAgent`. Use the `socks5h://` scheme so DNS resolves on the proxy side rather than leaking from your machine.

### How do I use a proxy with native fetch in Node.js?

Native fetch has no proxy option and ignores `HTTP_PROXY` env vars. Create an undici `ProxyAgent` and pass it as the `dispatcher` option on the fetch call, or call `setGlobalDispatcher()` once to proxy every fetch in the process. Undici handles HTTPS CONNECT correctly with no extra configuration.

### How do I set an axios proxy with environment variables?

Export `HTTP_PROXY`, `HTTPS_PROXY` and optionally `NO_PROXY` with full proxy URLs; axios reads them automatically. Set `proxy: false` on a request or instance to make axios ignore the environment. Remember this only affects axios — undici and native fetch will not pick those variables up.

The whole story fits on a card: axios needs an agent and `proxy: false`, native fetch needs an undici dispatcher, SOCKS needs its own agent, and rotation belongs on the gateway rather than in your loop. Get the plumbing right and the last variable is IP quality — a clean residential exit passes where a flagged datacenter IP gets a 403 on the same code.

[Get residential proxies that pass on the first request](https://quantumproxies.io/residential-proxies)


---

# curl With a Proxy: -x Syntax, Auth, SOCKS5 and Debug Recipes

One flag routes curl through any proxy — then auth, CONNECT tunnels, SOCKS5 DNS and environment variables decide whether it actually works. Every recipe you need, ready to paste.

Using curl with a proxy is a single flag: `-x`. But between that flag and a working scraping command sit five details that generate most of the Stack Overflow traffic on the topic — credential syntax, CONNECT tunnels, SOCKS5 DNS behaviour, environment variables that silently hijack requests, and error codes that all look alike until you read the verbose output. This is the complete, copy-paste reference: every syntax variant, every auth method, and the recipes you will actually reuse.

## The -x flag: curl proxy syntax

```bash
# route one request through an HTTP proxy
curl -x http://gate.quantumproxies.io:8000 https://ifconfig.me

# identical, long form
curl --proxy http://gate.quantumproxies.io:8000 https://ifconfig.me
```

Two defaults worth knowing, straight from curl's own documentation: if you omit the scheme, curl assumes an HTTP proxy, and if you omit the port it assumes 1080 — a purely historical choice that matches almost no real proxy, so always write the port explicitly. The scheme prefix selects the proxy protocol: `http://` for a standard HTTP proxy, `https://` to encrypt the hop to the proxy itself, `socks5://` or `socks5h://` for SOCKS.

## curl proxy authentication: three ways to send credentials

```bash
# 1) credentials inline in the proxy URL
curl -x http://USER:PASS@gate.quantumproxies.io:8000 https://ifconfig.me

# 2) separate flag -- keeps the URL readable
curl -x http://gate.quantumproxies.io:8000 -U USER:PASS https://ifconfig.me

# 3) special characters must be percent-encoded (p@ss! -> p%40ss%21)
curl -x "http://USER:p%40ss%21@gate.quantumproxies.io:8000" https://ifconfig.me
```

`-U` (capital) is proxy auth; lowercase `-u` authenticates against the target site — mixing them up is the classic mistake. A `407 Proxy Authentication Required` always means the proxy rejected your credentials, never the target. Check for typos, unencoded symbols, or a provider expecting IP-whitelist auth instead of user:pass. With [QuantumProxies residential proxies](https://quantumproxies.io/residential-proxies) both modes work — whitelist your machine's IP and drop credentials entirely, or embed user:pass in the URL. The full 407 checklist lives in [our 407 troubleshooting guide](https://quantumproxies.io/blog/fix-407-proxy-authentication-required).

![Flow diagram of curl -x establishing a CONNECT tunnel through a proxy to an HTTPS target](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335145/blog/generated/qp-b9-006-diag1.png)
*For HTTPS targets curl asks the proxy for a CONNECT tunnel, then runs TLS end-to-end inside it — the proxy relays bytes it cannot read.*

## HTTPS targets and the CONNECT tunnel

When the target URL is `https://`, curl does not ask the proxy to fetch the page. It sends a `CONNECT host:443` request, the proxy opens a raw TCP tunnel, and curl performs the TLS handshake directly with the target through it. That is why an HTTP proxy can carry HTTPS traffic without breaking encryption — it forwards ciphertext it cannot read or modify. In `-v` output you will see the `CONNECT` line followed by `200 Connection established`; anything else at that step is your failure point. For non-HTTP protocols through an HTTP proxy, `-p` (`--proxytunnel`) forces the same tunnel behaviour.

## SOCKS5: one character changes where DNS happens

```bash
# SOCKS5, hostname resolved on YOUR machine
curl -x socks5://USER:PASS@gate.quantumproxies.io:1080 https://ifconfig.me

# SOCKS5h, hostname resolved BY THE PROXY -- use this for scraping
curl -x socks5h://USER:PASS@gate.quantumproxies.io:1080 https://ifconfig.me

# dedicated flag, same as socks5h
curl --socks5-hostname gate.quantumproxies.io:1080 -U USER:PASS https://ifconfig.me
```

With plain `socks5://`, your machine performs the DNS lookup locally — the target hostname leaks to your local resolver, and you may get an IP that geographically mismatches your exit. `socks5h://` pushes resolution to the proxy, so DNS answers come from the exit's network. Every [QuantumProxies plan includes SOCKS5](https://quantumproxies.io/socks5-proxies) alongside HTTP on the same gateway. If you are unsure which protocol a given tool needs, our [SOCKS5 vs HTTP comparison](https://quantumproxies.io/blog/socks5-vs-http-proxy-difference) breaks it down.

![Comparison of curl socks5 versus socks5h proxy schemes showing local versus proxy-side DNS resolution](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335145/blog/generated/qp-b9-006-diag2.png)
*socks5h:// resolves DNS at the exit — no local hostname leak, no geo mismatch. Default to it for scraping.*

## Environment variables and .curlrc

```bash
# proxy every curl (and most CLI tools) in this shell
export http_proxy="http://USER:PASS@gate.quantumproxies.io:8000"
export https_proxy="http://USER:PASS@gate.quantumproxies.io:8000"
export NO_PROXY="localhost,127.0.0.1,.internal.example"

curl https://ifconfig.me                 # proxied automatically
curl --noproxy "*" https://ifconfig.me   # bypass for one call

# permanent default: add to ~/.curlrc
# proxy = "http://USER:PASS@gate.quantumproxies.io:8000"
```

One quirk documented in curl's man page trips everyone eventually: the variables can be upper or lower case and lowercase wins, except `http_proxy`, which curl honours in lowercase only — `HTTP_PROXY` is deliberately ignored for security reasons. On Windows the `-x` syntax is identical in cmd and PowerShell; set variables with `set http_proxy=...` or `$env:http_proxy="..."`, and the config file is `%APPDATA%\_curlrc`. Remember these variables affect other tools too — a forgotten export in CI is a classic source of mystery traffic.

## Debugging with -v: read the handshake, not the tea leaves

Add `-v` and curl narrates the entire proxy conversation. Match what you see to the cause:

- `Connected to gate.quantumproxies.io` — you reached the proxy; any failure after this is auth or target-side.
- `curl: (7) Failed to connect` — wrong host/port, dead proxy, or a firewall blocking the port before the proxy ever answers.
- `407 Proxy Authentication Required` — credentials missing, wrong, or unencoded special characters in the URL.
- `curl: (56) CONNECT aborted` — the proxy refused the tunnel, usually because the target port isn't allowed (most proxies permit 443 and little else).
- Tunnel opens but the site returns 403 — that's the target blocking you, not the proxy; test the exit with the [free IP quality checker](https://quantumproxies.io/ip-checker) and see [why curl gets 403 while a browser sails through](https://quantumproxies.io/blog/curl-403-but-browser-works).

## Test the proxy before you trust it

Two thirty-second checks save hours of confused debugging later. First, confirm anonymity: hit `https://httpbin.org/headers` through the proxy and inspect what the target actually receives — a clean gateway adds no `Via` or `X-Forwarded-For` headers that would advertise proxying, while cheap or free proxies frequently inject both. Second, measure the overhead with `-w` timing variables (recipe below): a residential hop typically adds a few hundred milliseconds versus a direct request, which is normal; multi-second connect times mean a congested exit worth rotating away from. Bake both checks into CI for any pipeline that depends on proxies, and you will catch a misconfigured endpoint before it silently burns a scraping run — or your bandwidth budget, since usage bills per GB whether the responses were useful or not.

## Quick recipes

```bash
# confirm the exit IP
curl -x http://USER:PASS@gate.quantumproxies.io:8000 https://ifconfig.me

# geo-target: choose the exit country in the username
curl -x "http://USER-country-de:PASS@gate.quantumproxies.io:8000" https://ifconfig.me

# sticky session: keep the same exit IP across calls
curl -x "http://USER-session-a1b2c3:PASS@gate.quantumproxies.io:8000" https://example.com

# POST JSON through the proxy
curl -x http://USER:PASS@gate.quantumproxies.io:8000 \
  -H "Content-Type: application/json" -d '{"q":"test"}' https://httpbin.org/post

# fetch a page: follow redirects, browser UA, save to file
curl -x http://USER:PASS@gate.quantumproxies.io:8000 -L -A "Mozilla/5.0" \
  -o page.html https://example.com

# measure the proxy overhead
curl -x http://USER:PASS@gate.quantumproxies.io:8000 -s -o /dev/null \
  -w "connect: %{time_connect}s  total: %{time_total}s\n" https://example.com
```

The username-suffix tricks work because the gateway parses targeting from credentials: country selection across 200+ locations, per-request rotation by default, sticky sessions when a flow needs one identity. When your one-liners grow into a script, the same endpoint drops straight into Python — our [Python Requests proxy guide](https://quantumproxies.io/blog/python-requests-proxy-guide) picks up exactly where curl leaves off.

## Frequently asked questions

### How do I use a SOCKS5 proxy with curl?

Pass it to `-x` with a SOCKS scheme: `curl -x socks5h://user:pass@host:port https://target`. Prefer `socks5h://` over `socks5://` so DNS resolves on the proxy rather than your machine. The older `--socks5` and `--socks5-hostname` flags still work and do the same thing.

### How do I make curl ignore the proxy?

For one request, add `--noproxy "*"`. For a shell, unset `http_proxy` and `https_proxy`. To exempt specific hosts permanently, list them in `NO_PROXY` as comma-separated domains. If curl is proxying when you never asked it to, an environment variable or a `~/.curlrc` line is almost certainly the culprit.

### Why does curl return 407 Proxy Authentication Required?

The proxy rejected your credentials. Verify user and password, confirm you used `-U` (not `-u`, which targets the site), and percent-encode special characters like `@` or `!`. If your provider authenticates by IP whitelist instead, authorize your machine's IP in the dashboard and send no credentials at all.

### Does curl proxy syntax work on Windows?

Yes — `-x`, `-U` and the SOCKS schemes are identical, since curl has shipped with Windows 10 and later. Only the environment differs: set variables with `set` in cmd or `$env:` in PowerShell, and use `%APPDATA%\_curlrc` instead of `~/.curlrc` for permanent settings.

### How do I set a permanent proxy for curl?

Add a `proxy = "http://user:pass@host:port"` line to `~/.curlrc` (or `_curlrc` on Windows) and every curl invocation uses it. Alternatively, export `http_proxy` and `https_proxy` from your shell profile to cover other tools too. Command-line `-x` always overrides both, so one-off exceptions stay easy.

That is the entire surface: `-x` plus a scheme, credentials that are encoded correctly, `socks5h` when you go SOCKS, environment variables you set deliberately, and `-v` whenever anything misbehaves. The commands above run as-is against any gateway — pair them with clean residential exits and curl becomes a genuinely capable scraping tool.

[Test these recipes on QuantumProxies residential proxies](https://quantumproxies.io/residential-proxies)


---

# Puppeteer Proxy Setup: Flags, Auth, Rotation and Reality

The launch flag is easy; the 407 that follows is where most Puppeteer proxy setups die. Here is the full pattern — page.authenticate, context rotation, proxy-chain — and the truth about per-page proxies and headless detection.

Puppeteer proxy setup starts with one launch flag and, for most people, stops one step later at a wall: the proxy answers `407 Proxy Authentication Required`, because `--proxy-server` has no way to carry credentials. The fix is built in — `page.authenticate()` — but around it sits a minefield of half-working advice: npm packages that quietly reroute your traffic through Node.js, SOCKS schemes Chromium will not authenticate, and a localhost bypass that makes working proxies look dead. This guide walks the setup that holds up in production: flags, auth, rotation with browser contexts, proxy-chain for the awkward cases, and an honest section on headless detection.

## Puppeteer proxy setup: the base pattern

The proxy is a Chromium launch argument, so it applies to the whole browser. Credentials go through `page.authenticate()`, which answers the proxy's 407 challenge via the DevTools protocol — call it before any navigation:

```js
const puppeteer = require('puppeteer');

(async () => {
  const browser = await puppeteer.launch({
    args: ['--proxy-server=http://gate.quantumproxies.io:PORT'],
  });
  const page = await browser.newPage();
  await page.authenticate({ username: 'USER', password: 'PASS' });

  await page.goto('https://httpbin.org/ip', { waitUntil: 'domcontentloaded' });
  console.log(await page.evaluate(() => document.body.innerText)); // exit IP
  await browser.close();
})();
```

Four details save hours of debugging:

- **Build the flag with a template literal or concatenation, not plain quotes.** A classic Stack Overflow bug: `"--proxy-server =..."` in double quotes with an interpolation placeholder never substitutes the variable — and the stray space breaks parsing too.
- **Include the scheme.** `--proxy-server=socks5://host:port` for SOCKS, otherwise Chromium assumes HTTP.
- **Do not embed `user:pass@` in the flag.** Chromium ignores it; only `page.authenticate()` (or IP whitelisting) authenticates.
- **Localhost bypasses the proxy.** Chromium skips proxies for loopback URLs — a puzzle documented in Puppeteer issue #3711. Add `--proxy-bypass-list=<-loopback>` if you genuinely need to proxy local traffic; otherwise just test against an external URL.

![Flow diagram of Puppeteer proxy authentication: launch flag, page.authenticate registers credentials, proxy 407 challenge answered, page loads from residential exit IP](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335144/blog/generated/qp-b9-005-diag1.png)
*page.authenticate registers credentials with the DevTools protocol; when the gateway sends its 407, Chromium answers without ever showing a dialog.*

## Rotating proxies with browser contexts

Relaunching Chrome per IP costs seconds and hundreds of MB each time. Browser contexts fix that: since Puppeteer v22 the API is `browser.createBrowserContext()` (replacing the old incognito variant), it accepts a `proxyServer` option, and a context is created in milliseconds with its own cookies and storage:

```js
const puppeteer = require('puppeteer');

(async () => {
  const browser = await puppeteer.launch();
  const jobs = ['https://example.com/a', 'https://example.com/b'];

  for (const url of jobs) {
    const context = await browser.createBrowserContext({
      proxyServer: 'http://gate.quantumproxies.io:PORT',
    });
    const page = await context.newPage();
    await page.authenticate({ username: 'USER', password: 'PASS' });
    try {
      await page.goto(url, { timeout: 30000 });
      // ...extract...
    } finally {
      await context.close();
    }
  }
  await browser.close();
})();
```

Against a rotating gateway, each context naturally exits from a different address in the pool — with [rotating residential proxies](https://quantumproxies.io/rotating-proxies) that is 90M+ IPs across 200+ countries behind one hostname, and a sticky-session username parameter pins an exit when a multi-page flow needs continuity. This is the same context-per-job architecture we recommend for [Playwright](https://quantumproxies.io/blog/playwright-proxy-integration); Puppeteer just spells the auth step explicitly.

Two habits keep rotation honest. Log the exit IP per context during development — hit an IP-echo endpoint at context start and store it with your scraped rows, so when a target starts soft-blocking you can tell whether one exit or one fingerprint is the culprit. And bound your concurrency: each context is cheap, but every open page still holds renderer memory, so a semaphore around context creation beats an unbounded loop the first time a job list grows to thousands of URLs.

## proxy-chain: the local bridge for awkward auth

Two cases break the flag-plus-authenticate pattern: authenticated SOCKS5 (Chromium has no SOCKS credential support at all) and tools that only accept a bare proxy URL with no auth step. The `proxy-chain` npm package solves both by starting a local, credential-free proxy that forwards to your authenticated upstream:

```js
const puppeteer = require('puppeteer');
const proxyChain = require('proxy-chain');

(async () => {
  const upstream = 'http://USER:PASS@gate.quantumproxies.io:PORT';
  const localUrl = await proxyChain.anonymizeProxy(upstream);
  // localUrl is something like http://127.0.0.1:54321 — no credentials needed

  const browser = await puppeteer.launch({
    args: ['--proxy-server=' + localUrl],
  });
  const page = await browser.newPage();
  await page.goto('https://httpbin.org/ip');

  await browser.close();
  await proxyChain.closeAnonymizedProxy(localUrl, true);
})();
```

Crucially, the page's requests still leave from Chrome itself — proxy-chain only relays bytes, so your TLS fingerprint stays a real browser's. That distinction is the next section.

## Per-page proxies: the honest answer

Puppeteer has no native per-page proxy, and the popular workarounds — `puppeteer-page-proxy`, `puppeteer-proxy` — intercept every request and re-issue it from Node.js with an HTTP library, then feed the response back to the browser. Three consequences: the target now sees a Node TLS handshake instead of Chrome's, which [JA3/JA4 fingerprinting](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping) flags instantly on protected sites; every request pays a round trip through Node; and both packages are effectively unmaintained, with installation broken out of the box per their own issue trackers. If you need different IPs for different pages, use one context per proxy as above — same effect, real Chrome traffic, supported API.

![Comparison of Puppeteer proxy rotation approaches: relaunching browsers, browser contexts with proxyServer, and Node reroute packages that break TLS fingerprints](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335144/blog/generated/qp-b9-005-diag2.png)
*Contexts give you rotation with genuine Chrome traffic. Node-reroute packages swap your TLS fingerprint for a bot's — the opposite of what a proxy is for.*

## Headless detection reality

A proxy fixes the network layer; it cannot make headless Chrome invisible. The old headless mode announced itself with a HeadlessChrome User-Agent token; the new headless (Puppeteer's default since v22) shares the real browser's architecture and closes much of that gap, but detectors still probe `navigator.webdriver`, CDP side effects and rendering quirks — and stealth plugins patch yesterday's checks, not tomorrow's. Order your fixes by return on effort: a clean [residential IP](https://quantumproxies.io/residential-proxies) first, because reputation is the cheapest filter for sites to run and the one your code cannot fake; sane headers and pacing second (our guide on [avoiding CAPTCHAs](https://quantumproxies.io/blog/avoid-captcha-while-scraping) covers the trigger signals); and when a hardened target still wins, route that domain through a [Scraper API](https://quantumproxies.io/scraper-api) that handles rendering, fingerprints and retries and returns clean HTML, markdown or JSON — one HTTP call instead of a fleet of patched browsers.

## Frequently asked questions

### How do I authenticate a proxy in Puppeteer?

Set the address with `args: ['--proxy-server=http://host:port']` at launch, then call `await page.authenticate({ username, password })` on every page before navigating. Credentials embedded in the flag URL are ignored by Chromium. For SOCKS5 with auth, bridge through proxy-chain instead, since Chromium cannot send SOCKS credentials.

### Can Puppeteer use a different proxy per page?

Not natively — the launch flag is browser-wide. The supported equivalent is one browser context per proxy via `browser.createBrowserContext({ proxyServer })`, with pages inside each context. Packages that promise true per-page proxies reroute requests through Node.js, changing your TLS fingerprint and getting flagged by serious anti-bot systems.

### Does Puppeteer support SOCKS5 proxies?

Yes for unauthenticated endpoints: pass `--proxy-server=socks5://host:port`. Authenticated SOCKS5 fails because Chromium has no SOCKS credential mechanism and `page.authenticate()` only answers HTTP 407 challenges. Workarounds: use the gateway's HTTP port with authentication, whitelist your IP, or run proxy-chain as a local bridge.

### How do I rotate proxies in Puppeteer?

Create a fresh browser context per job with `createBrowserContext({ proxyServer })` and point it at a rotating gateway — each context then exits from a new IP automatically, with no proxy list to manage. Relaunching the whole browser per IP also works but costs seconds and hundreds of MB of RAM per rotation.

### Why does my Puppeteer proxy not work for localhost?

Chromium bypasses proxies for loopback addresses by design, so requests to localhost or 127.0.0.1 go direct — behaviour that surprised enough people to become a numbered Puppeteer issue. Add `--proxy-bypass-list=<-loopback>` to force proxying, or simply verify your proxy against an external IP-echo endpoint.

The durable pattern is small: flag for the address, `page.authenticate()` for the credentials, contexts for rotation, proxy-chain for the corner cases — and scepticism for any package that moves your requests out of the browser. Give that stack clean residential exits and Puppeteer stays boring, which is the highest compliment infrastructure can earn.

[Run Puppeteer on residential proxies](https://quantumproxies.io/residential-proxies)


---

# Playwright Proxy Integration: Browser, Context and Rotation

Playwright is the only major browser framework where authenticated proxies just work — credentials are first-class config. The leverage is in contexts: one browser, a different exit IP per job. Here is the full pattern.

Playwright is the only major browser automation framework where an authenticated proxy is a first-class citizen: username and password are plain config fields, no extension hacks, no auth dialogs, no wrapper libraries. That makes the basic Playwright proxy setup a five-line job in Node or Python. The real leverage sits one level deeper — per-context proxies let a single browser process run many isolated sessions, each with its own exit IP, which is the cheapest rotation architecture any framework offers. This guide covers both layers, the SOCKS5 and localhost gotchas, what proxying does to your bandwidth bill, and where stealth genuinely ends.

## Playwright proxy at browser launch

Pass a `proxy` object to `launch()` and every page in the browser routes through it. Note the shape: the server URL carries no credentials — they go in separate `username` and `password` fields, which is how Playwright avoids the auth-popup problem that plagues Selenium and Puppeteer:

```js
const { chromium } = require('playwright');

(async () => {
  const browser = await chromium.launch({
    proxy: {
      server: 'http://gate.quantumproxies.io:PORT',
      username: 'USER',
      password: 'PASS',
    },
  });
  const page = await browser.newPage();
  await page.goto('https://httpbin.org/ip');
  console.log(await page.textContent('body')); // proxy exit IP
  await browser.close();
})();
```

The Python API mirrors it exactly:

```python
from playwright.sync_api import sync_playwright

with sync_playwright() as p:
    browser = p.chromium.launch(proxy={
        "server": "http://gate.quantumproxies.io:PORT",
        "username": "USER",
        "password": "PASS",
    })
    page = browser.new_page()
    page.goto("https://httpbin.org/ip")
    print(page.text_content("body"))
    browser.close()
```

If your credentials live in a standard `http://user:pass@host:port` string, split it with the URL class (`new URL()` in Node, `urllib.parse` in Python) rather than string surgery — passwords with special characters survive that way. One test-runner caveat: `use.proxy` in `playwright.config.ts` covers tests, but there are long-standing reports of config-level proxy settings being ignored in mixed setups, so for scraping scripts always set the proxy on `launch()` or the context directly.

## Per-context proxies: rotation without new browsers

A `BrowserContext` is an isolated browser-within-the-browser: separate cookies, storage and cache, sharing only the process. Contexts accept their own `proxy` option, and creating one takes milliseconds versus seconds for a full launch — so the rotation pattern is one browser, context-per-job:

```js
const { chromium } = require('playwright');

const PROXY = {
  server: 'http://gate.quantumproxies.io:PORT',
  username: 'USER',
  password: 'PASS',
};

(async () => {
  const browser = await chromium.launch();
  const urls = ['https://example.com/a', 'https://example.com/b'];

  for (const url of urls) {
    const context = await browser.newContext({ proxy: PROXY });
    const page = await context.newPage();
    try {
      await page.goto(url, { timeout: 30000 });
      // ...extract...
    } finally {
      await context.close(); // frees cookies, cache, session
    }
  }
  await browser.close();
})();
```

Pointed at a rotating gateway, every context exits from a different IP in a 90M+ residential pool without any list management — that is what [rotating proxies](https://quantumproxies.io/rotating-proxies) do server-side. When a job needs the same IP across several pages (login plus checkout), request a sticky session via the username parameters and the exit holds for the session window. Contexts also isolate failures: a banned exit dies with its context instead of poisoning the whole browser.

The same pattern gives you geo-targeting for free. Because the proxy is a context option, one browser can hold a US context, a German context and a Japanese context simultaneously — each seeing localized prices, search results and consent banners from a local exit IP. For price comparison and ad verification work, that replaces three cloud regions with three lines of configuration.

![Diagram of Playwright proxy rotation: one browser process with multiple isolated contexts, each routed through a different residential exit IP](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335143/blog/generated/qp-b9-004-diag1.png)
*Contexts are Playwright's rotation unit: same process, separate identity, own proxy. Launching a context costs milliseconds; a browser costs seconds.*

## SOCKS5, bypass rules and the localhost trap

- **SOCKS5 works, SOCKS5 auth does not.** Chromium has no SOCKS credential support, so `server: 'socks5://...'` connects only to unauthenticated endpoints. With authenticated SOCKS5 proxies, either switch to the HTTP port of the same gateway or whitelist your machine's IP so no credentials are needed.
- **Bypass hosts** with `bypass: '*.internal.example.com, localhost'` — traffic to those hosts goes direct. Useful when your script also talks to internal services that must not transit the proxy.
- **Localhost is special.** Chromium skips proxies for loopback addresses by default, so testing against a local mock server appears to 'ignore' your proxy. That is the browser, not Playwright — test against an external endpoint like httpbin.org/ip instead.
- **Proxy 'not working' checklist:** credentials in the fields (not the server URL), scheme present on the server value, and the exit verified by loading an IP echo page before blaming the target site.

## Cut the bandwidth before you scale

A rendering browser downloads everything — images, fonts, analytics, ad scripts — and through metered residential traffic you pay for all of it. Blocking non-essential resource types routinely cuts per-page transfer by half or more, and Playwright's routing makes it a one-liner on the context. More patterns in our guide to [reducing proxy bandwidth costs](https://quantumproxies.io/blog/reduce-proxy-bandwidth-costs-scraping):

```js
await context.route('**/*', (route) => {
  const type = route.request().resourceType();
  if (type === 'image' || type === 'font' || type === 'media') {
    return route.abort();
  }
  return route.continue();
});
```

Measure the effect rather than assuming it: subscribe to the context's response events, sum transfer sizes for a sample of pages with and without the route, and you get your real per-page GB cost — the number that decides whether a crawl of a million pages is a rounding error or a budget line.

## Stealth limits: what a proxy cannot fix

Be honest about the ceiling. A residential exit solves IP reputation — the first and biggest filter — but Playwright still presents automation tells above the network layer: headless rendering quirks, CDP artefacts, and fingerprint surfaces that anti-bot vendors probe directly. Stealth plugins patch some signals and lag behind detector updates on others; it is an arms race you inherit, not a setting you enable. The pragmatic split: run Playwright through [residential proxies](https://quantumproxies.io/residential-proxies) for the long tail of normal sites, and route the genuinely hostile domains through a [Scraper API](https://quantumproxies.io/scraper-api) that manages fingerprints, rendering and retries as its whole job and hands back HTML, markdown or structured JSON. Your Playwright code keeps doing what it is uniquely good at — interaction flows — while fetch-and-parse jobs move to the API. The same calculus applies to [Puppeteer](https://quantumproxies.io/blog/puppeteer-proxy-setup) and [Selenium](https://quantumproxies.io/blog/selenium-proxy-setup-authenticated); no framework swap fixes a fingerprint problem.

![Wall diagram showing what a Playwright proxy fixes versus what browser fingerprinting still blocks, with escalation to a scraper API](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335143/blog/generated/qp-b9-004-diag2.png)
*Clean IPs get you through the first wall. Fingerprint checks are the second — and the point where an API beats another stealth patch.*

## Frequently asked questions

### How do I set a proxy in Playwright Python?

Pass a proxy dict to `launch()`: `p.chromium.launch(proxy={"server": "http://host:port", "username": "USER", "password": "PASS"})`. The same dict works on `browser.new_context()` for per-context routing. Credentials always go in the separate fields, never inside the server URL.

### Can Playwright use a different proxy per context?

Yes — pass a `proxy` option to each `newContext()` call. Contexts share nothing except the browser process, so two contexts with different proxies behave like two unrelated browsers to target sites. This is the standard rotation pattern: one launch, then a fresh context per job or per identity.

### Does Playwright support SOCKS5 proxy authentication?

No. Playwright passes SOCKS5 to the browser, and Chromium has no mechanism for SOCKS credentials, so authenticated SOCKS5 endpoints fail. Use the HTTP(S) port of the same proxy gateway with username and password fields, or authenticate by IP whitelist and keep the SOCKS5 scheme.

### What is the correct Playwright proxy format?

An object with a `server` field (`scheme://host:port` — http, https or socks5) plus optional `username`, `password` and `bypass` fields. Do not put credentials inside the server URL; Playwright expects them separately, and passwords with special characters only survive in the dedicated fields.

### Why is my Playwright proxy not working on localhost?

Chromium bypasses proxies for loopback addresses by default, so requests to `localhost` or `127.0.0.1` go direct and appear to ignore your configuration. Verify the proxy against an external URL such as httpbin.org/ip. In test setups, also prefer setting the proxy at `launch()` rather than relying on config-file options.

Playwright's proxy story is the cleanest in the ecosystem: credentials as config, contexts as the rotation unit, routing as the bandwidth valve. Get the IP quality right underneath it and the framework fades into the background — which is exactly what good infrastructure should do.

[Point Playwright at residential proxies](https://quantumproxies.io/residential-proxies)


---

# Selenium Proxy Authentication: 4 Setups That Actually Work

Chrome pops an auth dialog Selenium cannot touch, and the credentials-in-URL trick silently fails. Here are the four setups that actually authenticate a proxy in Selenium — ranked by how little they will hurt.

Selenium proxy authentication is a trap disguised as a one-liner. The `--proxy-server` Chrome flag accepts a proxy address happily — and silently ignores any username and password you embed in it. Chrome then pops a native auth dialog that WebDriver cannot see, your script hangs, and the top Stack Overflow answer you find (113+ votes) solves it with a Manifest V2 extension that modern Chrome no longer loads. This guide covers the four setups that authenticate a proxy in Selenium today — IP whitelisting, a Manifest V3 extension, selenium-wire, and knowing when to hand the whole browser problem to an API.

## Why basic Selenium proxy authentication fails

Three facts explain every failed attempt. First, Chromium strips credentials from `--proxy-server=http://user:pass@host:port` — the flag format simply has no credential support. Second, the proxy's `407 Proxy Authentication Required` challenge surfaces as a native dialog, outside the DOM, where `send_keys` cannot reach. Third, the old `DesiredCapabilities` route (`socksUsername` / `socksPassword`) only ever applied to SOCKS proxies and never worked for HTTP ones — the config that 'looks right' and does nothing. So the real options all avoid the dialog entirely.

## Method 1: IP whitelisting — zero code, zero dialogs

If your scraper runs from a machine with a stable public IP, skip credentials altogether: register that IP in your proxy provider's dashboard, and the gateway authenticates you by source address. Every QuantumProxies plan supports IP whitelisting alongside user:pass. The Selenium side becomes the plain flag — which has always worked fine without auth:

```python
from selenium import webdriver

options = webdriver.ChromeOptions()
options.add_argument("--proxy-server=http://gate.quantumproxies.io:PORT")
options.add_argument("--headless=new")

driver = webdriver.Chrome(options=options)
driver.get("https://httpbin.org/ip")
print(driver.find_element("tag name", "body").text)  # proxy exit IP
driver.quit()
```

Always verify the exit before trusting a run: load an IP-echo endpoint and confirm the address belongs to the proxy, because a misconfigured flag fails silently and Chrome just connects directly. The limit of whitelisting is topological: it authenticates a machine, not a script. Ephemeral cloud runners, containers behind NAT and CI machines with changing IPs need one of the methods below.

## Method 2: a Manifest V3 Chrome extension

The classic fix generates a tiny Chrome extension that sets the proxy and answers the auth challenge via `chrome.webRequest.onAuthRequired`. The famous 2019 snippet uses Manifest V2, which Chrome has now retired — the modern version needs `manifest_version: 3`, a service worker, and the `webRequestAuthProvider` permission. This builds and loads one at runtime:

```python
import json, os, tempfile
from selenium import webdriver

HOST, PORT = "gate.quantumproxies.io", "PORT"
USER, PASS = "USER", "PASS"

manifest = {
    "name": "Proxy Auth", "version": "1.0", "manifest_version": 3,
    "permissions": ["proxy", "webRequest", "webRequestAuthProvider"],
    "host_permissions": ["<all_urls>"],
    "background": {"service_worker": "worker.js"},
}

worker = """
chrome.proxy.settings.set({
  value: { mode: "fixed_servers", rules: {
    singleProxy: { scheme: "http", host: "%s", port: parseInt("%s") },
    bypassList: ["localhost"] } },
  scope: "regular"
}, function() {});
chrome.webRequest.onAuthRequired.addListener(
  function(details) {
    return { authCredentials: { username: "%s", password: "%s" } };
  },
  { urls: ["<all_urls>"] },
  ["blocking"]
);
""" % (HOST, PORT, USER, PASS)

ext_dir = tempfile.mkdtemp()
with open(os.path.join(ext_dir, "manifest.json"), "w") as f:
    json.dump(manifest, f)
with open(os.path.join(ext_dir, "worker.js"), "w") as f:
    f.write(worker)

options = webdriver.ChromeOptions()
options.add_argument("--load-extension=" + ext_dir)
options.add_argument("--headless=new")
driver = webdriver.Chrome(options=options)
driver.get("https://httpbin.org/ip")
```

Two footguns. Extensions only load in the *new* headless mode — plain `--headless` fails with a cryptic 'failed to wait for extension background page' error, so `--headless=new` is mandatory. And loading an unpacked directory via `--load-extension` is more reliable across Chrome versions than packing a zip. If you would rather not maintain this, the `selenium-authenticated-proxy` package on PyPI generates the extension for you from a single proxy URL.

![Comparison of four Selenium proxy authentication methods: IP whitelisting, Manifest V3 extension, selenium-wire and a scraper API](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335142/blog/generated/qp-b9-003-diag1.png)
*Whitelisting wins when your egress IP is fixed; the MV3 extension wins on ephemeral machines; selenium-wire trades convenience for a MITM fingerprint.*

## Method 3: selenium-wire, and its trade-offs

selenium-wire wraps WebDriver with a local man-in-the-middle proxy, which makes authenticated upstream proxies — including SOCKS5 — a plain options dict:

```python
# pip install selenium-wire
from seleniumwire import webdriver

options = {
    "proxy": {
        "http": "http://USER:PASS@gate.quantumproxies.io:PORT",
        "https": "http://USER:PASS@gate.quantumproxies.io:PORT",
        "no_proxy": "localhost,127.0.0.1",
    }
}

driver = webdriver.Chrome(seleniumwire_options=options)
driver.get("https://httpbin.org/ip")
```

Know what you are buying. The project was archived by its maintainer in early 2024 and receives no updates, and because it decrypts traffic locally, the target sees selenium-wire's TLS handshake rather than Chrome's — a mismatch that [JA3/JA4 fingerprinting](https://quantumproxies.io/blog/tls-ja3-fingerprinting-scraping) systems flag even when your IP is spotless. It remains genuinely useful for request inspection during development and for Firefox, where the extension trick does not exist. For production scraping on protected sites, prefer methods 1-2, or move up a layer.

## Firefox, and the auth gap

Firefox accepts an unauthenticated proxy cleanly through profile preferences (`network.proxy.type = 1` plus host and port settings), but has no equivalent of Chrome's extension trick for answering the credential dialog from WebDriver. In practice, Firefox users pick IP whitelisting or selenium-wire. If your only reason for Firefox was its proxy handling, that reason no longer holds.

## When to stop patching Selenium and switch to an API

Auth is the first tax, not the last. A Chrome instance costs hundreds of MB of RAM, so a few dozen concurrent sessions saturate a server; ChromeDriver versions chase Chrome releases; and anti-bot vendors detect vanilla Selenium regardless of the IP behind it — `navigator.webdriver` and CDP artefacts give it away. Two upgrades change the economics. First, run your browsers through [residential proxies](https://quantumproxies.io/residential-proxies) so IP reputation stops being the reason you are blocked — 90M+ household IPs with per-request rotation or sticky sessions for logged-in flows. Second, when maintaining browsers stops being worth it, a [Scraper API](https://quantumproxies.io/scraper-api) collapses the whole stack into one HTTP call: it renders JavaScript on demand, manages IPs and retries internally, and returns HTML, markdown or structured JSON. The same trade-off applies to Selenium's cousins — see our guides to [Playwright proxy integration](https://quantumproxies.io/blog/playwright-proxy-integration) and [Puppeteer proxy setup](https://quantumproxies.io/blog/puppeteer-proxy-setup) before assuming a framework switch will fix a detection problem.

![Escalation ladder from Selenium proxy whitelisting to Manifest V3 extension to residential proxies to a scraper API](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335143/blog/generated/qp-b9-003-diag2.png)
*Climb only as far as the target forces you: flag, extension, better IPs, then let an API run the browsers.*

## Frequently asked questions

### How do I set a proxy with authentication in Selenium ChromeDriver?

Either whitelist your machine's IP with the proxy provider and pass a plain `--proxy-server` flag, or load a small Manifest V3 extension that sets the proxy and supplies credentials through `chrome.webRequest.onAuthRequired`. Embedding `user:pass@` in the flag does not work — Chromium ignores it.

### Why does Chrome show a proxy login popup with Selenium?

The proxy answered with 407 and Chrome is asking a human for credentials. The dialog is native UI, invisible to WebDriver, so no selector or `send_keys` call can fill it. The fix is to authenticate before the dialog can appear: IP whitelisting, an auth extension, or a MITM layer like selenium-wire.

### Does selenium-wire still work in 2026?

It still installs and functions for many workloads, but the project was archived in early 2024 and gets no maintenance. Its MITM design also replaces Chrome's TLS fingerprint with a Python one, which modern anti-bot systems detect. Treat it as a debugging tool, not the foundation of a production scraper.

### How do I use an authenticated proxy with Firefox in Selenium?

Firefox profile preferences configure the proxy address but cannot answer the credential prompt, and there is no extension workaround as on Chrome. Use IP whitelisting so no credentials are needed, or route Firefox through selenium-wire, which handles the upstream authentication locally.

### Does this work the same in Java and C#?

Yes — the mechanics live in Chrome, not the language binding. IP whitelisting plus `--proxy-server` is identical everywhere, and the Manifest V3 extension approach works from Java or C# by writing the same two files and adding `--load-extension` to ChromeOptions. Only selenium-wire is Python-specific; other languages substitute a local MITM proxy such as BrowserMob.

The short version: never fight the auth dialog. Whitelist when your IP is stable, generate an MV3 extension when it is not, keep selenium-wire for inspection work — and when browser maintenance outgrows the data it produces, promote the job to an API and keep your evenings.

[Run Selenium on residential IPs](https://quantumproxies.io/residential-proxies)


---

# Scrapy Proxy Middleware: Rotating Proxies Without the Bans

Scrapy has shipped proxy support since version 0.8, but the docs never tell you how to rotate, retry and survive bans at scale. Here is the middleware anatomy, the code, and the settings that decide whether your crawl finishes.

Scrapy has shipped a proxy middleware since version 0.8, so 'does Scrapy support proxies' was settled fifteen years ago. What the docs never quite assemble is the production picture: how the built-in Scrapy proxy middleware actually processes credentials, when to set proxies per request versus globally, and how to rotate and recover when a target starts banning exits mid-crawl. This guide walks the whole chain — the built-in `HttpProxyMiddleware`, per-request `meta`, a custom rotation middleware with ban handling, and the settings that decide whether a 100k-page crawl finishes or dies at 3am.

## How the built-in Scrapy proxy middleware works

`scrapy.downloadermiddlewares.httpproxy.HttpProxyMiddleware` is enabled by default at priority 750 in `DOWNLOADER_MIDDLEWARES_BASE`. Reading its source (about 100 lines in Scrapy 2.17) tells you everything you need for debugging:

- On startup it calls `urllib.request.getproxies()`, so `http_proxy` / `https_proxy` environment variables configure a spider with zero code. `no_proxy` is honoured for http and https schemes only.
- Per request, `request.meta['proxy']` always wins over the environment. Set it to `None` to force a direct connection for that request.
- Credentials embedded in the proxy URL (`http://user:pass@host:port`) are stripped, Base64-encoded and sent as a `Proxy-Authorization: Basic` header. Encoding defaults to latin-1 and is configurable via `HTTPPROXY_AUTH_ENCODING`.
- The middleware unquotes credentials before encoding them, so URL-encode special characters like `@` in passwords — they pass through correctly.
- If a retry changes the proxy, the middleware drops the stale auth header instead of leaking it to the new proxy — a credential-hygiene fix in modern Scrapy, and a good reason not to pin ancient versions.

Practical consequence: you almost never need a third-party proxy package. Anything that puts a valid proxy URL into `request.meta['proxy']` before priority 750 gets authentication and header handling for free.

## Per-request proxies with meta

The lightest integration is setting `meta` directly in the spider — useful when only some requests need a proxy, or different targets need different exit countries:

```python
import scrapy

class PricesSpider(scrapy.Spider):
    name = "prices"

    def start_requests(self):
        yield scrapy.Request(
            "https://example.com/product/1",
            meta={"proxy": "http://USER:PASS@gate.quantumproxies.io:PORT"},
        )
```

Per-request meta shines when the proxy choice itself is data-driven: route German product pages through a Germany-targeted username, send image downloads through cheap datacenter exits while HTML goes residential, or escalate a stubborn URL to a stickier session on its second attempt. Because meta survives retries and redirects, the decision you make when building the request follows it through the whole download cycle. Setting meta on thousands of requests by hand does not scale, though — that is what downloader middlewares are for.

## The simplest production setup: a rotating gateway

With [rotating proxies](https://quantumproxies.io/rotating-proxies) behind a single gateway endpoint, rotation happens server-side: every request through the same URL exits from a different IP in a 90M+ residential pool spanning 200+ countries. Your middleware shrinks to three lines, and there is no list to health-check, prune or refresh:

```python
# middlewares.py
class RotatingGatewayMiddleware:
    PROXY = "http://USER:PASS@gate.quantumproxies.io:PORT"

    def process_request(self, request, spider):
        request.meta["proxy"] = self.PROXY

# settings.py
DOWNLOADER_MIDDLEWARES = {
    "myproject.middlewares.RotatingGatewayMiddleware": 350,
}
```

Priority 350 matters: your middleware must run before the built-in at 750 so `HttpProxyMiddleware` can still convert the credentials into the auth header. This pairing — gateway rotation plus Scrapy's stock retry machinery — is the highest reliability per line of code, because every retry automatically travels through a fresh exit IP.

![Flow diagram of the Scrapy proxy middleware chain: spider request, custom middleware sets meta proxy, HttpProxyMiddleware adds auth at priority 750, downloader exits via rotating gateway](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335142/blog/generated/qp-b9-002-diag1.png)
*Your middleware only needs to set meta['proxy']; the built-in at priority 750 handles credentials, and retries re-enter the chain on a new IP.*

## A custom rotating proxy middleware with ban handling

If you do run your own proxy list — static ISP addresses, or a mixed pool — the classic pattern (popularised by the scrapy-proxies package, which recommended `RETRY_TIMES = 10` because free-list proxies fail so often) is: choose randomly per request, evict on ban signals, re-queue the request:

```python
import random

class ProxyListMiddleware:
    BAN_CODES = {403, 429}

    def __init__(self, proxies):
        self.proxies = list(proxies)

    @classmethod
    def from_crawler(cls, crawler):
        return cls(crawler.settings.getlist("PROXY_LIST"))

    def process_request(self, request, spider):
        if self.proxies and "proxy" not in request.meta:
            request.meta["proxy"] = random.choice(self.proxies)

    def process_response(self, request, response, spider):
        if response.status in self.BAN_CODES:
            bad = request.meta.get("proxy")
            if bad in self.proxies and len(self.proxies) > 1:
                self.proxies.remove(bad)
                spider.logger.warning("Evicted %s (%d left)", bad, len(self.proxies))
            return request.replace(dont_filter=True)  # re-queue on a new proxy
        return response
```

Note everything this middleware must do that a gateway does for free: track pool health, evict burned IPs, re-queue requests. It also shrinks under fire — a pool of 20 static IPs can evaporate in minutes on an aggressive target. The wider anti-ban playbook (pacing, headers, session discipline) is in our [IP ban avoidance checklist](https://quantumproxies.io/blog/avoid-ip-ban-web-scraping).

## Scrapy settings that decide the outcome

Middleware places the proxy; settings decide whether the crawl behaves. These matter most:

```python
# settings.py — a sane baseline for proxied crawls
RETRY_TIMES = 5
RETRY_HTTP_CODES = [429, 403, 500, 502, 503, 504, 408]

CONCURRENT_REQUESTS = 32
CONCURRENT_REQUESTS_PER_DOMAIN = 8
DOWNLOAD_TIMEOUT = 30

AUTOTHROTTLE_ENABLED = True
AUTOTHROTTLE_TARGET_CONCURRENCY = 4.0
```

- **RETRY_HTTP_CODES** — add 429 and 403 so soft bans trigger a retry (and, with rotation, a new IP) instead of a failed item.
- **RETRY_TIMES** — 3-5 is right for a quality pool; needing 10 is a sign the pool itself is unhealthy.
- **CONCURRENT_REQUESTS_PER_DOMAIN** — the real politeness knob. Rotation spreads load across IPs, but the target still sees total volume.
- **DOWNLOAD_TIMEOUT** — the default 180 seconds lets one slow exit occupy a concurrency slot for three minutes. 30 is plenty.
- **AUTOTHROTTLE** — adapts pacing to observed latency; pairs well with rotation on rate-limited targets. Still drowning in 429s? Our [rate-limit guide](https://quantumproxies.io/blog/fix-429-too-many-requests-scraping) covers concurrency budgets in depth.

![Comparison of a DIY Scrapy proxy list middleware versus a rotating residential gateway for proxy rotation](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335142/blog/generated/qp-b9-002-diag2.png)
*A DIY list means health checks, eviction logic and stale IPs. A gateway is one endpoint that rotates server-side — retries land on fresh IPs by default.*

## Ban detection beyond status codes

Sophisticated targets do not send honest 403s. They serve 200s containing a CAPTCHA page, an empty product grid, or a stripped template. Robust spiders verify content, not just status — check for an element that only exists on the real page, and re-queue when it is missing. If pages come back structurally empty even through good proxies, the content is probably rendered client-side; see [why scrapers get empty pages](https://quantumproxies.io/blog/scraper-returns-empty-page-javascript). And when one domain defeats plain HTTP no matter the IP, hand that domain to a [Scraper API](https://quantumproxies.io/scraper-api) that renders JavaScript and returns clean HTML or markdown — Scrapy consumes it like any other response, and you keep your pipeline.

```python
def parse(self, response):
    if not response.css("div.product-grid"):
        # 200 OK but the real content is missing: soft ban or JS wall
        yield response.request.replace(dont_filter=True)
        return
    for product in response.css("div.product-grid article"):
        yield {"name": product.css("h2::text").get()}
```

## Frequently asked questions

### Does Scrapy support proxies out of the box?

Yes. `HttpProxyMiddleware` ships enabled at priority 750: it reads `http_proxy` / `https_proxy` environment variables and honours `request.meta['proxy']` per request, including `user:pass@` credentials, which it converts to a Proxy-Authorization header. You only write code to decide which proxy each request gets.

### How do I set a proxy for a single request in Scrapy?

Pass it in the request's meta: `scrapy.Request(url, meta={'proxy': 'http://user:pass@host:port'})`. Meta always overrides environment-level proxies, and setting the value to `None` forces that one request to go direct — useful for mixing proxied and unproxied traffic in one spider.

### How do I rotate proxies in Scrapy?

Either write a downloader middleware that picks a proxy per request from a list and evicts banned ones, or point every request at a rotating gateway endpoint that assigns a fresh exit IP server-side. The gateway approach needs a three-line middleware, no health checks, and turns every Scrapy retry into a rotation for free.

### Why does my Scrapy proxy return 407?

The proxy rejected authentication. Check that credentials sit inside the proxy URL in meta, that special characters are URL-encoded, and that your server IP is whitelisted if your plan uses IP auth. If credentials contain non-ASCII characters, set `HTTPPROXY_AUTH_ENCODING` to match your provider.

The pattern to remember: set `meta['proxy']` early, let the built-in middleware at 750 do auth, add 429 and 403 to your retry codes, and prefer server-side rotation over list babysitting. If parts of your crawl need JavaScript, weigh the [cost of headless browsers versus HTTP requests](https://quantumproxies.io/blog/headless-browser-vs-http-requests-cost) before reaching for one — most Scrapy projects need better IPs, not a browser.

[Plug rotating proxies into your Scrapy project](https://quantumproxies.io/rotating-proxies)


---

# Python Requests Proxy Guide: Syntax, Auth, Rotation, Retries

The proxies dict is three lines of code, yet proxy errors in Requests fill a decade of Stack Overflow. Here is the full setup — syntax, auth, env vars, rotation, retries and SOCKS5 — with the sharp edges labelled.

Python Requests is still the default HTTP client for scraping and automation, and pointing it at a proxy is a three-line job: pass a proxies dictionary and every request exits from the proxy's IP instead of yours. Yet 'python requests proxy not working' has stayed a top search for over a decade — the original Stack Overflow question about the proxies dict dates to 2011, its top answer has 480+ votes, and it was still being edited in January 2026. The syntax has sharp edges: a missing scheme raises an exception, the wrong scheme inside the https key triggers SSL errors, and environment variables silently override code. This Python Requests proxy guide covers all of it: syntax, authentication, env vars, rotation, retries, SOCKS5 and the errors you will actually hit.

## The proxies dict: Python Requests proxy syntax

The `proxies` argument maps a protocol to a proxy URL. Two keys cover normal scraping — one for plain HTTP targets, one for HTTPS targets — and both usually point at the same proxy:

```python
import requests

proxies = {
    "http": "http://USER:PASS@gate.quantumproxies.io:PORT",
    "https": "http://USER:PASS@gate.quantumproxies.io:PORT",
}

r = requests.get("https://httpbin.org/ip", proxies=proxies, timeout=(5, 30))
print(r.json())  # {'origin': '<proxy exit IP>'}
```

Three rules prevent 90% of setup failures:

- **The scheme is mandatory.** Since Requests 2.0.0 a proxy URL without `http://` raises `MissingSchema`. Bare `ip:port` strings worked in 1.x and broke everywhere when 2.0 landed.
- **Use `http://` inside the `https` key.** The key names the target protocol; the value names how you reach the proxy. Proxies accept plain HTTP and tunnel TLS through a CONNECT request. Writing `https://` there is the classic cause of `SSLError: UNEXPECTED_EOF_WHILE_READING`.
- **Keys can target specific hosts.** A key like `https://api.example.com` routes only that host through a given proxy — handy for sending one difficult domain through residential IPs while everything else goes direct.

## Proxy authentication: username and password

Authenticated proxies use HTTP Basic auth embedded in the URL: `http://USER:PASS@host:port`. If the password contains `@`, `:` or `/`, URL-encode it first with `urllib.parse.quote(password, safe="")` — unencoded specials split the URL in the wrong place and produce auth failures that look like dead proxies. A `407 Proxy Authentication Required` response means the proxy itself rejected you: wrong credentials, or an IP-whitelist plan called from an unregistered address. Both cases are dissected in [our 407 troubleshooting guide](https://quantumproxies.io/blog/fix-407-proxy-authentication-required). For anything beyond a one-off script, attach the proxies to a `Session` — you get connection pooling, cookie persistence and one place to configure everything:

```python
import requests

session = requests.Session()
session.proxies = {
    "http": "http://USER:PASS@gate.quantumproxies.io:PORT",
    "https": "http://USER:PASS@gate.quantumproxies.io:PORT",
}
session.headers.update({"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64)"})

r = session.get("https://httpbin.org/ip", timeout=(5, 30))
print(r.status_code, r.json())
```

## Environment variables and trust_env

Requests also reads proxy settings from the environment — the same variables curl and most Unix tools honour: `HTTP_PROXY`, `HTTPS_PROXY`, `ALL_PROXY` and `NO_PROXY` (a comma list of hosts to exclude, e.g. `localhost,127.0.0.1,.internal`). This is the cleanest way to proxy a third-party library that uses Requests under the hood without touching its code. Precedence runs explicit-beats-implicit: a `proxies=` argument on the call wins, then `session.proxies`, then the environment. Two related tools are worth knowing: `session.trust_env = False` switches off all environment lookup — the fix when a corporate proxy variable hijacks your scraper — and `urllib.request.getproxies()` returns OS-level proxy settings (including macOS and Windows system config) in exactly the dict shape Requests expects.

![Diagram of a Python Requests proxy flow: the proxies dict routes each request through a rotating gateway CONNECT tunnel to the target site](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335141/blog/generated/qp-b9-001-diag1.png)
*The dict picks the route, the gateway supplies the exit IP. With per-request rotation, the same two lines of config yield a new IP every call.*

## Rotation: one gateway beats a proxy list

The traditional rotation recipe — load a list of IPs, `random.choice()` per request, prune the dead ones — is machinery you no longer need to build. A rotating gateway does it server-side: you configure one endpoint and the provider assigns a fresh exit IP from the pool on every request. Through [rotating residential proxies](https://quantumproxies.io/rotating-proxies) that pool is 90M+ household IPs across 200+ countries, so a thousand requests look like a thousand different visitors without a single line of rotation logic:

```python
import requests

proxies = {
    "http": "http://USER:PASS@gate.quantumproxies.io:PORT",
    "https": "http://USER:PASS@gate.quantumproxies.io:PORT",
}

for _ in range(3):
    r = requests.get("https://httpbin.org/ip", proxies=proxies, timeout=(5, 30))
    print(r.json()["origin"])  # a different exit IP on each iteration
```

When a flow spans several requests — login, add to cart, checkout — per-request rotation breaks the session. Sticky sessions solve that: a session parameter in the proxy username pins one exit IP for a set window, then rotates. Same endpoint, one string change. If you are scaling past simple loops, [async Python with httpx or aiohttp](https://quantumproxies.io/blog/python-async-scraping-httpx-aiohttp-proxies) multiplies throughput, and [Scrapy's middleware system](https://quantumproxies.io/blog/scrapy-rotating-proxy-middleware) gives you rotation, retries and ban handling as framework config.

## Retries and timeouts that survive bad exits

Even premium pools serve the occasional slow or dying exit, so production code needs two guards: a timeout on every request (Requests defaults to waiting forever) and automatic retries with backoff. The timeout takes a `(connect, read)` tuple — fail fast on unreachable proxies, allow slower page reads. Retries mount at the transport layer via urllib3:

```python
import requests
from requests.adapters import HTTPAdapter
from urllib3.util.retry import Retry

retry = Retry(
    total=4,
    backoff_factor=1,  # exponential backoff between attempts
    status_forcelist=[429, 500, 502, 503, 504],
    allowed_methods=["GET", "HEAD"],
)

session = requests.Session()
session.mount("http://", HTTPAdapter(max_retries=retry))
session.mount("https://", HTTPAdapter(max_retries=retry))
session.proxies = {
    "http": "http://USER:PASS@gate.quantumproxies.io:PORT",
    "https": "http://USER:PASS@gate.quantumproxies.io:PORT",
}

r = session.get("https://httpbin.org/ip", timeout=(5, 30))
```

With a rotating gateway this combination is quietly powerful: each retry travels through a different exit IP automatically, so one flaky address can never fail a request four times in a row.

## SOCKS5 proxies with Requests

SOCKS support is an extra: install it with `pip install requests[socks]`. Then the dict syntax is identical — only the scheme changes. Prefer `socks5h://` over `socks5://`: the `h` pushes DNS resolution to the proxy, which stops DNS leaks from your real network and resolves geo-fenced hostnames from the exit's location. Every QuantumProxies plan exposes both HTTP and [SOCKS5 proxies](https://quantumproxies.io/socks5-proxies) on the same gateway, so switching protocols is a scheme swap, not a new purchase:

```python
proxies = {
    "http": "socks5h://USER:PASS@gate.quantumproxies.io:PORT",
    "https": "socks5h://USER:PASS@gate.quantumproxies.io:PORT",
}
```

![Checklist comparing working Python Requests proxy configurations against the five common mistakes that break them](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785335141/blog/generated/qp-b9-001-diag2.png)
*Five mistakes cause most failures: missing scheme, https:// in the https key, unencoded passwords, missing SOCKS extras, and no timeout.*

## Common Python Requests proxy errors, decoded

- **MissingSchema** — proxy URL lacks `http://`. Mandatory since Requests 2.0.0.
- **ProxyError: Cannot connect to proxy** — wrong host or port, or a dead proxy. Verify the endpoint with curl before blaming your code.
- **SSLError / UNEXPECTED_EOF_WHILE_READING** — usually `https://` inside the `https` key. Set the value's scheme to `http://`.
- **407 Proxy Authentication Required** — bad credentials, unencoded specials in the password, or an unwhitelisted source IP.
- **ConnectTimeout / ReadTimeout** — slow exit or slow target. Set `timeout=(5, 30)` and let retries rotate to a fresh IP.
- **Proxy works in curl, fails in Python** — an environment variable is overriding your dict. Print `session.proxies` and try `trust_env = False`.

For a deeper walk through the stack traces and their root causes, see [debugging ProxyError, SSLError and ConnectTimeout in Requests](https://quantumproxies.io/blog/python-requests-proxyerror-fix).

## Frequently asked questions

### How do I use a proxy with Python Requests?

Pass a `proxies` dictionary with `http` and `https` keys to any request method: `requests.get(url, proxies={...})`. Each value is a full proxy URL including scheme, and credentials embed as `http://user:pass@host:port`. Attach the same dict to a `Session` to apply it to every request automatically.

### Why is my Python Requests proxy not working?

Check the four usual suspects in order: a missing `http://` scheme in the proxy URL, `https://` used inside the `https` key, special characters in the password that were not URL-encoded, and environment variables overriding your code. Test the same credentials with curl — if curl succeeds, the problem is in your dict.

### Does Python Requests support SOCKS5 proxies?

Yes, after installing the extra dependency with `pip install requests[socks]`. Use the `socks5h://` scheme in your proxies dict so DNS resolution happens on the proxy side — the plain `socks5://` scheme resolves hostnames locally, which leaks DNS queries and can break geo-targeted scraping.

### How do I set a proxy with environment variables?

Export `HTTP_PROXY` and `HTTPS_PROXY` with the full proxy URL, and optionally `NO_PROXY` for hosts to exclude. Requests picks them up automatically, which also proxies third-party libraries built on Requests. To make your code ignore the environment entirely, set `session.trust_env = False`.

That is the whole toolkit: a two-key dict, credentials in the URL, retries mounted once, and rotation handled by the gateway instead of your code. The one thing no syntax fixes is IP quality — a perfectly configured datacenter proxy still gets blocked where a residential exit sails through. Pair clean code with clean IPs and Requests will carry surprisingly large workloads.

[Get residential proxies that work first try](https://quantumproxies.io/residential-proxies)


---

# Types of Proxies and Web Data APIs: The Complete Guide to Every QuantumProxies Service

Four proxy types, three search engines, one scraping API and a free IP fraud-score checker. Here's the full map of every QuantumProxies service — what each one is, how it works, and which job it wins.

Search for 'types of proxies' and you will find lists of twenty-six categories that mix up protocols, anonymity levels and IP sources until nothing means anything. In practice the choice is much simpler. Proxies differ on one axis that matters — where the IP address comes from — and every other split (rotating vs static, HTTP vs SOCKS5) is a configuration detail on top. This guide walks through the four main proxy types, the two configuration splits, and the data APIs that sit above them: a SERP API for search results, a scraping API for any other page, and a free IP quality score checker to test the IPs you are using. It is also a complete map of what QuantumProxies offers, so you can match each service to the job it actually wins.

## The four main types of proxies, by IP source

Every proxy hands your request a different IP address. What the target website does next depends almost entirely on whose IP it is. An address registered to a home internet provider gets treated like a person; an address registered to a hosting company gets treated like a script. That single fact creates the trust-versus-speed spectrum all four proxy types live on.

![Diagram of the four main types of proxies — datacenter, ISP, residential and mobile — arranged on a spectrum from raw speed to maximum trust](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785230809/blog/generated/qp-post36-diag1-spectrum.png)
*The four proxy types on one axis: datacenter is fastest and cheapest, mobile is most trusted. The right pick is the leftmost type your target site tolerates.*

### Residential proxies

Residential proxies route your traffic through real household IPs assigned by consumer internet providers. To the target site, each request is indistinguishable from a person browsing at home — which is why residential proxies post the highest success rates on protected sites and are the default choice for web scraping, price monitoring, ad verification and multi-account work. QuantumProxies runs a pool of 90M+ residential IPs across 200+ countries, with country and city targeting, per-request rotation or sticky sessions, and pay-per-GB billing.

### ISP proxies (static residential)

ISP proxies are the hybrid: hosted on datacenter hardware for speed, but registered under a real internet service provider, so they carry residential-grade trust. They are static — you keep the same IP for as long as you need it — and fast, which makes them the pick for checkout races, long-lived logged-in sessions and SEO tools that need a stable identity.

### Mobile proxies

Mobile proxies use 4G/5G carrier IPs. Because mobile carriers put thousands of real subscribers behind each address (CGNAT), platforms cannot block a mobile IP without locking out real customers — which makes mobile the most trusted proxy type in existence. They are the standard for social platforms like Instagram and TikTok, mobile ad verification, and app testing.

### Datacenter proxies

Datacenter proxies come from commercial hosting ranges. They are the fastest and cheapest type, and the easiest to detect — protected sites recognize hosting ASNs instantly. Use them for volume work on lenient targets: public APIs, internal QA, uptime checks, and sites that don't fight automation. When a datacenter IP works, nothing beats its price per request.

### IPv6 proxies

IPv6 proxies deserve their own line because the economics are different: IPv6 address space is so large that pools are enormous and prices are a fraction of IPv4. The catch is that the target must actually support IPv6 — many sites still don't. Test your target with a free IPv6 compatibility checker first; if it passes, IPv6 is the cheapest clean traffic you can buy.

## Rotating vs static, HTTP vs SOCKS5

The other two splits people call 'proxy types' are really settings, and you should pick them per job, not per vendor:

- Rotating proxies — a new IP from the pool on every request (or every few minutes), so a thousand requests look like a thousand visitors. The default for scraping and data collection.
- Sticky sessions — one IP held for a set window (e.g. 10 minutes), for flows that span several requests: logins, carts, forms.
- Static proxies — one dedicated IP, yours indefinitely. What ISP and datacenter plans provide for stable identities.
- HTTP(S) vs SOCKS5 — HTTP proxies understand web traffic and are what browsers and most scrapers expect; a SOCKS5 proxy forwards any TCP connection, which is what bots, custom clients and non-web protocols need.

Every QuantumProxies plan includes rotation, sticky sessions and both protocols out of the box — the endpoint string decides the behavior, so switching modes is a one-line change, not a new purchase.

## SERP API: search results as structured JSON

A SERP API returns live search engine results as structured data. Instead of running browsers, rotating proxies and parsing HTML that changes weekly — Google now requires JavaScript execution to even render results — you send one HTTP request with a query and get back parsed JSON: organic results with ranks, ads, People Also Ask, related searches, knowledge panels. The QuantumProxies SERP API covers Google, Bing and DuckDuckGo, and Google verticals well beyond web search: news, images, shopping, maps and places, videos, scholar, jobs, hotels, flights, events and autocomplete.

![SERP API pipeline diagram: a query goes in, the API handles proxies, JavaScript challenges and parsing, and structured JSON search results come out](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785230810/blog/generated/qp-post36-diag2-serpapi.png)
*One request in, parsed JSON out. Proxy rotation, JS challenges and HTML parsing are the API's problem, not yours.*

Every query is geo-targetable by country or city, which is what makes the classic use cases work: rank tracking that sees what a searcher in Milan or Dallas sees, keyword research at scale, competitor and brand monitoring, and grounding AI answers in live search results. If you have ever tried to scrape Google directly, you know the block rate; the API exists so you never fight that war yourself.

[Explore the SERP API](https://quantumproxies.io/serp-api)

## Scraper API and web data for LLMs

The SERP API's sibling handles every page that isn't a search engine. The Scraper API fetches any URL through the residential network, renders JavaScript when needed, and returns clean output — LLM-ready markdown, structured JSON via CSS selectors or an AI extraction prompt, or raw HTML if you want it. Around the single-page endpoint sit the bulk tools: crawl a whole site, map its URLs, run batches, and build datasets. And because AI agents are the fastest-growing consumer of web data, the same capabilities ship as an MCP server — so Claude, Cursor or any Model Context Protocol client gets live, unblockable web access and fresh search results as native tools.

If you are feeding a RAG pipeline or grounding an LLM, this is the practical difference: markdown that drops straight into a context window, instead of HTML soup you clean up yourself.

## IP quality score: check any IP before it burns a job

An IP quality score (also called a fraud score or IP reputation score) is a 0–100 risk rating that fraud-detection systems assign to every address, based on whether it appears in proxy and VPN databases, sits on spam blacklists, or shows abusive history. Websites buy these scores to decide who gets blocked — which means you should check your own IPs against the same standard before trusting them with real work. QuantumProxies offers a free IP quality score checker: paste any IP and get its fraud score, proxy/VPN detection status and blacklist listings in seconds.

![IP quality score gauge showing fraud risk bands from low risk (0–25) to high risk (75+), with proxy detection and blacklist checks](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1785230811/blog/generated/qp-post36-diag3-ipqs.png)
*Under 25 is clean, over 75 is burned. Test an IP before a job, not after the block page.*

A practical routine: score a sample of your proxy pool before a big run, drop anything above the medium-risk band, and re-check IPs that start collecting blocks. A score under 25 is low risk and safe to run; 75+ means the address is burned — rotate it out.

[Check any IP free with the IP quality score tool](https://quantumproxies.io/ip-quality-score)

## Which service wins which job

- Web scraping and price monitoring: residential proxies, or the Scraper API if you'd rather skip parsing and anti-bot work entirely.
- SEO rank tracking and keyword research: SERP API, geo-targeted per market.
- Sneaker and retail drops: ISP proxies for the speed race, residential for trust-heavy storefronts.
- Social media and multi-account management: mobile proxies, one clean carrier IP per account.
- Ad verification: residential and mobile proxies, geo-matched to the campaign.
- AI agents and LLM data pipelines: the MCP server plus the Scraper API's markdown output.
- High-volume work on lenient targets: datacenter proxies, or IPv6 if the target supports it.
- Auditing the IPs you already have: the free IP quality score checker.

## Frequently asked questions

### How many types of proxies are there?

By IP source — the classification that matters — there are four: residential, ISP, mobile and datacenter, with IPv6 as a price-driven fifth. Longer lists you see elsewhere are counting the same proxies again by protocol (HTTP, SOCKS5), rotation (rotating, static) or direction (forward, reverse).

### What is the difference between residential and datacenter proxies?

The IP's owner. Residential IPs belong to consumer internet providers and look like real people, so protected sites let them through — success rates on hard targets commonly sit above 95%. Datacenter IPs belong to hosting companies, are flagged on sight by serious anti-bot systems, but cost far less and run faster where they are tolerated.

### What is a SERP API?

A SERP API (search engine results page API) is a service that fetches live search results and returns them as structured JSON, handling proxies, JavaScript challenges and parsing internally. You send a query and a location; you get back ranked organic results, ads, and SERP features ready for a database or an AI pipeline.

### What is a good IP quality score?

Lower is better: 0–25 is low risk and safe for real work, 26–50 is medium and worth watching, 51–75 will start hitting blocks and captchas, and above 75 the IP is effectively burned. Premium residential and mobile IPs typically score in the low band because they belong to real consumer networks.

### Are rotating proxies better than static proxies?

Neither is better — they solve different problems. Rotation spreads volume across thousands of IPs, which is what scraping needs. A static IP builds a consistent identity, which is what logged-in accounts and checkout flows need. Good setups use both, per task.

That is the whole map: four proxy types on a trust-speed spectrum, rotation and protocol as per-job settings, two APIs so search results and web pages arrive as clean data, and a free checker to audit any IP you touch. Start with the job, pick the leftmost tool that wins it, and you will never overpay for trust you don't need — or burn a project on trust you didn't buy.

[Get started with QuantumProxies](https://quantumproxies.io/residential-proxies)


---

# Best Proxies for Hotel & OTA Scrapers (Booking.com, Expedia)

Hotel pricing is even more personalized than flights — rates shift by device, search history, and location, on top of date and demand. Here's the proxy setup that gets a true, unbiased read from Booking.com and Expedia.

Flight pricing is personalized; hotel pricing on the major OTAs takes it further. Booking.com and Expedia rates can shift based on the device you're browsing from, your apparent location, your browsing history on the site, and of course the usual date and demand factors — on top of the property running its own dynamic pricing. For anyone doing rate parity checks, market research, or building a travel product on top of this data, that personalization is the enemy: it means a single scraper session can easily collect a biased, non-representative price instead of what a typical traveler actually sees.

The major OTAs are also simply large, well-defended targets — this is core revenue infrastructure for them, and they invest accordingly in detecting and blocking automated access. Reliable hotel and OTA scraping means solving both problems with the same proxy layer: staying unblocked, and staying unbiased.

## Why hotel rates are hard to collect accurately

- Personalization stacks — device, location, and session history can all shift the displayed rate, so a scraper needs a clean, consistent identity per check to get a comparable baseline.
- Heavy anti-bot defenses — Booking.com and Expedia run sophisticated bot detection on traffic that touches pricing and availability, the most commercially sensitive part of the site.
- Location changes the answer — rates and even property availability can vary by the market the search appears to originate from, which matters directly for market-by-market research.

![Diagram showing a hotel rate check from a clean geo-matched residential proxy returning an unbiased baseline price, versus a flagged or mismatched IP returning a personalized or blocked result](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783961518/blog/generated/qp-post35-diag1-baseline.png)
*A clean, geo-matched residential IP per check is what separates a real baseline rate from a personalized or blocked one.*

## The proxy setup for reliable OTA data

- Residential proxies — real home IPs that read as genuine travelers, both to avoid detection and to avoid the pricing skew that flagged or clearly automated traffic can trigger.
- Fresh IPs per check, no persistent session bias — rotating so each rate check starts from a clean, unbiased state rather than accumulating a browsing history that personalizes the result.
- Geo-targeting per market — requests that originate in each region you're researching, so the rates you collect reflect what travelers in that market actually see.

## How QuantumProxies fits

Hotel and OTA data collection needs both scale and cleanliness, which is exactly what QuantumProxies provides: a large residential pool for fresh, unbiased checks that avoid personalization drift, rotation to stay unblocked on heavily defended sites, and city-level geo-targeting so rate research reflects the real market you're studying. Paired with the Scraper API for rendering, you get structured, comparable rate data instead of a skewed sample.

[Get proxies for hotel & OTA scraping](https://quantumproxies.io/residential-proxies)

Start with a free trial, run rate checks through clean, geo-matched residential IPs, and get the baseline price the market is actually showing — not the one your own scraper's history talked it into.


---

# Best Proxies for Fan Presale & On-Sale Alert Tools

There's a real difference between a bot that jumps the queue and a tool that simply tells a fan the instant tickets go live. Here's the proxy setup for building the second kind — reliably, and on the right side of the line.

There is a meaningful line in ticketing, and it's worth drawing clearly. Scalper bots try to beat the queue itself — automating checkout to grab tickets faster than a human can, which is exactly what laws like the US BOTS Act and similar rules in the UK and EU prohibit, and exactly what ticketing platforms invest heavily in blocking. A fan presale or on-sale alert tool is a different thing entirely: it watches public on-sale pages and notifies a real person the moment tickets go live, so they can join the queue like everyone else — just faster than they'd notice by refreshing manually. It doesn't skip anything. It just watches better than a human can.

That distinction matters for how you build it, too. A legitimate alert tool is a monitoring problem, not a checkout-automation problem — which means the proxy requirements look like any other availability-watching tool, not like a bot trying to beat anti-bot defenses at the point of purchase.

## What an alert tool actually needs to do

- Watch public on-sale and presale pages — checking whether tickets have gone live, not attempting to purchase them.
- Cover many events and venues — a useful alert product tracks a wide slate of shows for its users, which multiplies the pages being checked.
- Fire the moment status changes — the value is in speed of notification, so checks need to run frequently enough to catch an on-sale within seconds, not minutes.

![Diagram showing a fan alert tool watching many event on-sale pages through rotating residential proxies and firing a notification the instant tickets go live, distinct from a checkout-bypassing bot](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783961517/blog/generated/qp-post34-diag1-monitoring.png)
*Watching for on-sale status and notifying a fan is monitoring, not checkout automation — a fundamentally different, legitimate proxy job.*

## The proxy setup for reliable, above-board monitoring

- Rotating residential proxies — frequent checks across many event pages need to look like ordinary page visits, spread across a pool so no IP shows a suspicious pattern.
- Geo-targeting for regional on-sales — some presales are market-specific, so accurate monitoring needs requests that originate in the right region.
- Sustainable check frequency — proxies give you room to check often, but the goal is fast, reliable detection of a status change, not maximizing request volume for its own sake.

## How QuantumProxies fits

A fan alert tool's requirements — broad, frequent, reliable monitoring of public pages — are exactly what QuantumProxies' residential network is built for: a large rotating pool so on-sale watching across many events stays under the radar, and geo-targeting so regional presales are monitored accurately. It's the same monitoring discipline used for stock and price tracking, applied to on-sale status.

[Get proxies for on-sale alert monitoring](https://quantumproxies.io/residential-proxies)

Start with a free trial, build your alert tool to watch and notify — not to jump the line — and give fans the one thing a monitoring tool can honestly offer: knowing the second tickets go live.


---

# Best Proxies for Building Ticket Price-Tracking Tools

If you're building a tool that tracks live resale prices across StubHub, SeatGeek, and Vivid Seats, here's the proxy setup that keeps the polling reliable — on public data, across every region you cover.

Behind every StubHub- or SeatGeek-style price tracker is the same unglamorous engineering problem: continuously polling live resale listings across multiple platforms and regions, and turning that into a clean feed a dashboard or alert engine can use. Whether you're building this for internal market research, a fan-facing price tool, or a broker's pricing desk, the tool itself is a data-collection pipeline first and a product second — and the pipeline's reliability comes down almost entirely to the proxy layer underneath it.

To be explicit about scope: this is about polling publicly visible resale listings for tracking and analysis, not about interacting with any primary ticketing platform's purchase flow. That distinction matters both legally and technically — public listing pages are a very different target than a checkout system.

## What makes this collection job hard

- Multi-platform by design — a useful price tracker checks several resale marketplaces for the same event, multiplying your request volume per event tracked.
- Regional pricing — currency, local demand, and even which platform dominates vary by market, so accurate tracking needs region-matched requests.
- Freshness requirements — resale prices move fast around on-sale dates and event day, so a useful tool re-polls frequently, which is exactly the pattern that trips rate limits from one IP.

![Diagram showing a ticket price-tracking tool polling multiple resale platforms across regions through rotating geo-targeted proxies into a unified price feed](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783961517/blog/generated/qp-post33-diag1-pipeline.png)
*Multi-platform, multi-region polling on public listings — the same discipline as any market-data pipeline, applied to resale tickets.*

## The proxy setup for a reliable pipeline

- Rotating residential proxies — real home IPs spread across a large pool so frequent, multi-platform polling never concentrates into a blockable pattern.
- Geo-targeting per market — requests that originate in each region you cover, so prices reflect that market accurately.
- A scraper that renders and structures listings — turning defended, JS-heavy resale pages into clean price data your pipeline can consume directly.

As with any market-data tool: collect only public listing information, respect each platform's terms and rate limits, and build for aggregate analysis. That is what keeps a price-tracking tool both technically sustainable and on solid ground.

## How QuantumProxies fits

A ticket price-tracking pipeline needs exactly what QuantumProxies delivers: a large rotating residential network for sustained multi-platform polling, city-level geo-targeting so every region's prices come back correctly, and a Scraper API that renders and structures resale listing pages — so your tool gets a clean price feed instead of a fragile scraper to babysit.

[Get proxies for a ticket price-tracking tool](https://quantumproxies.io/residential-proxies)

Start with a free trial, wire your polling through rotating geo-matched proxies, and build a price-tracking pipeline that stays up through every on-sale spike instead of falling over at the moment it matters most.


---

# Best Proxies for Out-of-Stock Monitoring Tools

Whether you're watching a niche brand's own store or a mainstream retailer, an out-of-stock monitoring tool has to check the same page over and over — which is exactly what gets it blocked. Here's the proxy setup that keeps it running.

Out-of-stock monitoring is a broader category than sneaker or console bots, and it runs into the same wall from a different direction. Think of the brands that never announce restocks and sell out fast anyway — a networking company's own store, a niche hardware maker, a specialty tool brand — where fans build monitoring tools just to know the moment an item is buyable again. The mechanism is identical to any restock bot: check a product page repeatedly, alert on change. And the failure mode is identical too: from one IP, that repeated check looks exactly like an attack, and even a brand's own smaller storefront will rate-limit or block it.

The lesson generalizes past any one retailer: any out-of-stock monitoring tool, on any site, is fundamentally a polling problem, and polling at any real frequency needs a proxy layer to survive.

## Why even small stores block monitoring tools

- Frequency, not intent, trips defenses — a site doesn't know you're a fan checking for restocks; it just sees the same IP requesting the same page on a tight schedule, which reads as automated regardless of scale.
- Niche sites often have thinner defenses but hair-trigger blocking — smaller stores may not run enterprise anti-bot systems, but their basic rate limiting can be even less forgiving of repeat requests.
- JS-heavy product pages complicate simple fetches — many modern storefronts render availability client-side, so a naive checker needs to execute JavaScript to see accurate stock status at all.

![Diagram showing a stock monitoring tool's repeated page checks spread across rotating proxies instead of hammering one target from a single IP](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783961516/blog/generated/qp-post32-diag1-anystore.png)
*Any repeated check from one IP reads as an attack, regardless of the site's size. Rotation is what makes frequent polling sustainable.*

## The proxy setup that generalizes

- Rotating residential proxies — the default fix for any polling tool: spread checks across enough IPs that no single address shows the repeated pattern.
- A render-capable check when needed — for JS-rendered availability, pair proxies with a fetch that executes JavaScript rather than reading raw HTML.
- Sensible check frequency — proxies buy you headroom, but pairing rotation with a reasonable interval (rather than hammering every few seconds) keeps any monitoring tool sustainable long-term.

## How QuantumProxies fits

Whatever you're monitoring — a niche brand's own store or a mainstream retailer — the fix is the same, and it's what QuantumProxies is built to provide: a large rotating residential pool so repeated checks never concentrate into a blockable pattern, paired with a Scraper API that renders JavaScript-heavy pages and returns clean availability data. One setup, any storefront.

[Get proxies for stock monitoring](https://quantumproxies.io/residential-proxies)

Start with a free trial, put your monitoring tool on rotating residential IPs, and stop losing restock alerts to a block that had nothing to do with how popular the item was — and everything to do with how the checks looked.


---

# Best Proxies for Collectible & Trading Card Restock Bots

A Pokémon or trading card restock behaves like a sneaker drop spread across five retailers at once. Here's the proxy setup that covers Target, Walmart, GameStop, and specialty shops together.

Trading cards and collectibles — Pokémon, Magic, Yu-Gi-Oh!, sports cards — have become one of the hottest restock categories, and the community around tracking them (tools like ShelfRadar and dozens of Discord-based trackers) has grown to match. What makes this category distinct from sneakers or a single retailer's GPU drop is breadth: hot product drops simultaneously across Target, Walmart, GameStop, Best Buy, and specialty card shops, often with in-store-only allocations layered on top of online stock. Covering that spread reliably is as much a proxy-coverage problem as a speed problem.

A setup built for one retailer misses the drops happening everywhere else at the same moment. The collectors and resellers who consistently land restocks run proxies wide enough to watch every source at once.

## Why collectible restocks are a coverage problem

- Many retailers, one moment — a hot set can land at Target, Walmart, and a specialty shop within the same window, and each one needs its own reliable monitoring.
- In-store and online both matter — some allocations are online-only, others favor in-store pickup tools, so location-accurate checks matter more here than in a pure online drop.
- High community competition — the collector and reseller community is large and well-tooled, so a setup watching only one or two sources is consistently outpaced.

![Diagram showing one monitoring setup watching Target, Walmart, GameStop and specialty retailers simultaneously through rotating residential proxies](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783961515/blog/generated/qp-post31-diag1-coverage.png)
*Collectible drops land across many retailers at once. One proxy setup, watching all of them, beats five separate half-built ones.*

## The proxy setup for broad coverage

- Residential proxies across a large pool — each retailer's monitoring runs on its own rotating set of clean, real-home IPs, so watching five sources at once doesn't concentrate suspicion on any one.
- Geo-matched IPs for in-store tools — location accuracy matters when a tool needs to reflect real regional store inventory.
- One dedicated IP per checkout attempt — the same rule as any other hyped drop: each purchase attempt needs its own clean address so per-IP limits don't link your tries together.

## How QuantumProxies fits

Watching five retailers at once for a collectible restock takes exactly the kind of deep, geo-flexible pool QuantumProxies runs: enough residential IPs to monitor every source simultaneously without any of them looking linked, geo-targeting for in-store-accurate checks, and one clean IP per checkout attempt when a drop finally lands. One network, every retailer covered.

[Get proxies for collectible restock monitoring](https://quantumproxies.io/residential-proxies)

Start with a free trial, spread your monitoring across every retailer the drop might hit, and stop missing restocks because your setup was only watching one door. In collectibles, coverage wins as often as speed does.


---

# Best Proxies for GPU & Console Restock Bots

A new GPU or console restock is a Shopify-drop-style event with even less patience: gone in seconds, against a crowd running bots of their own. Here's the proxy setup that gives you a real shot.

A flagship GPU or a console like PS5 selling out in under a minute is not a rare event anymore — it is the default, every time stock lands. The category has its own ecosystem of trackers (NowInStock, HotStock, and dozens of DIY Discord bots) precisely because manual refreshing lost this race years ago. But detection is only step one: knowing stock landed a half-second before everyone else means nothing if your checkout is slow or your IP gets flagged the moment you act on the alert.

This is functionally the same problem sneaker copping solves, applied to electronics: a two-stage race where the proxy behind detection and the proxy behind checkout have different jobs.

## Why GPU and console drops are brutal

- Vanishingly thin stock — allocations are small relative to demand, so even a one-second edge over another automated buyer matters.
- A crowd running bots of their own — you are not competing against casual shoppers; you are competing against other automated setups, which raises the bar on both detection speed and checkout speed.
- Retailers actively fight it — Best Buy, Newegg, and similar sites tighten anti-bot defenses specifically around known hot-item restocks.

![Diagram showing a detection layer on rotating residential proxies feeding an alert into a checkout layer on fast static ISP proxies for a GPU or console restock](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783961514/blog/generated/qp-post30-diag1-detectvcheckout.png)
*Detection and checkout are different jobs. Rotating residential IPs for watching stock; fast static ISP IPs for the checkout sprint.*

## The two-layer proxy setup

- Detection layer: rotating residential proxies — constant polling of product pages needs to look like ordinary shoppers, spread across a pool so the monitoring itself never gets blocked.
- Checkout layer: fast static ISP proxies — once stock is detected, the purchase is a speed race exactly like a footsite drop; low-latency, stable IPs win it.
- Enough IPs for multiple attempts — running several checkout tasks in parallel, each on its own clean IP, hedges against any single attempt getting blocked mid-checkout.

## How QuantumProxies fits

GPU and console restocks reward exactly the two-layer setup QuantumProxies is built to run: a large residential pool for continuous, low-suspicion stock monitoring, and fast static ISP proxies for the checkout sprint the moment an alert fires. Run both from one network and there's no gap between detecting the restock and being able to act on it.

[Get proxies for GPU & console restocks](https://quantumproxies.io/isp-proxies)

Start with a free trial, split your setup into detection and checkout layers, and stop losing hot-item restocks to a bot that saw the stock but couldn't close. The alert is only half the job — the proxy behind checkout is the other half.


---

# Best Proxies for Restock Bots: Walmart, Target & Amazon

Whether you run a restock tracker like NowInStock or a full checkout bot, the retailer's defenses key on your IP first. Here's the proxy setup that keeps Walmart, Target, and Amazon bots working.

Whether you're running a monitoring tool like the ones behind NowInStock and HotStock-style alerts, or a full checkout bot that adds to cart and pays automatically, the target is the same three retailers everyone fights over: Walmart, Target, and Amazon. All three run serious anti-bot infrastructure, because restock monitoring at scale is, from their side, indistinguishable from an attack — thousands of automated checks hitting product pages the instant a restock might happen. Get the proxy layer wrong and your bot is dead before the item is even back in stock.

The retailers don't care whether you're a hobbyist checking one product or an operation running hundreds — they defend by IP behavior, which means the proxy is what decides whether your bot gets to compete at all.

## Why these three retailers are hard

- Constant polling looks like an attack — checking a product page every few seconds is exactly the pattern that triggers rate limiting and IP bans on all three sites.
- Checkout adds a second gate — even after you detect a restock, completing checkout runs into its own bot defenses (CAPTCHAs, queue pages, account flags).
- Hot items get extra scrutiny — during a known high-demand restock (a GPU, a console, a hyped toy), retailers tighten defenses specifically because they expect bot traffic.

![Diagram showing a restock bot's polling requests spread across rotating residential proxies passing through to a real-time in-stock alert and checkout](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783961513/blog/generated/qp-post29-diag1-twojobs.png)
*Constant polling looks like an attack from one IP. Spread across rotating residential proxies, it looks like ordinary shoppers checking a page.*

## The proxy setup that works

- Residential proxies — real home IPs that read as genuine shoppers refreshing a page, which is exactly what monitoring traffic should look like to survive.
- Rotation for the monitoring layer — spread frequent polling across many IPs so no single address shows the repeated-check pattern.
- A dedicated clean IP for the checkout attempt — once a restock is detected, complete the purchase from a fresh, unflagged IP so the monitoring traffic never taints the checkout.
- Geo-matching to your actual location — for in-store pickup tools especially, an IP near the real shopper's region keeps location-based checks consistent.

## How QuantumProxies fits

Restock monitoring and checkout are really two different jobs with two different proxy needs, and QuantumProxies covers both: a large rotating residential pool for constant, low-suspicion polling, and dedicated clean IPs you can reserve for the checkout moment so it never inherits a flag from the monitoring traffic. Whether you're running a DIY tracker or a full AIO-style bot, the same network handles detection and purchase.

[Get proxies for restock bots](https://quantumproxies.io/residential-proxies)

Start with a free trial, put your monitoring on rotating residential IPs and your checkout on a clean dedicated one, and stop losing restocks to a proxy setup that gave you away before the item ever showed in stock.


---

# Best Proxies for Flight Fare Alert Apps: Watching Every Origin

A fare-alert app is really a huge, always-on watch list: thousands of route-and-date pairs, checked from dozens of origin cities, around the clock. Here's the proxy setup that keeps it accurate without getting blocked.

A flight fare-alert app looks simple from the user's side: pick a route, get notified when the price drops. Underneath, it is a massive, always-on watch list — thousands of users each tracking their own route and date combinations, checked repeatedly around the clock so the alert actually fires the moment a fare moves. That is a continuous, high-volume data collection job wearing a notification UI, and it hits the same wall every scraping job at scale hits: one IP checking that much, that often, gets blocked long before the alerts are useful.

The accuracy of a fare-alert product depends entirely on how reliably it can check prices from the origin cities its users actually fly from — which makes this as much a geography problem as a volume one.

## The two problems fare alerts create

- Continuous polling at scale — real-time alerts mean checking the same routes repeatedly, all day, which is exactly the request pattern anti-bot systems are tuned to catch.
- Fares depend on origin — the price for the same destination differs by departure city, so accurate alerts require checks that actually originate from each user's city, not one central location.

![Diagram showing a fare-alert app's route watch list checked continuously from many geo-matched proxy origins instead of one central IP](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783961513/blog/generated/qp-post28-diag1-watchlist.png)
*A fare alert is really a continuous watch list, checked from every user's origin city. One central IP can't do that accurately or safely.*

## The setup that keeps alerts accurate and safe

- Rotating residential proxies — spread the continuous polling across a large pool so no single IP shows the repeated-check pattern that gets flagged.
- Geo-matched origins — route each user's route checks through a proxy near their actual departure city, so the fares you're alerting on are the fares they'd really see.
- Smart scheduling — pair proxy rotation with sensible check intervals (more frequent close to travel dates, less frequent far out) to keep volume proportional to what actually needs checking.

## How QuantumProxies fits

A fare-alert product's two hard requirements — sustained polling volume and per-city accuracy — map directly onto what QuantumProxies provides: a large rotating residential pool for the continuous checks, and city-level geo-targeting across 200+ countries so every user's origin is represented accurately. The Scraper API handles the rendering and returns clean fare data, so your alert engine gets numbers, not HTML to parse.

[Get proxies for fare alert monitoring](https://quantumproxies.io/residential-proxies)

Start with a free trial, route your checks through the origin cities your users fly from, and keep your fare alerts both accurate and running — no matter how many watch lists you're serving.


---

# Best Proxies for a Skyscanner Scraper: Multi-Source Fare Comparison

Skyscanner compares fares across many booking sources per search — which multiplies your scraper's request volume before you've even added routes or dates. Here's the proxy setup that keeps it reliable.

Skyscanner's edge is aggregation: a single search compares fares across a wide set of airlines and booking sources at once, so a user sees the cheapest option without checking each source individually. That aggregation is also what makes a Skyscanner scraper's request volume multiply fast — every route and date you track effectively fans out into several underlying lookups. Build that at any real scale and you have a high-volume collection job on your hands from day one.

The proxy strategy for Skyscanner is therefore less about a single trick and more about sustaining volume without ever looking like one operator hammering the site.

## Why volume is the whole challenge

- Fan-out per search — each route/date query compares multiple sources internally, so your effective request count is a multiple of the routes you actually care about.
- Rate limits scale with pattern, not just count — a burst of similar-looking requests from one IP trips detection faster than the same volume spread naturally.
- Currency and market variance — the fares shown depend on the market the search appears to originate from, so multi-market coverage means multi-region requests.

![Diagram showing one Skyscanner search fanning out into multiple source lookups, with the resulting request volume spread across a rotating residential proxy pool](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783961512/blog/generated/qp-post27-diag1-fanout.png)
*One search fans out into many source lookups. The resulting volume only survives if it's spread across a large rotating pool.*

## The proxy setup for sustained volume

- A large rotating residential pool — enough distinct IPs that your fan-out request volume never concentrates on any single address long enough to be flagged.
- Geo-targeted exits — matched to each market you're pricing, so fares and currency come back correctly for that region.
- Paced, distributed request patterns — spreading requests over time and across IPs, rather than bursting, keeps the traffic looking like many individual searches.

This is the same reason tools like Skyscanner's own Flight Scraper API on Apify and similar managed services exist — they absorb exactly this rotation-and-pacing problem so you don't have to rebuild it per project. The underlying requirement, a deep and reliable proxy pool, doesn't go away; it just gets handled for you.

## How QuantumProxies fits

A Skyscanner scraper's fan-out volume is exactly what QuantumProxies' large residential pool is built to absorb, with city-level geo-targeting so multi-market fare comparisons stay accurate. Paired with the Scraper API for rendering and structured output, you get a reliable multi-source fare feed instead of a scraper that degrades the moment you add more routes.

[Get proxies for multi-source fare scraping](https://quantumproxies.io/residential-proxies)

Start with a free trial, spread your route and date coverage across a rotating pool, and keep a multi-source fare comparison actually comparing — instead of getting cut off before it finishes.


---

# Best Proxies for a Google Flights Scraper: Getting Clean Fare Data

Google Flights is the richest single source of live airfare data anywhere — and one of the most aggressively defended. Here's the proxy setup that keeps a Google Flights scraper collecting clean data instead of getting walled off.

Google Flights is arguably the single richest source of live airfare data on the web — it aggregates inventory from hundreds of airlines into one interface, refreshed continuously. That is exactly why so many travel apps, fare-alert tools, and analysts build a Google Flights scraper instead of stitching together dozens of airline APIs. It is also exactly why Google defends it hard: the same aggregation that makes it valuable makes it a prime scraping target, and the anti-bot measures reflect that.

A Google Flights scraper lives or dies on the proxy layer beneath it. The query patterns needed for real fare research — many origins, many dates, many destinations — are inherently high-volume, and high volume from one IP is precisely what gets flagged. Here is the setup that keeps the data flowing.

## Why Google Flights blocks scrapers

- Volume is unavoidable — a real fare matrix means many origin/destination/date combinations, so the query volume that makes the data useful is also what looks automated.
- JavaScript-rendered results — results are assembled client-side, so a plain HTTP fetch without JS execution returns an empty shell, not fares.
- Aggressive rate limiting — repeated queries from one IP get throttled or blocked well before a useful dataset is collected.

![Diagram showing a Google Flights scraper's origin-destination-date query matrix spread across rotating residential proxies instead of one flagged IP](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783961511/blog/generated/qp-post26-diag1-matrix.png)
*A real fare matrix is inherently high-volume. Spreading it across rotating IPs is what keeps the queries from looking like one bot.*

## The proxy setup that holds up

- Rotating residential proxies — real home IPs that read as ordinary searches, spread across a pool so no single address shows the query-matrix pattern that triggers blocks.
- A render-capable fetch — because results are JS-assembled, you need a client that executes JavaScript for the pages that require it, not just a static request.
- Geo-targeting — fares vary by the market the search appears to come from, so accurate collection needs requests that originate in the regions you're pricing.

Tools like Apify's Google Flights Scraper, ScrapingBee, and SerpApi's Google Flights API exist precisely because this combination — rotation, rendering, and geo — is hard to build and maintain in-house. Whether you build it yourself or lean on one of those, the proxy layer underneath is the same requirement.

## How QuantumProxies fits

QuantumProxies gives a Google Flights scraper exactly what it needs: a large rotating residential pool to spread a real fare-search matrix without tripping limits, geo-targeting so results reflect the market you're pricing, and a Scraper API that renders JavaScript and returns clean structured data — so you can pull fares directly instead of managing a headless-browser fleet.

[Get proxies for flight fare scraping](https://quantumproxies.io/residential-proxies)

Start with a free trial, point your scraper at Google Flights through a rotating residential pool, and keep the richest fare dataset on the web actually flowing into your product or research.


---

# Best Proxies for Ticket Market Research: Prices, Demand & Trends

Studying the live event market — resale prices, demand, regional trends — is a data-collection problem. Here's which proxies to use for ticket market research, and how they keep it legal and reliable.

The live-events business runs on data that lives on public web pages: what tickets cost, how prices move, how fast events sell, and how all of that differs by city and platform. Turning that scattered, constantly-changing information into research you can act on — for pricing, demand forecasting, or competitive analysis — is fundamentally a web-data-collection problem. And like every serious collection job, it comes down to gathering public data at scale, across regions, without getting blocked. That is a proxy question, and here is the answer for the ticket market specifically.

One framing note up front: ticket market research means collecting publicly visible listings and prices for analysis. It does not mean circumventing any seller's purchase controls — the goal is a dataset, not a checkout. Done that way, it is the same legitimate market-intelligence work that powers e-commerce and travel pricing.

## What ticket research needs from a proxy

- Scale without blocks — covering many events across StubHub, SeatGeek, Viagogo and primary listings, refreshed often, is high-volume by nature. One IP gets rate-limited long before your dataset is complete.
- Accurate localization — prices, availability, and even which platform dominates change by country. To study a market you have to collect it from inside that market.
- Freshness — the event market reprices constantly, so useful research means re-collecting on a schedule, which multiplies request volume.

![Diagram of ticket market research: public prices and availability across platforms and regions collected via rotating geo-targeted proxies into pricing, demand and trend analysis](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783958998/blog/generated/qp-post25-diag1-research.png)
*Public prices and availability, collected across platforms and regions, become pricing, demand, and trend research — if collection never gets blocked.*

## The right proxy setup

- Rotating residential proxies — real home IPs that read as ordinary visitors, spread across a large pool so high-frequency research never shows a blockable pattern.
- City- and country-level geo-targeting — so each regional market's prices and availability are read correctly.
- A scraper that renders and structures pages — so defended listing pages come back as clean data instead of half-loaded HTML.

Collect responsibly: stick to publicly available listing data, respect each platform's terms and request rate, and use the data for aggregate analysis. That keeps your research both legal and sustainable.

## How QuantumProxies fits

Ticket market research is a scale-and-location problem, and QuantumProxies covers both: a large rotating residential network with a low block rate for the high-frequency collection research demands, city-level targeting across 200+ countries so every market reads correctly, and a Scraper API that renders listing pages and returns structured prices and availability — so you get a clean, current dataset instead of a maintenance headache. Point it at the events and platforms you study and feed the output straight into your analysis.

[Get proxies for ticket market research](https://quantumproxies.io/residential-proxies)

Start with a free trial, choose the markets and platforms you follow, and build your event research on data that is complete, current, and correctly localized. In a market this volatile, the best research is simply the best-collected data.


---

# Tracking Event Ticket Availability & On-Sale Timing at Scale

When tickets go on sale, how many remain, and how fast they clear is a live demand signal. Here's how analysts and event teams monitor availability at scale with proxies — on public data.

Ticket availability is a demand signal in disguise. When an event goes on sale, how many seats are listed, and how quickly the inventory clears together tell you more about real demand than any forecast. For event marketers, venues, analysts, and licensed brokers, tracking that public availability over time turns a static seating chart into a live read on how an event is trending — often before it shows up anywhere else.

This is monitoring of publicly visible listing information — on-sale status, listing counts, price tiers — for market intelligence, not an attempt to bypass any purchasing controls. Framed that way, it is the same availability-tracking discipline retailers use for stock, applied to events.

## What availability data tells you

- On-sale timing — when tickets actually go live across platforms, so you are watching the market from minute one instead of finding out late.
- Sell-through speed — how fast listings clear is a direct read on demand; a sold-out-in-minutes event and a slow-mover need very different decisions.
- Inventory over time — how listing counts and price tiers move from on-sale to event day reveals the shape of demand for the whole run.
- Comparative demand — benchmarking availability across similar events shows which are over- or under-performing.

![Diagram tracking event ticket listing counts and on-sale status over time through geo-targeted rotating proxies into a demand curve](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783958997/blog/generated/qp-post24-diag1-curve.png)
*Listing counts and sell-through speed, tracked over time, turn a seating chart into a live demand curve.*

## Why proxies make it reliable

- Continuous checks add up — monitoring on-sale windows and inventory across many events means frequent requests, which from one IP trips rate limits fast.
- Availability is regional — what is listed and when depends on the market, so accurate tracking needs requests that originate in each region.
- Timing is everything — missing the on-sale minute defeats the purpose, so your collection has to run reliably at scale without getting blocked at the critical moment.

Rotating residential proxies with geo-targeting handle all of it: genuine-looking IPs spread across a pool so frequent checks never show a pattern, positioned in the right market to read local availability, reliable enough to be watching the moment tickets go live.

## How QuantumProxies fits

Availability monitoring is a timing-and-location problem, and QuantumProxies is built for both: a large rotating residential pool so continuous checks stay under the radar, city-level geo-targeting so each market's on-sale and inventory read correctly, and a Scraper API that returns clean structured listing data — so you have a dependable feed watching every on-sale window instead of a fragile script that breaks at the worst moment.

[Get proxies for availability monitoring](https://quantumproxies.io/residential-proxies)

Start with a free trial, pick the events and markets you follow, and turn public availability into a demand signal you can act on. When timing is the whole game, reliable collection is the edge.


---

# Ticket Resale Price Monitoring: Track the Market at Scale

Secondary-market ticket prices move constantly across StubHub, SeatGeek, and Viagogo. Whether you're a broker, an analyst, or an event team, here's how to monitor that market at scale with proxies.

The secondary ticket market is one of the most volatile pricing environments there is. A single event's resale price on StubHub, SeatGeek, or Viagogo can swing dramatically within hours as demand, seat availability, and the calendar shift. For anyone whose decisions depend on those numbers — licensed brokers pricing inventory, analysts studying demand, venues and teams tracking how their events trade on the secondary market — a weekly manual check is useless. You need the market as live data, and that is a monitoring problem best solved with proxies.

To be clear about scope: this is about collecting publicly listed resale prices for market intelligence — not about circumventing any ticket seller's purchase controls. Price monitoring of public listings is a mainstream, legitimate use of web data, and the same discipline that powers e-commerce price intelligence applies directly to tickets.

## What ticket price monitoring reveals

- Live price curves — how an event's resale price moves from on-sale to event day, so you can price or buy at the right moment instead of guessing.
- Cross-platform spread — the same seats often list at different prices across StubHub, SeatGeek, and Viagogo; tracking all of them shows the true market.
- Inventory and demand signals — how many listings remain and how fast they clear is a real-time read on demand for an event.
- Benchmarking — venues and rights holders can see how their events actually trade versus comparable ones.

![Diagram of resale ticket prices collected across StubHub, SeatGeek and Viagogo through geo-targeted rotating proxies into a live price curve and spread](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783958997/blog/generated/qp-post23-diag1-spread.png)
*The same seats price differently across platforms and by the hour. Monitoring all of them turns a guess into a live market view.*

## Why you need proxies to collect it

- Volume trips defenses — tracking many events across several platforms, refreshed often, means a lot of requests. From one IP that pattern gets rate-limited and blocked fast.
- Prices are localized — resale platforms show prices and availability by region and currency, so to see a market accurately your requests must originate there.
- Freshness multiplies requests — a live price curve means re-collecting constantly, which only scales if your collection layer can spread the load.

Rotating residential proxies solve all three: real home IPs that read as ordinary visitors, spread across a large pool so no single address shows the monitoring pattern, with geo-targeting to read each local market correctly.

## How QuantumProxies fits

QuantumProxies is built for exactly this kind of high-frequency, geo-sensitive collection: a large residential pool with rotation so you can monitor many events without tripping limits, city-level geo-targeting so each market's prices are read correctly, and a Scraper API that renders listing pages and returns clean structured prices — so you get a live feed instead of managing scrapers. Point it at the events and platforms you track and wire the output into your pricing model or dashboard.

[Get proxies for ticket market monitoring](https://quantumproxies.io/residential-proxies)

Start with a free trial, pick the events and platforms you follow, and turn the secondary market's chaos into a clean, current dataset. In a market that reprices by the hour, the edge goes to whoever sees it live.


---

# Best Proxies for Supreme & Streetwear Drops

Supreme drops are weekly, worldwide, and gone in seconds. Against that competition your bot needs clean IPs that look like real shoppers. Here's the proxy setup that survives.

Supreme runs one of the most relentless drop cadences in fashion: new product almost every Thursday, tiny quantities, and a global crowd of resellers and fans all hitting at once. Popular items are gone in seconds and flip for multiples of retail on the resale market. That combination — high frequency, high competition, thin stock — makes Supreme a proxy-heavy game, because the retailer's defenses and the sheer crowd both punish anything that looks like a bot on a shared address.

The same logic that governs a hyped sneaker Shopify drop applies here, sharpened by how often Supreme runs and how many people are competing. Here is the setup that keeps you in the running week after week.

## Why Supreme punishes weak setups

- Thin stock, huge crowd — with tiny quantities and thousands of buyers, any disadvantage is fatal. A flagged or throttled IP is an instant loss.
- Repeat-visitor detection — the drop is a scraping-and-checkout event; many rapid requests from one address trip defenses fast.
- Weekly cadence compounds it — because it happens every week, reusing burnt IPs catches up with you quickly, so freshness matters more than on a one-off release.

![Diagram of a Supreme Thursday drop: shared or flagged IPs blocked in a huge crowd, rotating residential IPs passing through to checkout](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783958996/blog/generated/qp-post22-diag1-crowd.png)
*Thin stock plus a global crowd means any weak IP loses. Rotating residential IPs that read as real shoppers stay in the running.*

## The setup that survives

- Residential proxies — real home IPs that blend into Supreme's global shopper crowd. Trust is what keeps you from being filtered before checkout.
- Rotation from a large pool — so no IP shows the repeat pattern that gets flagged, and last week's burnt addresses don't drag down this week's tasks.
- One clean IP per task — each attempt looks like a separate buyer, beating per-IP limits.
- Geo-matched when needed — for region-specific Supreme releases, IPs in the right market look like local shoppers.

Because Supreme runs weekly, a large rotating residential pool matters more here than almost anywhere: you need a constant supply of fresh, clean IPs so every Thursday starts from a clean slate.

## How QuantumProxies fits

Supreme's weekly grind rewards exactly what QuantumProxies delivers: a large residential pool that reads as real shoppers, aggressive rotation so you always have fresh IPs for the next Thursday, geo-targeting for region-specific releases, and one clean IP per task from a network deep enough to never run dry. It is the difference between competing every week and burning out your IPs by the second drop.

[Get residential proxies for Supreme drops](https://quantumproxies.io/residential-proxies)

Start with a free trial before Thursday, load fresh rotating IPs into your setup, and turn Supreme's brutal cadence from a weekly loss into a weekly shot. Against that crowd, the cleanest IPs cop.


---

# How Many Proxies Do You Need to Cop Sneakers?

The most common copping mistake isn't the bot or the proxy type — it's not having enough IPs. Here's the simple math for how many proxies a drop actually needs.

Coppers spend hours debating which bot and which proxy type to buy, then lose the drop for a boring reason: they did not have enough IPs. Too few proxies for too many tasks quietly recreates the exact per-IP purchase cap you bought proxies to beat. The good news is the math is simple, and once you know it you stop guessing — and stop cramming ten tasks onto three IPs and wondering why they all got banned together.

## The core rule: one clean IP per task

Retailers cap purchases per IP and per account, so every checkout task needs its own dedicated IP to look like an independent buyer. That gives you the baseline number:

- Count your tasks, not your accounts. If you run 25 tasks on a drop, you need at least 25 clean IPs — one per task — so no two attempts share an address.
- Add headroom for retries and burns. Some IPs get flagged mid-drop; a buffer (roughly 20–30% extra) keeps every task on a clean address.
- Match the type to the site. Those IPs should be residential for Shopify/SNKRS and ISP for footsites — the count rule is the same, the type follows the site.

![Diagram showing tasks mapped one-to-one to clean IPs with a buffer for burns, versus many tasks crammed onto few IPs getting capped](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783958995/blog/generated/qp-post21-diag1-math.png)
*Count tasks, not accounts: one clean IP per task, plus a buffer for burns. Cram tasks onto few IPs and the per-IP cap links them.*

## Residential is priced by bandwidth, not IPs

Here is the nuance that trips people up. Residential proxies are usually sold by gigabytes of traffic, not by a fixed number of IPs — you draw as many IPs as you need from a large rotating pool and pay for the data you use. So the real question for residential is not 'how many IPs can I buy' but 'do I have enough bandwidth for my task count.' Sneaker checkouts are lightweight, so a modest data plan covers a lot of tasks; you just want a pool big enough that every task gets a fresh, unique IP.

ISP proxies, by contrast, are typically sold as a fixed set of static IPs — so there you do buy a specific number, one per task you plan to run on footsites.

## A simple sizing guide

- Casual (a few pairs): 5–10 clean IPs, one per task, residential for most sites.
- Serious (double-digit pairs): 25–50+ tasks means 25–50+ IPs, plus a burn buffer, split residential/ISP by site.
- Group/cook scale: a large residential pool (measured in bandwidth) plus a block of static ISP IPs for footsites, sized to your peak concurrent task count.

## How QuantumProxies fits

QuantumProxies scales to whatever your task count demands: a large residential pool priced by bandwidth so you can draw a fresh IP for every task without buying a fixed list, plus static ISP proxies in the exact quantity your footsite tasks need. Start small on a free trial, size up to your real drop plan, and never lose a release again to the one number nobody talks about — how many clean IPs you actually had.

[Size your proxy pool for copping](https://quantumproxies.io/residential-proxies)

Start with a free trial, count your tasks, and give each one a clean IP with room to spare. The best bot in the world is still one entry if it's sharing an address.


---

# Residential vs ISP Proxies for Sneaker Copping: Which Wins Where

The eternal copping question: residential or ISP? The honest answer is 'it depends on the site.' Here's the head-to-head and a simple rule for which to run where.

Ask any copping group whether residential or ISP proxies are better and you will start an argument, because both sides are right — just about different sites. There is no single winner. Residential and ISP proxies trade off the same two things every sneaker release comes down to: trust and speed. Understand that trade and the choice stops being a debate and becomes a simple rule you apply per site.

## The two, head to head

- Residential proxies — real IPs from real homes, rotating from a large pool. Highest trust, lowest block rate, a little more latency. Built for sites that assume you're a bot and need convincing otherwise.
- ISP proxies — datacenter-hosted but ISP-registered, static and always-on. Datacenter-class speed with residential-grade trust. Built for checkout races where milliseconds decide the pair.

In one line: residential maximizes trust, ISP maximizes speed. Neither is 'better' — they're better at different jobs.

![Head-to-head diagram of residential proxies (high trust, rotating) versus ISP proxies (high speed, static) mapped to sneaker sites](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783958994/blog/generated/qp-post20-diag1-headtohead.png)
*Residential trades a little speed for maximum trust; ISP trades a little trust for maximum speed. The site tells you which to use.*

## Which to run where

- Footsites (Footlocker, Champs): ISP. It's a pure speed race; static low-latency IPs win.
- Shopify drops: residential. Aggressive checkpoint-and-ban defenses reward trusted, rotating home IPs.
- Nike SNKRS: residential (or mobile), geo-matched. It's a trust-and-location filter, not a race.
- Supreme & streetwear: residential. Trust-heavy, high-competition; blend in as a real shopper.

The coppers who hit consistently do not pick a side — they keep both types and deploy each where it wins. Buying only one and forcing it onto every site is the most common reason a good bot still goes 0-for-10.

## How QuantumProxies fits

You do not have to choose a camp with QuantumProxies — you get both, from one dashboard: fast static ISP proxies for footsite speed races and a large residential pool for the trust-heavy Shopify, SNKRS, and Supreme releases, with geo-targeting and one clean IP per task across both. Run the right proxy for each site instead of hoping one type covers everything.

[Get ISP & residential proxies for copping](https://quantumproxies.io/isp-proxies)

Start with a free trial, keep both types in your kit, and match the proxy to the site. The residential-vs-ISP debate has a boring answer: run whichever the drop rewards — and have both ready.


---

# Sneaker Bot Proxy Setup: Cybersole, Kodai, Wrath & NSB

Cybersole, Kodai, Wrath, NSB — different bots, identical proxy logic underneath. Here's how to load proxies into your bot the right way, and the mistakes that quietly kill your tasks.

Whether you run Cybersole, Kodai, Wrath AIO, Nike Shoe Bot, CyberAIO, Project Enigma, or any of the other top sneaker bots, one thing is true of all of them: the bot is the easy part, and the proxies are where runs are won or quietly lost. Every serious bot takes proxies the same way — a list of IPs assigned per task or per profile — and every beginner gets them wrong in the same handful of ways. This is the setup that actually holds up, whichever bot you run.

## How bots take proxies (they're all similar)

In Cybersole, Kodai, Wrath, NSB and the rest, the workflow is nearly identical: you create a proxy list, paste your IPs in the bot's format (usually host:port:user:pass), name the list, and assign it to your tasks. The bot then routes each task's traffic through the proxies in that list. The mechanics are trivial — the strategy is everything.

![Diagram showing a proxy list loaded into a sneaker bot and assigned one clean IP per task across Cybersole, Kodai, Wrath and NSB](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783958993/blog/generated/qp-post19-diag1-list.png)
*Every bot takes proxies the same way: a list, assigned per task. One clean IP per task is the rule they all share.*

## The mistakes that kill runs

- Too few proxies for too many tasks — running twenty tasks on five IPs recreates the per-IP cap you were avoiding. The rule is one clean IP per task.
- Wrong proxy type for the site — datacenter IPs on a hyped Shopify or SNKRS release get banned on sight. Match residential to trust-heavy sites and ISP to footsite speed races.
- Reusing IPs across drops without rotation — an address that got flagged last week is dead weight this week. A large rotating pool keeps your IPs fresh.
- Mismatched geo — entering a region-locked release from the wrong country gets your tasks filtered before they start.

None of these is a bot problem. They are all proxy problems — which is exactly why coppers who obsess over which bot to buy, but skimp on proxies, keep losing.

## The setup that holds up

- Residential proxies for Shopify, SNKRS, and any trust-heavy release; ISP proxies for footsites where speed decides it.
- One dedicated clean IP per task, with enough in the pool to cover your full task list.
- Rotation so flagged IPs are replaced and no address shows a repeat pattern.
- Geo-matched IPs for region-locked drops.

## How QuantumProxies fits

QuantumProxies plugs into any sneaker bot — Cybersole, Kodai, Wrath, NSB, whatever you run — because it delivers exactly what the setup above requires: residential IPs that read as real buyers, fast static ISP proxies for footsites, geo-targeting for region-locked releases, and a pool large enough for one clean IP per task. Export your list from the QuantumProxies dashboard, paste it into your bot, assign one IP per task, and the part your bot can't fix is handled.

[Get proxies for your sneaker bot](https://quantumproxies.io/residential-proxies)

Start with a free trial, load a clean list into your bot before the next drop, and stop blaming the software for losses the proxies caused. The bot checks out; the proxies decide whether it's allowed to.


---

# Best Proxies for Footsites: Footlocker, Champs & the Speed Game

Footsites like Footlocker and Champs are a pure speed race — and that flips the usual proxy advice on its head. Here's why ISP proxies win footsites and how to run them.

Footsites — Footlocker, Champs, Eastbay and their siblings — reward something different from Shopify or SNKRS, and it flips the usual proxy advice on its head. Here, the drop is a straight speed race: whoever completes checkout fastest gets the pair. There is less of the trust-and-queue gauntlet you fight on Shopify and less of the location filter you face on SNKRS. Which means the proxy trait that matters most is not maximum trust — it is raw, consistent speed.

That single fact changes which proxy you should run. On footsites, the copper with the lowest-latency, most stable connection at checkout wins, and that points to a specific proxy type most people underuse.

## Why footsites are a speed problem

- Checkout is a race — inventory clears in seconds and the fastest completed order wins, so every millisecond of latency is a millisecond your size is more likely to sell out.
- Stability matters — a proxy that drops or lags mid-checkout costs you the order outright, so a rock-solid connection beats a marginally more 'trusted' but flaky one.
- Waiting rooms reward readiness — when footsites use a waiting room, a stable static IP that holds its place cleanly outperforms one that hops and gets re-queued.

![Diagram contrasting a low-latency static ISP proxy winning a footsite checkout race against a slower rotating residential hop](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783958992/blog/generated/qp-post18-diag1-race.png)
*Footsites are a race, not a trust test. A fast, static ISP proxy at checkout beats a higher-latency hop every time.*

## Why ISP proxies win here

ISP proxies are hosted on datacenter infrastructure but registered to a real ISP, so you get the best of both worlds for footsites:

- Datacenter-class speed and a stable, always-on static IP — exactly what a checkout race demands.
- Residential-grade trust from the ISP registration, so you are not flagged like a raw datacenter IP would be.
- A consistent address that holds its place in waiting rooms instead of getting re-queued.

Keep residential proxies in your kit for the sites that fight harder, but for footsites specifically, fast static ISP proxies are the tool. And the count rule still holds: one clean IP per task, enough to run your full task list, so per-IP limits never link your attempts.

## How QuantumProxies fits

QuantumProxies gives footsite coppers what the race demands: low-latency ISP proxies with static, always-on stability, plus residential IPs on hand for the sites where trust matters more than speed — all from a pool large enough to put one clean IP behind every task. You run the exact proxy each site rewards, instead of forcing one type to do every job.

Point your bot at QuantumProxies' ISP proxies for footsites, assign one per task, and let a fast, stable connection do what a faster bot alone never could: cross the finish line first.

[Get ISP proxies for footsites](https://quantumproxies.io/isp-proxies)

Start with a free trial before the next footsite release, put your tasks on fast static IPs, and stop losing a race you were fast enough to win. On footsites, speed cops — and the proxy is half your speed.


---

# Best Proxies for Shopify Sneaker Drops: Beating the Queue & Bans

Shopify runs the hardest bot defenses in sneakers: checkpoint queues, aggressive IP throttling, instant bans on repeat addresses. Here's the proxy setup that actually gets through.

A huge share of hyped sneaker and streetwear drops run on Shopify, and Shopify has some of the most aggressive bot defenses in the game. It throttles repeat IPs hard, drops checkpoint and queue pages the moment traffic looks automated, and bans addresses mid-session without warning. If you have watched a task get "queued" into oblivion or checkpointed right before checkout, you have met Shopify's defenses — and you have learned that on Shopify, the proxy matters more than the bot.

The reason is simple: Shopify's protections key heavily on the IP. A fast bot on a flagged IP still gets throttled, queued, and checkpointed. A well-configured task on a clean, trusted IP glides through. Here is the setup that survives.

## What Shopify throws at you

- Checkpoint queues — when traffic looks bot-like, Shopify inserts a waiting room or checkpoint that stalls or filters your tasks before checkout.
- IP throttling — repeated requests from one address get slowed to a crawl or blocked, so any task hammering from a single IP loses.
- Instant bans — datacenter and flagged IPs are rejected on sight, often before you even reach the product.

All three are IP-driven, which means all three are solved at the proxy layer — not by buying a faster bot.

![Diagram of a Shopify drop: a datacenter IP hits a checkpoint queue and ban, while rotating residential IPs pass through to checkout](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783958991/blog/generated/qp-post17-diag1-checkpoint.png)
*Shopify's queue, throttle, and ban all key on the IP. Datacenter gets checkpointed; clean rotating residential passes through.*

## The proxies that get through

- Residential proxies — real home IPs that read as genuine shoppers. On Shopify's trust-heavy defenses, this is the standard: far less likely to be checkpointed or banned mid-checkout.
- Rotation across a large pool — so no single IP shows the repeat pattern that triggers throttling, and a flag on one task never cascades to the rest.
- One clean IP per task — each attempt looks like a different buyer, so per-IP throttling can't link and slow your whole run.
- ISP proxies as a fast complement — for the speed-sensitive final checkout step on lighter Shopify setups, their low latency helps, with residential-grade trust.

The winning pattern on Shopify is trust first, then speed: residential IPs to get through the defenses, enough of them to run your tasks without linking, and sticky sessions so a task keeps one consistent identity through the whole checkout.

## How QuantumProxies fits

Shopify is a trust problem, and QuantumProxies is built for trust: a large residential pool with a low block rate that reads as real shoppers, rotation so no IP shows the pattern Shopify throttles, sticky sessions so each task holds one identity through checkout, and fast ISP proxies for the moments speed matters. It is exactly the mix Shopify's checkpoint-and-ban defenses are least equipped to stop.

Point your bot at QuantumProxies, put one clean residential IP behind each task, and turn Shopify's queue from a wall into a formality.

[Get residential proxies for Shopify drops](https://quantumproxies.io/residential-proxies)

Start with a free trial before the next Shopify release, load your tasks onto clean rotating IPs, and stop losing checkouts to a checkpoint you could have walked straight past. On Shopify, the trusted IP cops.


---

# Best Proxies for Nike SNKRS Draws: What Actually Gets You In

SNKRS isn't a checkout race — it's a trust-and-location filter. Datacenter IPs get screened out before the draw even runs. Here's the proxy setup that gets your entries counted.

Nike SNKRS is a different beast from a footsite drop, and the coppers who treat it the same lose. There is no checkout race to win — a SNKRS release is usually a draw (a raffle), where Nike collects entries and then picks winners. That changes everything about how it is defended. Instead of rate-limiting speed, SNKRS filters by trust and location: it decides which entries even count based on how genuine each one looks and where it comes from. Get that wrong and your entries are quietly screened out before the draw is ever run.

This is why the question is not "which is the fastest proxy for SNKRS" but "which proxy makes each of my entries look like a real local person." The answer is narrow and specific, and it is the difference between entries that count and entries that never had a chance.

## Why SNKRS screens out most setups

SNKRS assumes every entry is a bot until it looks otherwise, and it leans on two signals to decide:

- IP trust — datacenter IPs are flagged on sight. An entry from an obvious server IP is the easiest thing in the world to discount, so it simply does not compete on equal footing with real users.
- Location — SNKRS releases are often region-specific, and the app weighs where an entry comes from. An entry from the wrong country for that release looks wrong, no matter how clean the account.
- Account linkage — many entries sharing one IP is the clearest sign of a single operator gaming the draw, and linked entries get pruned together.

Speed does not help with any of this, because there is nothing to be fast at. Trust and location are the whole game.

![Diagram showing SNKRS draw entries: datacenter and shared-IP entries screened out, while residential geo-matched entries with one IP each are counted](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783958990/blog/generated/qp-post16-diag1-filter.png)
*SNKRS doesn't race you — it filters you. Datacenter and shared IPs get screened; clean, local, one-per-account entries get counted.*

## The proxy setup that gets counted

For SNKRS, one proxy type wins clearly, with two rules attached:

- Residential proxies — real home IPs that read as genuine entrants. This is non-negotiable for SNKRS; the trust of a real ISP IP is exactly what keeps your entry in the running.
- Geo-matched — use IPs in the release's region so each entry looks like a local user the draw is meant for. Location alignment is half the battle on regional releases.
- One IP per account — every account entering the draw needs its own dedicated residential IP, so your entries look like independent people, not one operator submitting many.

Mobile proxies are an even stronger option on the toughest releases, since carrier IPs carry the highest trust of all. But clean, geo-matched residential IPs — one per account — are the reliable baseline that gets SNKRS entries counted.

## How QuantumProxies fits

SNKRS rewards exactly what QuantumProxies specializes in: authenticity and location. You get residential and mobile IPs that read as real users, precise geo-targeting across 200+ countries so every entry sits in the right market, and a pool large enough to give each account its own dedicated IP. That is the full recipe for entries that survive the filter instead of getting screened before the draw.

Point your bot or manual setup at QuantumProxies, put one geo-matched residential IP behind each account, and let your entries compete as the local, genuine users SNKRS is actually looking for.

[Get residential proxies for SNKRS](https://quantumproxies.io/residential-proxies)

Start with a free trial before the next SNKRS release, match your IPs to the region, and stop losing draws you were never really entered in. On SNKRS, the win goes to the entries that look most human — and that starts with the IP.


---

# Best Proxies for Web Scraping: Scrapy, Playwright, Selenium & More

Every scraper runs fine until it doesn't — and the wall is almost always the IP, not the code. Here's which proxies to use with Scrapy, Playwright, Selenium, and Puppeteer, and how to wire them in.

Every web scraper has the same lifecycle. It works beautifully on ten pages. It works on a hundred. Then you point it at ten thousand and it starts returning empty responses, CAPTCHAs, and 403s — and you spend a day debugging code that was never broken. The wall you hit is almost never your parser. It is your IP address: one machine requesting thousands of pages on a schedule is the textbook pattern anti-bot systems block. The fix is not better code; it is proxies. This is the practical guide to which ones, and how to wire them into the tools you already use.

Whether you scrape with Scrapy, Playwright, Selenium, Puppeteer, or a no-code tool, the proxy strategy is the same underneath: route requests through many IPs so the target sees ordinary visitors instead of one relentless bot. Get that right and the same scraper that died at ten thousand pages finishes at a million.

## Which proxies for scraping

Three things decide whether your collection survives at scale — IP type, rotation, and location:

- Rotating residential proxies — real home IPs from a large pool, rotated per request. They read as genuine visitors and carry the lowest block rate, which makes them the workhorse for any site that fights scraping. Rotation is what spreads your requests so no single IP shows the pattern that triggers limits.
- Datacenter proxies — fast and cheap, best for high-volume scraping of sites that do not fight back. Use them where speed and cost matter more than looking residential.
- Geo-targeting — when the data changes by country (prices, listings, search results), your requests need to originate in that market to collect the right version.

The efficient pattern is to send most traffic through fast, cheap paths and escalate to residential only for the sites and pages that actually challenge you — high success rate without paying premium bandwidth for pages that never fight back.

![Diagram showing a scraper's requests spread across a rotating residential proxy pool so a target site sees many ordinary visitors instead of one bot hitting rate limits](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783956027/blog/generated/qp-post15-diag1-rotation.png)
*Rotation is the whole trick: spread requests across many IPs and the target sees ordinary visitors, not one relentless bot.*

## Wiring proxies into your tool

Every major scraping tool supports proxies natively — the mechanism differs, the idea does not.

### Scrapy

Set the proxy on each request (or via a downloader middleware) so Scrapy routes through your rotating endpoint. Point it at a single rotating proxy URL and the pool handles a fresh IP per request for you — no proxy list to manage in code.

### Playwright & Puppeteer

Both accept a proxy at browser launch (a proxy server plus username and password). Because they run a real browser, pairing them with residential IPs is what gets you through JavaScript-heavy, bot-defended pages that a plain HTTP fetch cannot touch.

### Selenium

Pass the proxy through the browser's options or a wrapper for authenticated proxies. As with Playwright, a real browser plus a residential IP is the combination that survives on the hardest targets.

### No-code tools

Octoparse, ParseHub, and similar tools take proxies in their settings — drop in a rotating endpoint and they distribute requests across the pool automatically. Same principle, no code required.

In every case the winning move is a single rotating endpoint rather than a hand-managed IP list: your tool makes normal requests, and the pool assigns a fresh, clean IP behind each one.

![Diagram showing Scrapy, Playwright, Selenium, Puppeteer, and no-code tools all pointing at one rotating proxy endpoint that assigns a fresh IP per request](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783956028/blog/generated/qp-post15-diag2-tools.png)
*One rotating endpoint, any tool: Scrapy, Playwright, Selenium, Puppeteer, or no-code all get a fresh clean IP per request.*

## How QuantumProxies fits

QuantumProxies gives your scraper the network it needs: a large rotating residential pool with a low block rate for the sites that fight back, datacenter proxies for cheap high-volume work, and city-level geo-targeting for data that changes by market — all behind a single endpoint that assigns a fresh IP per request, so there is no proxy list to babysit in your code.

And when a target is defended enough that raw proxies still struggle, the same network powers a Scraper API that renders JavaScript, clears challenges, and returns clean structured data — so you can drop the headless-browser plumbing entirely and just ask for the data. Use raw proxies where you want control, the API where you want zero maintenance.

[Get rotating proxies for your scraper](https://quantumproxies.io/residential-proxies)

Start with a free trial, point your Scrapy, Playwright, Selenium, or Puppeteer job at one rotating endpoint, and watch the scraper that used to die at ten thousand pages just keep going. It was never your code — it was your IP.


---

# Best Proxies for Sneaker Bots: What to Run on Every Site

The fastest sneaker bot loses on the wrong proxies. Here's the proxy playbook by site — ISP for footsite speed, residential for Shopify and SNKRS trust — and how many IPs you actually need.

Every sneaker copper eventually learns the same lesson the hard way: the bot is not what wins the drop. You can run the fastest, most-hyped bot on the market and still go 0-for-10 if the proxies behind it are wrong. Retailers do not rate-limit your software — they rate-limit your IP address. Which means the proxies are not an accessory to your setup; on a limited drop, they are the setup. This is the practical answer to the question every copper searches before a big release: which proxies do I actually run, and how many.

There is no single "best sneaker proxy," because different sites reward different things. Footsites are won on milliseconds; Shopify and SNKRS are won on trust. The coppers who hit consistently are the ones who match the proxy to the site instead of buying one type and hoping. Here is how to do that.

## ISP vs residential: the core choice

Almost every sneaker proxy decision comes down to a trade between speed and trust, and that maps cleanly onto two proxy types:

- ISP proxies — hosted on datacenter infrastructure but registered to a real ISP. You get residential-grade trust with datacenter speed and a static, always-on IP. They are fast and stable, which is exactly what wins a checkout race.
- Residential proxies — real IPs from real homes, rotating from a large pool. They carry the highest trust and the lowest block rate, at the cost of a little more latency than ISP. They are what get you through the sites that assume every request is a bot.
- Datacenter proxies — fast and cheap, but flagged instantly on any serious release. Skip them for hyped drops.

The short version: reach for ISP when speed decides the outcome, and residential when trust decides whether you are let in at all. Most serious coppers keep both and deploy them by site.

![Diagram contrasting ISP proxies for speed on footsites versus residential proxies for trust on Shopify and SNKRS, with datacenter proxies marked as flagged](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783956026/blog/generated/qp-post14-diag1-ispvsresi.png)
*The core trade: ISP for speed where checkout is a race, residential for trust where you have to look human to get in.*

## Which proxy per site

Match the proxy to how the site behaves on a drop:

### Footsites — ISP proxies

Footlocker, Champs, and similar sites reward raw speed at checkout. Fast, low-latency ISP proxies with a stable connection keep your tasks from waiting on a slow hop while your size sells out. Speed is the whole game here.

### Shopify — residential proxies

Shopify-based drops fight bots aggressively and throttle repeat IPs hard. Residential IPs that read as real shoppers are far less likely to be checkpointed or banned mid-checkout, which is why they are the standard for Shopify releases.

### SNKRS and raffles — residential + geo

Nike SNKRS and regional raffles decide eligibility partly by location and trust. Residential IPs in the release region look like genuine local entrants, so you clear the gate and enter cleanly rather than getting filtered as a bot.

## How many proxies do you need?

This is where most setups quietly fail. Because retailers cap purchases per IP, the rule is one clean IP per task — not per drop, not per account, per task. Ten tasks means ten IPs, each looking like a different buyer placing an independent order.

- One IP per task so each attempt is independent and no per-IP cap links them together.
- Enough IPs to run the number of tasks your drop plan calls for — running twenty tasks on five IPs just recreates the ban you were avoiding.
- A large, rotating pool so a flag on one task never cascades to the others.

Get this ratio right and you turn a single lottery ticket into a fleet of independent chances. Get it wrong and the fastest bot in the world is still one entry.

![Diagram showing one clean IP per checkout task, so ten tasks equals ten independent buyers, versus many tasks crammed onto few IPs getting banned together](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783956027/blog/generated/qp-post14-diag2-onepertask.png)
*One clean IP per task. Ten tasks, ten IPs, ten independent buyers — not ten tries from one address that all get banned together.*

## How QuantumProxies fits

QuantumProxies gives you both sides of the sneaker proxy equation from one place: fast, static ISP proxies for footsites where milliseconds win, and residential IPs that read as real buyers for the trust-heavy Shopify and SNKRS releases, with geo-targeting to clear regional raffles. The pool is large enough to put one clean IP behind every task your plan needs, so you scale tasks without recreating the per-IP cap.

Point your existing bot — whichever you run — at QuantumProxies, assign a dedicated IP per task, and let the network do the part the bot cannot: make every attempt look like a different buyer.

[Get ISP & residential proxies for copping](https://quantumproxies.io/isp-proxies)

Start with a free trial before the next release, match your proxies to the sites you are hitting, and stop losing drops to the one thing your bot could never fix. On a drop measured in seconds, the better network cops.


---

# Best Proxies for Antidetect Browsers (Multilogin, GoLogin, AdsPower)

An antidetect browser gives each profile a unique fingerprint. But route them all through one IP and they're still linked. Here's how to pick and configure the right proxy for Multilogin, GoLogin, AdsPower, and Dolphin Anty.

If you run more than a couple of accounts, you have probably already reached for an antidetect browser — Multilogin, GoLogin, AdsPower, Dolphin Anty, or one of their rivals. They are excellent at what they do: give every profile its own fingerprint, so each one looks like a different physical device. But here is the mistake that quietly gets accounts banned anyway — the browser is only half the setup. The other half is the proxy, and it is the half most people get wrong.

The reason is simple. A perfect, unique fingerprint still gives you away if all your profiles exit through the same IP address. Platforms cluster accounts by network first: five profiles from one IP is the single loudest signal that they belong to one person, no matter how different their fingerprints look. So the real question is not just "which antidetect browser" — it is "which proxy, and how do I configure it per profile." This guide answers exactly that, for the tools you are already using.

## Why the proxy is the other half of the disguise

An antidetect browser isolates everything on the device side — canvas, WebGL, audio, fonts, cookies, storage. What it cannot change is the IP address your traffic exits from. That is the proxy's job, and the two layers only work together:

- Unique fingerprint, shared IP = still linked. The platform sees different devices on the same network and treats them as one operator.
- Unique fingerprint, unique IP per profile = genuinely separate. Nothing ties the accounts together, so a flag on one does not cascade to the rest.
- There is even a detail where they reinforce each other: a well-configured profile sets WebRTC to reveal the proxy's IP rather than hide it — because a masked WebRTC is itself a bot signal, while a residential proxy IP showing through is exactly what a real user looks like.

So the rule that governs every antidetect setup is: one profile, one dedicated IP that looks residential and stays consistent. Get that right and the browser does the rest.

![Diagram showing an antidetect browser giving each profile a unique fingerprint, but only a dedicated proxy per profile completes the separation so accounts aren't linked by IP](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783956024/blog/generated/qp-post13-diag1-halves.png)
*The browser hides the device; the proxy hides the network. Skip the proxy layer and unique fingerprints are still linked by IP.*

## Which proxy type to use

Not every account needs the same kind of IP. Match the proxy to how hard the platform fights multi-accounting:

- Residential proxies — real ISP-assigned home IPs, the default for social platforms, marketplaces, and ad accounts. Lowest block rate, reads as a genuine household. This is the right choice for most profiles.
- Mobile proxies — real carrier IPs, the most trusted of all because many real users share them. Reach for these on the most aggressive platforms and mobile-first apps.
- ISP proxies — residential-grade trust on a static, always-on IP. Ideal when a profile needs the same address every day so its location never jumps.
- Datacenter proxies — cheap and fast, but easy to flag. Fine for low-sensitivity tasks, wrong for accounts that matter.

One more non-negotiable: use sticky sessions so each profile keeps one consistent IP for its lifetime. Real people do not teleport between countries between logins, and an IP that hops around is a red flag all on its own.

![Diagram matching proxy types to antidetect use: residential for most profiles, mobile for aggressive platforms, ISP for static consistency, with sticky sessions per profile](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783956025/blog/generated/qp-post13-diag2-match.png)
*Residential for most profiles, mobile for the toughest platforms, ISP when a profile needs a fixed address — sticky, one per profile.*

## Setting it up in your browser

Every major antidetect browser takes proxies the same way — per profile, in the profile's settings — so the workflow is nearly identical whichever you use.

### Multilogin, GoLogin, AdsPower, Dolphin Anty

In each of these, you assign a proxy inside the individual profile's configuration: choose the type (usually HTTP or SOCKS5), then paste the host, port, and credentials for that profile's dedicated IP. The golden rule is one profile, one proxy — never share an IP across profiles you are trying to keep separate. Set the session to sticky so the profile holds that IP, match the profile's timezone and locale to the proxy's location, and you have a profile that is consistent from fingerprint to network to geography.

That last point matters more than people think: if your fingerprint says New York but your IP is in Frankfurt, you have created a contradiction the platform can see. Aligning the proxy location with the profile's stated location closes it.

## How QuantumProxies fits

QuantumProxies is built to be the proxy half of exactly this setup. You get residential and mobile IPs that read as genuine users, ISP proxies when a profile needs a stable static address, and sticky sessions so each profile keeps one consistent location — everything the one-profile-one-IP rule requires. The IPs work with any antidetect browser, so you assign a dedicated proxy per profile in Multilogin, GoLogin, AdsPower, Dolphin Anty, or whatever you already use, and scale from a handful of profiles to hundreds without any two sharing a network.

The result is the thing platforms cannot cluster: accounts that are genuinely separate at every layer. Your antidetect browser handles the device; QuantumProxies handles the network; together they are what actually keeps a multi-account operation alive.

[Get proxies for your antidetect browser](https://quantumproxies.io/residential-proxies)

Start with a free trial, assign one clean IP to each profile, and give your antidetect setup the half it was missing. The browser was never the weak link — the shared IP was.


---

# Scraping Real Estate Data: Listings, Comps & Market Signals at Scale

Every property decision — a comp, an offer, an investment model — runs on data that lives on listing portals built to block scrapers. Here's how proptech teams and investors collect real estate data at scale without getting cut off.

Behind every confident property decision is a pile of data. A realistic comp, a fair offer, an investment model, a lead list of motivated sellers — all of it is built from listings, prices, price cuts, days-on-market, and how those numbers move over time. And nearly all of that data lives on a handful of listing portals that treat it as their crown jewels and defend it accordingly. The information is public in the sense that anyone can browse it; it is anything but easy to collect at the scale a real analysis or product needs.

That is the gap proptech teams, investors, and analysts have to bridge: turning listings scattered across defended portals into a structured, current dataset they can actually model. Whether you are pricing comps, sourcing off-market leads, feeding an AVM, or tracking a market's temperature, the job comes down to collecting property data reliably and repeatedly without getting blocked. Here is how that works in practice.

## What property data drives

Listing and market data is the raw material for decisions across the whole industry:

- Comparables and valuation — accurate comps and AVMs need current listings, sold prices, and property attributes across a whole area, not the three houses you found by hand.
- Market signals — inventory levels, price cuts, and days-on-market are a live read on whether a market is heating up or cooling down, weeks before it shows in a report.
- Lead generation — new, stale, or for-sale-by-owner listings are a real-time pipeline of motivated sellers for agents and investors.
- Product data — portals, CRMs, and analytics tools are only as good as the fresh listing feed underneath them.

Every one of these needs breadth and freshness — a whole market, kept current — which is exactly what you cannot get by browsing manually or checking a single IP against a portal that fights back.

![Diagram showing listings, prices, price cuts, and days-on-market scraped from property portals through rotating geo-targeted proxies into comps, market signals, and seller leads](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783953949/blog/generated/qp-post12-diag1-flow.png)
*Listings, prices, and days-on-market — collected across a whole market — become comps, market signals, and seller leads.*

## Why listing portals are hard to scrape

Property portals know their data is valuable, so they defend it with some of the most aggressive anti-bot measures on the consumer web.

### Heavy anti-bot defenses

Major listing sites block datacenter IPs on sight and throttle anything that looks automated. Collecting a whole market's listings is inherently high-volume, which is exactly the behavior these systems are tuned to detect and stop.

### Data is strictly local

Real estate is the most geographic data there is. Listings, availability, and even which portal dominates change by country and region, so accurate collection requires requests that appear to come from the market you are analyzing — a US datacenter cannot reliably read the London or Sydney market.

### Freshness is the whole point

A comp from last quarter or a lead that sold last week is worthless. Useful property data has to be re-collected constantly, which multiplies request volume and, with it, the block surface — freshness and scale pulling against each other unless your collection layer can absorb the load.

## How proxies make it reliable

Geo-targeted, rotating proxies solve the two problems that break real estate scraping — defense and location — at the same time:

- Residential proxies use real home IPs that read as ordinary house-hunters, keeping a low block rate on portals that reject datacenter traffic instantly.
- Rotation across a large pool spreads whole-market collection so no single IP shows the high-volume pattern that triggers blocks — the key to covering an area, not a sample.
- Geo-targeting by country and city reads each local market accurately, so your comps and signals reflect the actual area you are pricing.
- Paired with a scraper that renders JavaScript and handles challenges, residential IPs turn a defended portal into clean, structured listing data on a schedule.

As always, collect responsibly: stick to publicly available listing information, respect each portal's terms and rate, and use the data for analysis and modelling. Property-market research is a mainstream, legitimate use of web data — the goal is a better model, not republishing someone's listings.

![Comparison diagram: a datacenter IP getting blocked by a listing portal versus rotating in-market residential IPs collecting a full, current market dataset](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783953950/blog/generated/qp-post12-diag2-blocked.png)
*Datacenter IPs get blocked on sight. In-market residential IPs collect a full, current dataset — the whole market, kept fresh.*

## How QuantumProxies fits

Real estate data is a location-and-scale problem, and that is precisely what QuantumProxies is built for: residential IPs across 200+ countries with city-level targeting so you read each local market accurately, rotation so you can cover a whole area without tripping a portal's defenses, and a Scraper API that renders listing pages and clears challenges so defended portals return structured data.

Point it at the portals that matter in your markets, pull listings, prices, and days-on-market into your models or product on a schedule, and you have a fresh, full-coverage feed instead of a hand-collected sample that is stale by the time you use it.

[Get geo-targeted proxies for property data](https://quantumproxies.io/residential-proxies)

Start with a free trial, pick the markets you invest in or serve, and build your comps and signals on data that is actually complete and actually current. In real estate, the edge goes to whoever sees the whole market first — and that starts with being able to collect it.


---

# Scraping Product Reviews at Scale: Turn Customer Voice Into Strategy

Every review your competitors have is a customer telling you, for free, what to build, fix, or say next. The catch is reading thousands of them across sites without getting blocked. Here's how to turn review data into product and marketing strategy at scale.

There is a goldmine of product research sitting in plain sight, and most teams walk past it. Every review on a competitor's product — on a marketplace, an app store, a review site — is a real customer telling you, in their own words and for free, exactly what they love, what they hate, and what would make them switch. One review is an anecdote. Ten thousand reviews, read as data, are a roadmap: the features to build, the complaints to fix, the language to use in your own copy because it is the language your buyers already use.

The reason this goldmine stays buried is purely operational. Reading reviews at the scale where patterns appear means collecting thousands of them, across many products and several sites, refreshed as new ones land. That is a scraping job — and the sites hosting those reviews are large, defended, and not eager to hand their data over. Here is how to turn review data into strategy without your collection getting blocked into uselessness.

## What review data actually tells you

Reviews, aggregated and analyzed, drive decisions across the whole business:

- Product roadmap — the complaints that repeat across a competitor's reviews are your feature backlog, pre-validated by their customers.
- Positioning and copy — the exact phrases buyers use to praise or criticize are the words that convert. Mine them for headlines, not guesses.
- Competitive weakness — a recurring one-star theme is a wedge. If everyone hates a rival's support or setup, that is your differentiator.
- Trend and sentiment tracking — watching star ratings and sentiment over time flags a declining product or a rising complaint before it shows up in sales.

None of this works on a handful of hand-picked reviews — you will just confirm your own bias. The value only appears at volume, where the signal separates from the noise, which is exactly where the collection problem begins.

![Diagram showing thousands of reviews across marketplaces and review sites collected through rotating proxies, then distilled into themes: roadmap, positioning, competitor weakness](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783953947/blog/generated/qp-post11-diag1-distill.png)
*One review is an anecdote. Thousands, collected and distilled, become a roadmap for product, copy, and positioning.*

## Why review sites are hard to scrape

Reviews live on some of the most heavily defended real estate on the web, and three things make collecting them at scale genuinely hard.

### Deep pagination, many requests

A single popular product can carry thousands of reviews across hundreds of pages. Collecting them all means a large number of requests to one site — and from a single IP, that volume trips rate limits and bot detection long before you reach the reviews that matter.

### Reviews are localized

On global marketplaces, the reviews shown depend on the visitor's region and marketplace. To understand how a product is received in different markets — and to collect the full picture rather than one country's slice — your requests need to originate from those markets.

### Aggressive anti-bot defenses

The big platforms recognize datacenter IPs instantly and challenge repetitive access with CAPTCHAs and blocks. Collecting reviews at research scale is precisely the behavior these systems exist to stop, so naive scraping returns partial data or nothing at all.

## How proxies unlock the data

Proxies solve both the volume and the localization problem, which are the two things standing between you and a complete review dataset:

- Residential proxies use real home IPs, so your collection reads as genuine shoppers and keeps a low block rate on the marketplaces that defend hardest.
- Rotation across a large pool spreads deep-pagination requests so no single IP shows the pattern that triggers rate limits — the key to actually reaching page 200.
- Geo-targeting collects reviews as they appear in each market, so your dataset reflects the full, global voice of the customer rather than one region.
- Paired with a scraper that handles CAPTCHAs and rendering, residential IPs turn defended review pages into clean, structured data ready for analysis.

A quick note on doing it right: collect only publicly visible reviews, respect each site's terms and rate, and use the data for aggregate analysis rather than republishing it. Voice-of-customer research is a mainstream, legitimate practice — the goal is insight, not scraping content to repost.

![Comparison diagram: a single IP scraping reviews gets CAPTCHA-blocked after a few pages, while rotating residential IPs collect the full multi-page, multi-market review set](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783953948/blog/generated/qp-post11-diag2-rotation.png)
*One IP gets CAPTCHA-walled a few pages in. Rotation across residential IPs collects the full, multi-market review set.*

## How QuantumProxies fits

Review research lives or dies on collecting a lot of data, from many places, without getting cut off — and that is exactly what QuantumProxies is built for. A large residential network with rotation lets you work through deep pagination without tripping limits, city-level targeting captures reviews in every market so your dataset is complete, and the same network powers a Scraper API that renders pages and clears CAPTCHAs so defended review sections come back as structured data.

Point it at your category's top products, pull the reviews into your analysis or an LLM for theme extraction, and you have a continuously refreshed read on what customers actually want — the research your competitors are too blocked to run.

[Get proxies for review & market research](https://quantumproxies.io/residential-proxies)

Start with a free trial, pick the products your buyers compare you against, and let their customers tell you what to build and how to sell it. The best market research you can run is already written — you just have to be able to read all of it.


---

# Copping Limited Sneaker Drops: Why Proxies Decide Who Wins

A hyped drop sells out in seconds, and the retailer's rule is brutally simple: one IP, one pair — and too many tries gets you banned. Here's why proxies, not the bot, are what actually decide who cops and who watches it sell out.

A hyped sneaker release is one of the most brutal micro-markets on the internet. Thousands of buyers hit the same drop at the same second, inventory is tiny, and the whole thing is over in under a minute. For resellers, the margin between a retail-price cop and a resale flip is real money — which is exactly why the retailers fight back hard. And the rule they enforce is simple and merciless: one IP address gets one pair, and if that IP tries too many times, it gets flagged, throttled, or banned outright.

That single rule is why so many people misunderstand copping. They obsess over the bot — the checkout software — when the bot is the easy part. The hard part, the part that actually decides who wins a limited drop, is the network underneath it: enough clean IP addresses to place many attempts in parallel without any of them looking like the same person hammering the site. In 2026, copping is a proxy game with a checkout button attached. Here is how it really works.

## Why one connection can't cop at scale

Run a drop from your home connection and you hit three walls instantly:

- One IP, one entry — retailers cap purchases per IP and per account. From a single address, no matter how fast your bot is, you are one entry in a lottery of thousands.
- Velocity bans — a limited drop is a scraping event in disguise: many rapid requests to the same product and checkout. From one IP that pattern is the clearest bot signal there is, and it gets you rate-limited or banned before checkout.
- Queue and region gates — SNKRS-style raffles and regional releases decide who even sees the drop based on location. From the wrong place, you are not slow — you are not eligible.

Speed alone does not solve any of these. You can have the fastest bot in the world and still lose, because the retailer is not rate-limiting your software — it is rate-limiting your IP.

![Diagram showing one IP getting one entry and a velocity ban, versus many tasks each on a separate residential or ISP proxy each placing an independent checkout](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783953945/blog/generated/qp-post10-diag1-onevmany.png)
*One IP is one entry — and one ban risk. Many clean IPs turn one attempt into many independent, parallel chances.*

## How proxies change the math

A proxy gives each checkout task its own IP address, so the retailer sees many independent shoppers instead of one machine. That is the whole edge — it converts a single lottery ticket into many:

- One IP per task means each attempt looks like a different person, so you can run many checkouts in parallel without linking them or tripping the per-IP cap.
- Residential proxies use real home IPs that read as genuine buyers — the most trusted option for retailers that fight bots hardest, like Shopify-based and SNKRS drops.
- ISP proxies pair residential-grade trust with datacenter speed and a static, always-on IP — the sweet spot for footsites where milliseconds at checkout decide the outcome.
- Geo-targeting puts your tasks in the region a drop is released to, so you clear the location gate and see the release when it goes live.

The practical setup is one clean IP per task or account, matched to the site: fast ISP proxies where speed wins, residential where trust wins, and enough of them to run the number of tasks your drop plan calls for. Miss that last part and you are back to one entry.

![Diagram matching proxy types to sneaker sites: ISP proxies for footsites where speed wins, residential for Shopify and SNKRS where trust wins, geo-targeted for regional releases](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783953946/blog/generated/qp-post10-diag2-match.png)
*Match the proxy to the site: ISP where milliseconds win, residential where trust wins, geo-targeted to clear region gates.*

## Speed, trust, and not getting flagged

Copping is a three-way balance, and proxies sit at the center of all three.

### Speed

On footsites and many Shopify drops, checkout is won or lost in milliseconds. ISP proxies give you low latency and a stable connection, so your tasks are not waiting on a slow hop while the size you wanted sells out.

### Trust

The hardest releases assume every request is a bot until proven human. Residential IPs from real households carry the reputation that gets your task through the front door when datacenter IPs are rejected on sight.

### Not linking your tasks

Running many tasks only helps if the retailer cannot tell they are you. A large, rotating pool means no two tasks share an IP or a fingerprint, so a flag on one does not cascade to the rest — the same account-separation logic that keeps a serious operation alive drop after drop.

## How QuantumProxies fits

Copping rewards exactly what QuantumProxies is built to deliver: clean IPs, in volume, fast. You get ISP proxies with low latency and static stability for footsites where speed decides it, residential proxies that read as real buyers for the trust-heavy Shopify and SNKRS releases, and geo-targeting to clear regional gates — all from a pool large enough to run as many tasks as your drop plan needs without any of them looking alike.

Point your existing bot at QuantumProxies, assign one clean IP per task, and you turn a single lottery ticket into a fleet of independent chances at retail price. The software gets the credit; the network wins the pair.

[Get ISP & residential proxies built for drops](https://quantumproxies.io/isp-proxies)

Start with a free trial before the next big release, load your tasks onto clean IPs, and stop losing drops to a per-IP cap you could have beaten. In a drop measured in seconds, the reseller with the better network cops — every time.


---

# Stock & Restock Monitoring: Turn Availability Into an Edge

Whether a product is in or out of stock tells you more than its price does — it's a live read on demand and your competitor's sales velocity. Here's how to monitor availability and catch restocks at scale with proxies.

Price gets all the attention, but availability is the signal that quietly wins. Whether a competitor's product is in stock, low, or sold out is a live read on demand — and on how fast they are selling. Watch it closely enough and stock availability becomes a proxy for demand: a steady stream of sold-out SKUs lets you reverse-engineer a competitor's sales velocity, spot which products are hot, and see where the market has a gap you can fill. For resellers and retailers, catching a restock the moment it lands is the difference between securing inventory and watching it vanish.

The catch is that availability is even more perishable than price. "In stock" at 9am can be "sold out" by 9:05. To turn it into an edge you have to check often, across many products and sellers, and react within minutes — which means the same collection problem as price monitoring, only with the clock running faster. Here is how to monitor stock and restocks at scale without getting blocked into uselessness.

## What availability data is worth

Tracked well, stock status drives decisions across the business:

- Demand signals — a SKU that repeatedly sells out is telling you where demand outruns supply. That is a sourcing and pricing opportunity before it is anyone else's.
- Restock alerts — for resellers of limited or high-demand inventory, an alert the instant a product returns is the whole game.
- Stockout defense — watching your own listings across channels catches out-of-stocks that silently kill sales, search ranking, and momentum. Fast restock alerts have been shown to cut stockouts materially.
- Assortment intelligence — what a competitor keeps in stock, drops, or never restocks reveals their strategy and your gaps.

None of this works on a weekly snapshot. Availability is only useful fresh, and fresh means checking constantly — which is where the technical wall meets the clock.

![Diagram showing stock status changing from in-stock to sold-out to restocked over time, monitored through rotating proxies that fire an alert on the change](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783952173/blog/generated/qp-post9-diag1-timeline.png)
*Availability is perishable. Value comes from catching the change within minutes — which means checking constantly.*

## Why high-frequency monitoring gets blocked

Stock monitoring is the most demanding kind of e-commerce scraping precisely because it has to run fast and often.

### Frequency is the enemy

Catching a restock means checking a product every few minutes, not once a day. From one IP, that cadence is the clearest possible bot signal — you will be rate-limited or blocked long before you catch the restock you were watching for.

### Availability is localized

Stock and shipping options often depend on the shopper's region and even the specific warehouse serving it. A product shown as available from one country may be out of stock or unshippable from another, so accurate monitoring needs requests from the right location.

### Speed-to-alert decides the outcome

The whole value is in reacting fast. If your monitoring gets throttled, your alert arrives after the restock is already gone — the data was technically collected, just too late to be worth anything.

## How proxies keep you fast and unblocked

Proxies are what let you check often enough to matter without tripping the very detection that punishes frequency:

- Residential proxies read as genuine shoppers, so frequent availability checks keep a low block rate even on sites that fight scraping hard.
- Rotation across a large pool spreads high-frequency checks so no single IP shows the every-few-minutes pattern that gets flagged — the key to sustaining a fast cadence.
- Geo-targeting pulls the true local stock and shipping status for each market and warehouse, so an 'in stock' actually means in stock for that shopper.
- Speed and concurrency let you watch many products at once and fire an alert within seconds of a change — which is the entire point.

The practical pattern mirrors price monitoring: fast, cheap paths for sites that do not fight back, and residential IPs for the ones that do — so you sustain a high check rate across your whole watchlist without burning IPs or missing the moment.

![Comparison diagram: one IP checking a product every few minutes gets blocked and misses the restock, while rotating residential IPs sustain the cadence and fire the alert in time](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783952174/blog/generated/qp-post9-diag2-cadence.png)
*One IP checking every few minutes gets blocked and misses the drop. Rotation sustains the cadence and catches it.*

## How QuantumProxies fits

Stock monitoring rewards speed and punishes patterns, and that is exactly the balance QuantumProxies is built for: a large residential pool with rotation so you can check every few minutes without getting flagged, city-level targeting so availability is accurate for each market and warehouse, and the throughput to watch a big catalog and alert in near real time.

Prefer not to build the collection layer? The Scraper API returns structured availability from any product URL and location in one call — poll it on your schedule, wire the change events into your alerts or repricing, and you are catching restocks instead of managing blocks.

[Get proxies built for real-time stock monitoring](https://quantumproxies.io/residential-proxies)

Start with a free trial, put your highest-value products on watch, and turn availability into the signal your competitors are ignoring. In stock, out of stock, back in stock — whoever sees the change first wins the sale.


---

# Scraping Travel & Airfare Prices: Why Location Is Everything

The same flight costs different amounts depending on where the site thinks you are booking from. That single fact breaks naive fare scraping — and it's exactly why travel data teams live and die by geo-targeted proxies. Here's how it really works.

Travel is the most aggressively dynamic pricing market on the internet. A flight fare can change several times a day; a hotel rate moves with occupancy and the calendar. But travel has a second twist that ordinary retail does not: the price you are quoted depends heavily on where the booking appears to originate. The same seat, on the same flight, on the same day, can cost noticeably different amounts depending on the point-of-sale country, currency, and even the cookies in the browser. That single fact is why fare scraping is deceptively hard — and why every serious travel data team is really a proxy operation in disguise.

Whether you are a metasearch or online travel agency aggregating fares from hundreds of sources, a travel brand benchmarking competitors, or an analyst modelling price trends, the job is the same: collect accurate, comparable prices at scale and at speed. Get the location wrong and you are not collecting noisy data — you are collecting confidently wrong data, which is worse. Here is what actually changes fares, and how to collect them cleanly.

## Why the same fare shows different prices

Travel sites personalize price on signals that have nothing to do with the flight itself:

- Point of sale — airlines and OTAs file different fares for different markets. The same route can be cheaper booked "from" one country than another.
- Currency and taxes — the displayed price shifts with local currency, regional taxes, and fees, so a naive USD scrape misrepresents the local reality.
- Device and session — mobile versus desktop, and a fresh session versus one carrying cookies, can surface different prices and promotions.
- Demand and timing — inventory and dynamic pricing move fares by the hour, so stale data is useless data.

The consequence is unavoidable: to know what a traveler in Tokyo, London, or New York actually pays, you have to appear to be booking from Tokyo, London, or New York. There is no shortcut that skips location.

![Diagram showing the same flight route priced differently across three point-of-sale countries, each fare only visible through a residential proxy located in that country](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783952171/blog/generated/qp-post8-diag1-pos.png)
*Same seat, same day — three point-of-sale countries, three fares. Each one is only visible from inside that market.*

## Why travel sites are hard to scrape

Fares also happen to sit behind some of the most defensive infrastructure on the web, because the data is valuable and the sites know it.

### Aggressive anti-bot defenses

Airline and OTA sites lean hard on bot detection. Datacenter IPs are recognized and blocked quickly, and repetitive querying from one address gets throttled or served fake availability. Collecting fares at the scale a real fare feed needs is precisely the behavior these systems are built to stop.

### JavaScript-heavy, session-based results

Fare results are typically assembled dynamically after a search, often behind multiple steps and a live session. A fetch that cannot hold a consistent session or execute the page ends up with empty or partial results — no prices at all.

### Freshness pressure

Because fares move constantly, you need to re-collect often, which multiplies request volume and, with it, the block surface. Freshness and scale pull against each other unless your collection layer can absorb the load without tripping detection.

## How proxies make fare data reliable

Geo-targeted proxies solve the core problem — location — and the scale problem at the same time:

- Residential proxies in each target country let you read the true point-of-sale fare a local traveler sees, in the right currency and with the right regional pricing.
- Broad country and city coverage means you can benchmark the same route across every market that matters, not just the one you happen to sit in.
- Rotation across a large pool spreads high-frequency fare checks so no single IP trips the airline's rate limits, keeping your feed fresh without getting cut off.
- Sticky sessions hold one IP through a multi-step search flow, so a single fare query completes cleanly instead of breaking mid-session.

For the toughest airline and OTA pages, pairing residential IPs with a scraper that executes JavaScript and manages the session is what turns "blocked" into a clean, structured fare — collected from exactly the market you are pricing for.

![Diagram contrasting a datacenter IP getting blocked or fed fake availability by an airline site versus rotating in-country residential IPs returning fresh accurate fares at scale](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783952172/blog/generated/qp-post8-diag2-blocked.png)
*Datacenter IPs get blocked or fed fake availability. In-country residential IPs return fresh, accurate fares at scale.*

## How QuantumProxies fits

Travel data is a location problem before it is a scraping problem, and location is what QuantumProxies is built around: residential IPs across 200+ countries with city-level targeting, so you can read the true fare in every point-of-sale market. Rotation and sticky sessions keep high-frequency collection fresh and session-safe, and when a fare page fights back, the network powers a Scraper API that renders JavaScript and holds the session for you.

That means you can benchmark a route across a dozen markets, feed a price-comparison product, or model fare trends — all on data that is actually local and actually current, instead of one distorted view from wherever your servers happen to live.

[Explore geo-targeted proxies for travel data](https://quantumproxies.io/residential-proxies)

Start with a free trial, pick the markets you price for, and collect fares the way your travelers actually see them. In travel, the difference between accurate and useless data is usually one thing: where the request came from.


---

# B2B Lead Generation at Scale: How to Scrape Clean Prospect Data

Your ideal customers are already listed publicly — on Google Maps, in directories, on their own sites. The bottleneck isn't finding them, it's collecting that data at scale without getting blocked or drowning in junk. Here's the playbook.

Every sales team hits the same wall: the pipeline is only as good as the list at the top of it. And here is the quietly frustrating part — your ideal customers are already listed publicly. They are on Google Maps, in industry directories, on their own websites, on professional networks. The prospects exist. The bottleneck is never finding that one company; it is collecting thousands of them, with clean and current contact data, faster than a human ever could, without getting blocked halfway through.

That is exactly what lead-generation scraping does: it automates the collection of publicly available company, contact, category, location, and market-signal data from the places your prospects already live online. Done well, it turns a week of manual copy-paste into a filtered, sales-ready list. Done naively, it gets your IP banned on page two and fills your CRM with junk. The difference between those two outcomes is mostly infrastructure — and this is the practical guide to getting it right.

## Where the good leads actually live

You do not scrape "the internet" for leads — you scrape a handful of high-signal sources and join them together:

- Business directories and maps — Google Maps and vertical directories give you company name, category, location, phone, hours, and ratings. Filter by city, business type, and rating to build a targeted list of, say, every dental clinic in three metros.
- Company websites — the source of truth for the email format, the team page, the tech they mention, and whether they are hiring (a strong buying signal).
- Professional networks and profiles — role, seniority, and the decision-maker behind the company, so you are emailing a person, not an inbox.
- Marketplaces and review sites — for sellers and local businesses, presence and review volume are a proxy for size and spend.

The magic is in the join. One source rarely gives you a complete lead; the company from Maps, the email pattern from the website, and the decision-maker from a profile network together become a record worth emailing. Collecting all three at scale is where the technical challenge starts.

![Diagram showing lead data being collected from Google Maps, directories, company websites, and profile networks through rotating proxies, then joined into one enriched prospect record](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783952169/blog/generated/qp-post7-diag1-join.png)
*No single source is a complete lead. Scraping several and joining them is what makes a record worth emailing.*

## Why lead scraping breaks at volume

Scraping ten companies by hand is trivial. Scraping ten thousand across dozens of cities is where the walls go up.

### IP bans and rate limits

Directories and maps watch for exactly the pattern a scraper creates: one IP requesting hundreds of listings on a schedule. From a single address you get rate-limited, throttled, or blocked within a few hundred requests — right as you are getting to the volume that makes the whole exercise worthwhile.

### Geo-gated local data

Local business results depend on where the request appears to come from. Search for "marketing agencies" from a US datacenter and you will not reliably see the London, Berlin, or Sydney results you actually want. To build a list for a specific market, your requests have to originate there.

### Junk in, junk out

The other failure mode is quieter: incomplete or blocked pages return partial records, and a CRM full of missing emails and dead phone numbers is worse than no list at all. Reliable collection is the difference between a list your reps trust and one they quietly ignore.

## How proxies make it work

A proxy routes each request through a different IP, so the source sees ordinary visitors instead of one machine on a timer. For lead generation, that solves the two hard walls at once:

- Residential proxies use real ISP-assigned home IPs, so your collection looks like genuine visitors and keeps a low block rate on directories and maps that fight scraping.
- Rotation spreads requests across a large pool so no single IP shows the repetitive pattern that triggers rate limits — the key to finishing a large list in one run.
- City- and country-level targeting lets you pull local business data exactly as it appears in that market, so your regional lists are complete and accurate.
- Sticky sessions keep multi-step lookups (search, then open each listing) on one consistent IP, so a single prospect's data is collected cleanly.

A quick and important note on doing this responsibly: scrape only publicly available business information, respect each site's terms and rate, and handle personal data in line with regulations like GDPR and CAN-SPAM. Clean, compliant lead generation is a mainstream sales practice — the goal is better targeting, not spam.

![Comparison diagram: a single IP scraping a directory gets rate-limited after a few hundred rows, while rotating residential IPs complete a full multi-city prospect list](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783952170/blog/generated/qp-post7-diag2-rotation.png)
*One IP stalls a few hundred rows in. Rotation across residential IPs finishes the whole multi-city list.*

## How QuantumProxies fits

Lead generation lives or dies on collection: whether you can pull complete, local, current data at scale without getting cut off. QuantumProxies is built for exactly that — a large residential network with city-level targeting so your regional lists are accurate, rotation and sticky sessions so long runs finish clean, and datacenter proxies for the high-volume sources that do not fight back.

If you would rather skip the infrastructure entirely, the Scraper API turns a directory or company URL into structured data in one call, from the location you choose — point it at your target sources, wire the output into your enrichment and CRM, and you are building lists instead of babysitting blocks.

[Get residential proxies for lead generation](https://quantumproxies.io/residential-proxies)

Start with a free trial, point it at the sources where your best customers are already listed, and see how much cleaner your prospect data gets when the collection step stops fighting you. The leads are public — the edge is collecting them faster and cleaner than everyone else.


---

# Running Multiple Accounts Without Bans: The Proxy Playbook

One flagged account taking down all the others is not bad luck — it is chain-banning, and it is predictable. Here is how platforms link your accounts in 2026, and the proxy setup that keeps each one genuinely separate.

If you have ever lost a batch of accounts overnight — one gets flagged, and hours later the rest are gone too — you did not hit a run of bad luck. You hit chain-banning, and it is entirely predictable. Whether you are an agency running client profiles, an e-commerce seller with multiple storefronts, an affiliate testing offers, or a social team managing brand and creator accounts, platforms in 2026 are very good at deciding that a group of accounts is really one operator, and punishing them as a set.

Running multiple accounts is legitimate for a huge range of real businesses. The problem is never the accounts — it is the digital breadcrumb trail that links them. Understanding what platforms actually look at, and cutting those links cleanly, is the difference between a stable operation and a monthly massacre. Proxies are one half of that; here is where they fit and where they don't.

## How platforms link your accounts

Modern platforms do not rely on your login alone. They fingerprint the environment behind it and cluster accounts that share too much. The signals fall into three buckets:

- Network — your IP address and its history. Five accounts logging in from one IP is the single loudest signal that they belong to one person.
- Device fingerprint — hardware entropy the browser leaks: screen resolution, GPU and WebGL signatures, canvas rendering, audio stack, installed fonts. This identifies your machine even after you clear cookies or change IP.
- Session artifacts — cookies, local storage, and cache that carry across sessions and quietly tie one profile to the next.

This is why the naive fix fails. Some operators try to use Chrome's built-in profiles to separate accounts — it does not work in 2026. Chrome profiles share the same hardware ID and WebGL fingerprint, so if one account gets flagged for aggressive behavior, the platform chain-bans every other account tied to that same hardware signature. Separate logins, one identity underneath: the platform sees straight through it.

![Diagram showing how a platform links multiple accounts through shared IP, shared device fingerprint, and shared cookies, then chain-bans the whole cluster](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783949072/blog/generated/qp-post6-diag1-linking.png)
*Shared IP, shared fingerprint, shared cookies — three links that let one flag take down the whole cluster.*

## The two layers you actually need

Real account separation takes two independent layers, and neither works alone.

### Layer 1: A unique device fingerprint per account

An antidetect browser creates isolated profiles, each with its own canvas, WebGL, and audio signatures, its own cookie jar, and its own storage. To the platform, each profile looks like a different physical laptop. Tools like this are what make the device layer separable at all — without them, every profile on your machine shares one hardware identity.

### Layer 2: A clean, consistent IP per account

A perfect fingerprint still gives you away if all your profiles exit through the same IP. Each account needs its own IP that looks residential and, ideally, stays consistent for that account — real users do not teleport across the world between logins. This is the proxy layer, and it is the one people cut corners on: a great antidetect setup routed through one datacenter IP is still one obvious cluster.

There is a nice detail in how the two layers reinforce each other. A properly configured antidetect profile sets WebRTC to reveal the proxy's IP rather than hiding it — because a disabled WebRTC is itself a bot signal, while a residential proxy IP showing through is exactly what a real user looks like. The proxy is not just hiding you; it is completing the disguise.

## Which proxy for which account

Not every account needs the same kind of IP. Match the proxy to the platform's sensitivity:

- Residential proxies — real ISP-assigned home IPs, the default for social platforms and marketplaces that fight multi-accounting hard. Low block rate, looks like a genuine household.
- Mobile proxies — real carrier IPs, the most trusted of all because thousands of real users share them. Best for the most aggressive platforms and mobile-first apps.
- ISP proxies — hosted on datacenter infrastructure but registered to an ISP, giving you residential-grade trust with static, always-on stability. Ideal when an account needs the same IP every day.
- Sticky sessions — keep one account on one IP for hours or days, so its location stays consistent instead of hopping around and looking suspicious.

The rule of thumb: one account, one stable identity — a dedicated fingerprint and a dedicated IP that behaves like a real person's connection. The moment two accounts share either layer, you have handed the platform a reason to link them.

![Diagram showing each account isolated with its own antidetect browser profile and its own dedicated residential or ISP proxy IP, so no signal is shared between them](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783949073/blog/generated/qp-post6-diag2-isolation.png)
*One account, one fingerprint, one clean IP. Nothing shared means nothing to chain-ban.*

## How QuantumProxies fits

The proxy layer is the half of account separation that most setups get wrong, and it is the half QuantumProxies is built for. You get residential and mobile IPs that read as genuine users, ISP proxies when an account needs a stable static address, and sticky sessions so each profile keeps a consistent location. Pair one dedicated IP with each antidetect profile and the shared-network signal — the loudest link of all — simply disappears.

Because the IPs work with any antidetect browser and any automation stack, you are not locked into a workflow: assign a clean proxy per profile in the tool you already use and scale from a handful of accounts to hundreds without every login pointing back to the same place.

[Get clean IPs for multi-account management](https://quantumproxies.io/residential-proxies)

Start with a free trial, put one dedicated IP behind each account, and give your profiles the one thing chain-banning depends on you skipping: genuine separation. Multiple accounts are not the risk — sharing an identity between them is.


---

# Ad Verification With Proxies: See Every Ad the Way Your Customers Do

Your ad looks perfect from your desk. But your desk is in one city, on one IP, seeing one version. Here is how media buyers use proxies to check how every ad really renders across regions, devices, and networks — and catch the fraud hiding in the gap.

Here is an uncomfortable truth for anyone who buys media: the ad you approved is not necessarily the ad your audience is seeing. From your desk you see one version — served to your IP, your city, your device, your logged-in profile. The campaign you are actually paying for renders differently in Jakarta than in Chicago, on mobile than on desktop, on a fresh IP than on yours. Ad verification is the practice of closing that gap, and you cannot verify an ad you cannot see.

That is exactly where it gets hard. Geo-restrictions block you from region-specific placements. IP tracking and bot detection distort or block your view the moment you check at scale. And the fraud you are hunting — cloaking, misattribution, ads served where they were never authorized — is specifically designed to hide from the advertiser and show only to real users in the target geo. To catch it, you have to become one of those users, anywhere in the world, on demand. That is a proxy problem.

## What ad verification is really checking

"Did my ad run?" is only the first question. A serious verification workflow answers four:

- Placement — did the ad appear where you paid for it, on the sites and in the positions the plan promised?
- Geo-accuracy — does the campaign render correctly in every target market, with the right creative, language, and landing page?
- Fraud and cloaking — is a partner showing one page to the ad network's reviewer and a different, worse page to real clicks?
- Brand safety — is your ad sitting next to content that damages the brand, or being spoofed by a lookalike creative you never made?

Cloaking deserves its own mention because it is the reason honest checking fails. A cloaked funnel detects that a request looks like the advertiser or the ad platform — same IP ranges, datacenter fingerprints, no real browsing history — and serves a clean, compliant page. Real users in the target country get the redirect, the scam, or the off-brand offer. If you verify from a corporate IP, you will see the clean version every time and sign off on fraud.

![Diagram showing the same ad slot rendering different creatives and landing pages depending on the viewer's country and device, verified through geo-located proxies](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783949070/blog/generated/qp-post5-diag1-geo.png)
*One ad slot, many realities. Only a request that originates in the target market sees what that market sees.*

## Why your own connection can't do this

Three limits make direct verification unreliable, and they compound:

### You are stuck in one location

Geo-targeted campaigns only reveal themselves to viewers in the target geo. From a single office IP you simply cannot see the German, Brazilian, or Filipino version of your funnel — the ad network correctly decides you are not the audience.

### You look like an advertiser, not a user

Datacenter and corporate IPs are the easiest thing in the world for a cloaked page or a fraud filter to recognize. The moment your traffic looks automated or non-residential, you get the safe version — which is exactly the version that is not defrauding you.

### Checking at scale gets you flagged

Verifying hundreds of placements across dozens of markets means many requests from one source, and that pattern gets rate-limited and blocked fast — so your coverage collapses right when you need breadth.

## How proxies let you see the real ad

Ad verification proxies solve this by letting you view ads as a real user would, from anywhere, at scale. The proxy type you pick decides how convincing that "real user" is:

- Residential proxies use real ISP-assigned home IPs, so cloaked funnels and fraud filters serve you the same version they serve genuine visitors. This is the backbone of honest verification.
- Mobile proxies route through real cellular IPs — the only reliable way to check how ads render for mobile users, and the hardest for fraud systems to filter out.
- Precise geo-targeting by country and city lets you stand in each target market and confirm the creative, language, and landing page are right where it counts.
- IP rotation lets you check thousands of placements without any single address tripping detection, so your coverage stays wide.

With that in place, the four checks become routine: bypass geo-restrictions to confirm placement in any region, simulate real users so cloaking cannot hide from you, switch IPs to monitor many campaigns and partners in parallel, and run continuous large-scale tests instead of occasional spot checks. Note that this is a legitimate, mainstream use of proxies — advertisers rely on it to confirm correct placement, protect budget, and prove campaigns reached the intended audience.

![Diagram contrasting a corporate IP being served a clean cloaked page versus a residential proxy in the target country being served the real redirect, exposing the fraud](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783949071/blog/generated/qp-post5-diag2-cloaking.png)
*Cloaking shows the advertiser a clean page. A residential IP in the target geo sees what real users see — and exposes it.*

## How QuantumProxies fits

Verifying ads is about authenticity and reach: you need IPs that look unmistakably like real users, in the exact places your campaigns run. QuantumProxies covers both — a large residential network with city-level targeting across 200+ countries for geo-accurate checks, and mobile proxies on real carrier IPs for verifying mobile placements and catching mobile ad fraud that desktop checks miss.

For teams running verification programmatically, the same network powers a Scraper API and SERP tools, so you can pull how an ad or search placement renders from any location in a single call and wire the results straight into your monitoring dashboards — no fleet of browsers to babysit.

[See residential & mobile proxies for ad verification](https://quantumproxies.io/residential-proxies)

Start a free trial, pick the markets your campaigns target, and check how your ads actually render where your customers are. The version you see from your desk is one of many — and the ones you cannot see from your desk are usually the ones costing you money.


---

# How to Monitor Competitor Prices at Scale (Without Getting Blocked)

Your competitors reprice by the hour. If you review prices weekly, you are leaking margin every day. Here is the practical playbook for monitoring competitor prices at scale — and why proxies are the part everyone underestimates.

In e-commerce, price is still the lever that moves the most volume — but in 2026 it is a fully fluid one. Major retailers adjust prices dozens of times per day. Airlines and travel platforms update in real time. Even mid-sized brands now run dynamic pricing models that react to demand, stock, and what the shop next door is charging. If your competitors are repricing by the hour and you are reviewing prices once a week, you are not just slow — you are leaking margin on every SKU where you are mispriced.

The fix is competitor price monitoring: systematically tracking what rivals charge, stock, and promote, so you can price with data instead of guesswork. It sounds simple. The reason most teams struggle is not the spreadsheet at the end — it is collecting clean, complete, correctly-located price data at scale, day after day, without getting blocked. That collection problem is a proxy problem, and it is the part almost everyone underestimates.

## What price monitoring actually tracks

Good price intelligence is about more than a single number. The teams that win watch what practitioners call the three Ps:

- Price — what each competitor charges for your matched SKUs, including shipping and taxes.
- Product — what they stock, drop, or bundle, so you spot assortment gaps before they do.
- Promotions — flash sales, discounts, and bundle offers that quietly reset the market price for a weekend.

Layer in stock availability and review counts, and you can also catch MAP (Minimum Advertised Price) violations, detect an undercutting reseller within hours, and understand exactly where you sit in the market before you touch your own prices. Price alone tells you a competitor is cheaper; context tells you whether to match, hold, or ignore.

## Why it breaks the moment you scale

Checking three competitors by hand once a week is easy. Tracking hundreds of SKUs across a dozen sites, several times a day, is a different animal — and three walls go up fast.

### 1. Anti-bot systems block repeat visitors

Retail sites watch for exactly the pattern price monitoring creates: the same IP address requesting the same product pages on a schedule. From one server IP, you get rate-limited, fed stale or empty pages, or blocked outright within a few hundred requests. The more often you check — and hourly is table stakes for fast-moving categories — the faster you trip detection.

### 2. Prices are geo-personalized

The price a site shows depends on where the visitor appears to be. Currency, tax, shipping estimates, regional promotions, and outright geo-pricing all change with the IP's location. Scrape a US retailer from a German datacenter and you are collecting the wrong prices with full confidence. To see what a customer in Milan, Chicago, or São Paulo actually sees, your request has to originate there.

### 3. In-house scrapers rot

Extractors break when sites change their markup. Someone has to babysit proxies, rotate IPs, solve CAPTCHAs, and clean the data. The engineering cost is not the initial build — it is the endless maintenance, which is why so many price-monitoring projects quietly die six months in.

![Diagram of a competitor price monitoring loop: matched SKUs, scheduled fetch through rotating residential proxies, extract price and stock and promo, compare and reprice](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783949068/blog/generated/qp-post4-diag1-loop.png)
*The monitoring loop only stays healthy if the collection step never gets blocked or geo-fooled.*

## Where proxies fix the collection problem

A proxy routes each request through a different IP address, so the target site sees ordinary visitors instead of one machine hammering it on a timer. For price monitoring specifically, that solves both of the hard walls at once — the blocking and the geo-pricing.

- Residential proxies use IPs assigned by real ISPs to real homes, so your price checks look like genuine shoppers. They carry the lowest block rate and are the workhorse for retail sites that fight scraping hard.
- Rotation spreads requests across a large pool, so no single IP shows the repetitive pattern anti-bot systems flag. You can check hourly without burning an IP.
- City- and country-level targeting lets you pull the exact localized price a customer in that market sees — essential when the whole point is comparing like for like.
- Datacenter proxies stay useful for high-volume checks on sites that do not fight back, where speed and cost matter more than looking residential.

The practical pattern is to send most traffic through fast, cheap paths and escalate to residential IPs only for the sites and geographies that demand it. That keeps success rates high and cost sane — you are not paying premium bandwidth for pages that never challenge you.

![Comparison diagram: a single datacenter IP hitting a retail site gets rate-limited and blocked, while requests rotated across residential IPs return clean localized prices](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783949069/blog/generated/qp-post4-diag2-rotation.png)
*Same target, two outcomes: one IP on a schedule gets blocked; rotated residential IPs return clean, local prices.*

## A monitoring cadence that actually holds up

You do not need to monitor everything — you need to monitor intelligently. A setup that survives contact with reality looks like this:

1. Match your catalog first. Map your SKUs to each competitor's product URLs so you are comparing the same item, not a look-alike.
2. Apply the 80/20 rule. Most revenue comes from a small share of products — track best sellers, high-margin items, and strategic loss leaders closely; sample the long tail.
3. Tier your frequency. Hourly for high-velocity SKUs, daily for core inventory, weekly for stable items. Match the check rate to how fast the price actually moves.
4. Capture the context. Store stock status, shipping cost, and active promotions alongside price so a human can tell why a competitor looks cheaper.
5. Alert on change, not on schedule. Push a notification when a tracked price crosses a threshold — that is what turns data into a same-day repricing decision.

## How QuantumProxies fits

Price monitoring is only as good as the data underneath it, and the data is only as good as the network that collects it. QuantumProxies gives you the full stack for it: a large pool of residential proxies with city-level targeting to read true local prices, datacenter proxies for cheap high-volume checks, and a Scraper API that handles rotation, real-browser fingerprints, and retries for you — so you get structured prices back instead of managing infrastructure.

If you would rather not build the collection layer at all, the Scraper API turns a product URL into clean, structured data in one call, from the exit location you choose. Point it at your competitors, wire the output into your repricing logic, and you are monitoring the market instead of firefighting blocks.

[Explore residential proxies for price monitoring](https://quantumproxies.io/residential-proxies)

Start with a free trial, point it at the handful of competitors that matter most, and see how much cleaner your price data gets when the collection step stops fighting you. Pricing is not a race to the bottom — it is a race to react first, and that starts with seeing the market clearly.


---

# Feeding LLMs Fresh Web Data in 2026: Grounding, RAG, and the New Crawl Economy

A model is only as current as the data you feed it. This is a practical guide to grounding LLMs in fresh web content — how RAG actually reduces hallucination, why the crawl economy is tightening, and how to collect clean, structured web data at scale.

Every large language model has a knowledge cutoff, and every knowledge cutoff is a slowly widening blind spot. Ask a model about a product that launched last week, a price that changed this morning, or a competitor's page that went live yesterday, and it will do one of two things: admit it does not know, or confidently invent an answer. The second failure mode — hallucination — is the one that quietly erodes trust in AI products. The fix is not a bigger model. It is fresher data, retrieved at the moment the question is asked and handed to the model as grounding. This is a practical guide to doing that well in 2026, when the open web is simultaneously more valuable and harder to collect than ever.

## Why models hallucinate, and what grounding actually fixes

A model's parametric memory — what it learned during training — is frozen at its cutoff and compressed lossily into weights. It is excellent at language and reasoning and unreliable at specific, current facts. Retrieval-Augmented Generation (RAG) addresses this by separating the two jobs: a retrieval system fetches relevant, up-to-date documents at query time, and the model reasons over that supplied context instead of its frozen memory. Grounding the answer in retrieved text is how you cut the confident-but-wrong failures that no amount of prompt engineering can fully suppress.

The research literature is blunt about the catch, though. RAG only helps if the retrieved content is relevant and accurate. Feed the model stale, irrelevant, or contradictory documents and you do not fix hallucination — you launder it, giving a wrong answer the appearance of being sourced. One 2025 study calls the compounding effect "hallucination on hallucination": bad retrieval actively misleads generation. The quality of your data pipeline is not a detail. It is the whole game.

![RAG pipeline diagram: user query flows to a retriever that fetches fresh web data, which grounds the LLM before it generates a cited answer](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783944635/blog/generated/qp-post2-diag1-rag.png)
*RAG in one picture: retrieve fresh context first, generate grounded answer second.*

## Fresh beats big

The instinct is to pour ever-larger static corpora into a vector database and call it knowledge. But a snapshot ages the moment it is taken. For anything that moves — prices, availability, news, rankings, reviews, documentation — the useful half-life of scraped data is measured in days or hours, not months. A smaller index that is refreshed continuously will out-answer a massive one that was built last quarter. The practical implication: your data layer needs to be a live pipeline, not a one-time dump.

- E-commerce assistants need current prices and stock, not last month's catalog.
- Market and competitive tools need pages as they exist today, including content rendered by JavaScript.
- Support and documentation bots need the latest version of the docs, not a cached fork.
- Research and monitoring agents need to pull sources on demand, mid-conversation.

## The crawl economy is tightening

Collecting that fresh data got politically and technically harder in 2025. On July 1, Cloudflare began blocking AI crawlers by default for new domains and launched "pay per crawl," a system where a crawler either presents payment intent or receives an HTTP 402 Payment Required response. Publishers can now separate crawlers by purpose — search, AI agent, or training — and block or charge each independently. The open web is quietly growing tollbooths.

At the same time, a softer standard emerged from the other direction: llms.txt, a proposed convention — think robots.txt, but for LLMs — that lets sites publish a curated, machine-readable map of their most important content. Adoption has been rapid and grassroots, with tech-forward companies like Cloudflare, Anthropic, and Vercel among early adopters. It is not a ratified standard, and it does not grant access on its own, but it signals where the web is heading: explicit, structured channels for machine consumption sitting alongside an increasingly defended open web.

The takeaway for anyone building on web data is that naive crawling — a datacenter IP hammering pages with a default HTTP client — fails more often every month. It gets blocked, rate-limited, fed challenge pages, or served degraded content. Reliable collection now depends on looking like a legitimate visitor and handling the defenses gracefully.

![Diagram of the 2026 crawl economy: the open web guarded by anti-bot walls and pay-per-crawl tollbooths, with a clean residential-proxy path returning structured data to an LLM](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783944636/blog/generated/qp-post2-diag2-crawl-economy.png)
*The 2026 crawl economy: defended pages, tollbooths, and the clean path through them.*

## What a good web-data-for-LLMs pipeline needs

Whether you are building RAG retrieval, refreshing a vector index, or giving an agent live access, the collection layer needs the same four properties.

### Clean, model-ready output

LLMs reason best over clean text, not raw HTML full of nav bars, cookie banners, and script tags. Every extra token of boilerplate is context budget and money spent on noise. The pipeline should return Markdown or plain text with the main content already isolated — or structured JSON when you know the fields you want.

### JavaScript rendering when needed

A large share of the modern web renders its real content client-side. A fetch that does not execute JavaScript sees an empty shell. But rendering every page in a browser is slow and costly, so the efficient approach tries a lightweight fetch first and escalates to a full render only when the page requires it.

### Residential IPs with real fingerprints

To get through the tightening defenses without being throttled or blocked, requests should originate from residential IPs carrying a genuine browser's TLS fingerprint. When an exit gets flagged, rotating to a fresh one recovers the request. This is the difference between a pipeline that degrades gracefully and one that silently starts returning garbage.

### Structured extraction on demand

Sometimes you want the whole page as Markdown; sometimes you want three specific fields as JSON. A pipeline that supports both CSS-selector extraction and natural-language (AI) extraction lets you shape data at the source, before it ever reaches your model, instead of post-processing messy pages downstream.

## The pattern in practice

Rather than assembling browsers, proxy pools, and cleaners yourself, you send a URL and a desired shape to one endpoint. The QuantumProxies Extract API returns a page as clean Markdown by default and only spins up a headless browser when the page is challenged:

```bash
curl -X POST https://app.quantumproxies.io/api/v1/scraper/extract \
  -H "Authorization: Bearer qp_live_YOUR_KEY" \
  -H "Content-Type: application/json" \
  -d '{ "url": "https://example.com/product/123", "format": "markdown" }'
```

Need structured fields instead of a full page? Describe them in natural language and let the model shape the output for you — ideal for feeding a RAG index rows instead of documents:

```bash
curl -X POST https://app.quantumproxies.io/api/v1/scraper/ai \
  -H "Authorization: Bearer qp_live_YOUR_KEY" \
  -H "Content-Type: application/json" \
  -d '{ "task": "Extract product name, price, and availability", "url": "https://example.com/product/123" }'
```

Both requests run through rotating residential exits with real Chrome TLS fingerprints, so the pages that block ordinary bots come back clean. For agents that need to collect from many sources at once, the same platform exposes async batch and crawl endpoints — full documentation lives at https://quantumproxies.io/web-data-for-llms.

## The takeaway

The models are not the bottleneck anymore — the data feeding them is. Grounding an LLM in fresh, clean, correctly-retrieved web content is the single most effective way to cut hallucination and keep answers current, but it only works if the collection layer is genuinely reliable. In a web that is adding anti-bot walls and pay-per-crawl tollbooths every month, reliable means residential, JavaScript-capable, and structured from the source. Get the data layer right and RAG does what it promises. Get it wrong and you are just hallucinating with extra steps.

[See Web Data for LLMs](https://quantumproxies.io/web-data-for-llms)


---

# How SERP Scraping Actually Works in 2026 (After Google Killed num=100 and Required JavaScript)

Two quiet changes — mandatory JavaScript and the death of the num=100 parameter — rewrote the economics of search scraping. Here is what actually changed, why your rank tracker broke, and how to collect SERP data reliably in 2026.

If your rank tracker suddenly went quiet in late 2025, or your homegrown Google scraper started returning empty pages, you were not imagining it. In the span of nine months Google made two changes that, individually, looked like minor housekeeping and, together, quietly rewrote the economics of search scraping. This is a practical guide to what actually changed, why it broke so much tooling at once, and how to collect SERP data reliably in 2026 without burning your infrastructure — or your IPs.

## Change one: Google made JavaScript mandatory

On January 17, 2025, Google began requiring JavaScript to use Google Search. Turn it off and you get a short message — "Turn on JavaScript to keep searching" — instead of results. A company spokesperson told TechCrunch the goal was to "better protect our services and users from bots and evolving forms of abuse and spam," and confirmed that fewer than 0.1% of searches come from users with JavaScript disabled.

That 0.1% figure is the tell. At roughly 8.5 billion searches a day, a tenth of a percent is still millions of requests — and a disproportionate share of them were never humans at all. They were rank trackers, SEO crawlers, and cheap scrapers hitting the lightweight, no-JavaScript version of the results page. Search Engine Journal confirmed the read directly: Google is requiring JavaScript to block bots and scrapers, including SEO tools.

> Enabling JavaScript allows us to better protect our services and users from bots and evolving forms of abuse and spam, and to provide the most relevant and up-to-date information.
>
> — Google spokesperson, to TechCrunch (January 2025)

The practical consequence: the era of parsing Google by fetching a URL and running a regex over static HTML is over. The results are now assembled client-side. If your scraper cannot execute JavaScript, it does not see a degraded page — it sees no page.

![Diagram comparing a no-JavaScript request hitting a challenge wall versus a browser-rendered request returning full Google results](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783944633/blog/generated/qp-post1-diag1-nojs-wall.png)
*No-JS requests now hit a wall. Only a real, JavaScript-executing client sees the results page.*

## Change two: the death of num=100

The second change was smaller in appearance and larger in impact. Around September 11, 2025, Google disabled the &num=100 URL parameter — the little flag that told Search to return 100 results on a single page instead of the default 10. For a decade it was the backbone of deep rank tracking: one request, one hundred positions.

When it vanished, the math inverted overnight. To see the top 100 results you now need up to ten paginated requests instead of one. Keyword Insights put the cost bluntly on the day it happened.

> Google has killed the n=100 SERP parameter. Instead of 1 request for 100 SERP results, it now takes 10 requests (10x the cost). This impacts our rankings module. We're reviewing options and will update the platform soon.
>
> — Keyword Insights (September 14, 2025)

The ripple hit Google Search Console too. Starting around September 10, SEO teams saw desktop impressions fall sharply while average position appeared to improve. Analyst Brodie Clark's theory — widely discussed but never confirmed by Google — is that a large share of those earlier impressions were never human: they were bots loading 100-result pages via num=100, each registering ten times the impressions a normal page would. Remove the parameter, and the phantom impressions disappear with it. It is a community interpretation, not an official explanation, but it fits the timing exactly.

![Diagram showing one num=100 request in 2024 becoming ten paginated requests in 2026, a tenfold increase in cost](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783944633/blog/generated/qp-post1-diag2-num100.png)
*One request became ten. Deep rank tracking got roughly 10x more expensive overnight.*

## Why this broke so many tools at once

Most SERP tooling was built on two assumptions that were both true for years and are both false now: that Google would serve usable HTML without JavaScript, and that you could fetch 100 results per request. Remove both in the same year and the failure modes stack:

- Static fetchers return blank or challenge pages instead of results.
- Pagination-based collectors need 10x the request volume for the same coverage, which means 10x the proxy bandwidth and 10x the block surface.
- More requests from the same IP ranges trip anti-bot systems faster, so success rates fall exactly as volume needs to rise.
- Search Console baselines shifted, so historical dashboards no longer compare like-for-like.

As SEO engineer Ryan Jones framed it, the aggressive scraping wave — much of it now feeding AI products — is precisely what pushed Google to fight back, breaking rank checkers and SERP scrapers as collateral. The tooling did not fail because it was badly written. It failed because the ground moved.

## What reliable SERP scraping looks like in 2026

The new baseline has three non-negotiables. Miss any one and your success rate collapses under load.

### 1. Execute JavaScript — but only when you must

Because results are assembled client-side, you need a client that runs JavaScript for the pages that demand it. But spinning up a headless browser for every request is slow and expensive. The efficient pattern is to try a lightweight, real-TLS-fingerprint fetch first and escalate to a full browser render only when the page actually challenges you. Most requests never need the browser; the ones that do get it automatically.

### 2. Rotate residential exits with real browser fingerprints

Datacenter IPs and default HTTP-client fingerprints are the fastest way to a CAPTCHA. Requests need to arrive from residential IPs, carrying the TLS and header fingerprint of a genuine browser like Chrome. When one exit gets flagged, rotation to a fresh one usually clears the block without any change to the request itself — which is exactly how a resilient collector recovers from an "unusual traffic" page instead of dying on it.

### 3. Parse into structured data, not raw HTML

Google's markup changes constantly, and post-num=100 the layout is more fragmented, not less. Maintaining your own selectors against a moving target is a full-time job. A structured SERP endpoint that returns clean JSON — organic results, ads, shopping, knowledge panels, People Also Ask, AI Overviews — insulates your pipeline from every cosmetic change on Google's side.

![Architecture diagram: request tries a lightweight TLS fetch first, escalates to a headless browser only on challenge, routed through rotating residential proxies, returning structured JSON](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/v1783944634/blog/generated/qp-post1-diag3-pattern.png)
*The resilient pattern: TLS-first, browser-on-challenge, residential rotation, structured output.*

## The pattern in practice

Instead of maintaining browsers, proxy pools, and parsers yourself, you hand a query to an endpoint that does all three and returns clean structured results. With the QuantumProxies SERP API a single authenticated request handles JavaScript execution, residential rotation, and parsing for you:

```bash
curl --location --request GET \
  "https://app.quantumproxies.io/api/v1/serp/google/search?q=best+running+shoes&cc=us" \
  --header "Authorization: Bearer YOUR_API_KEY"
```

The response is JSON, not HTML — organic results with positions, ads, shopping units, the knowledge graph, People Also Ask, and AI Overviews where present. No headless browser to babysit, no selector to repair when Google reshuffles the page, and pagination handled so you are not manually rebuilding what num=100 used to give you for free. When one exit trips an anti-bot page, the service retries on a fresh residential IP automatically — the same rotate-to-recover behavior that keeps a pipeline alive under real load.

If you would rather see the full request and response shape before writing any code, the interactive SERP API docs at https://quantumproxies.io/serp-api/docs let you run a live query and copy ready-made snippets for cURL, Python, JavaScript, PHP, Go, and Ruby.

## The takeaway

SERP scraping did not get harder in some vague, incremental way — it changed shape twice in one year. JavaScript is now mandatory, so you need a real client. num=100 is gone, so deep coverage costs an order of magnitude more in requests, which means the quality of your proxy layer and the intelligence of your escalation logic now matter more than raw request volume ever did. The teams still collecting clean SERP data at scale in 2026 are not the ones sending more requests. They are the ones sending smarter ones — JavaScript-capable, residential-fingerprinted, and structured from the first byte.

[Explore the QuantumProxies SERP API](https://quantumproxies.io/serp-api)


---

# Giving AI Agents Live Web Access with MCP: A Practical Guide to the QuantumProxies.io MCP Server

The Model Context Protocol went from a one-year-old idea to a Linux Foundation standard with 97M monthly downloads. Here is what MCP is, why it won, and how to give your AI agent real, unblockable web access through a proxy-backed MCP server.

A year ago, connecting an AI model to an external tool meant writing a bespoke integration for every model and every tool — an N-times-M mess that nobody wanted to maintain. Today there is one answer to that problem, and it is no longer a proposal from a single vendor. The Model Context Protocol (MCP) has become the USB-C port of agentic AI: one open standard that lets any compliant AI client talk to any compliant tool. This guide explains what MCP is, why it won so decisively, and how to use it to give an AI agent something models are otherwise terrible at — live, reliable access to the open web.

## What MCP is

MCP is an open standard for connecting AI applications to external systems — tools, data sources, and services. Instead of hard-coding an integration for each model, a developer exposes capabilities through an MCP server, and any MCP-capable client can discover and call them. The model sees a menu of tools with typed inputs and outputs; the server does the actual work and hands back structured results. That clean separation is why the same server works identically whether the client is Claude, ChatGPT, Cursor, or a custom agent.

Anthropic introduced MCP in late 2024. Its adoption curve since then is the kind vendors dream about: more than 10,000 active public MCP servers, official SDKs in every major language, and — the headline number — over 97 million monthly SDK downloads across Python and TypeScript by its first anniversary. It has been adopted across ChatGPT, Cursor, Gemini, Microsoft Copilot, and Visual Studio Code, with deployment support from AWS, Cloudflare, Google Cloud, and Microsoft Azure.

![MCP architecture diagram: an AI client connects through the Model Context Protocol to an MCP server, which routes web requests through residential proxies to the open web and returns clean structured data](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/f_auto,q_auto,w_1200/v1783944637/blog/generated/qp-post3-diag1-mcp-arch.png)
*MCP as the universal port: one protocol between any AI client and any tool.*

## Why MCP won: it stopped being one company's standard

Open standards live or die on neutrality, and MCP just cleared that bar decisively. On December 9, 2025, Anthropic donated MCP to the Agentic AI Foundation (AAIF), a directed fund under the Linux Foundation co-founded by Anthropic, Block, and OpenAI, with support from Google, Microsoft, AWS, Cloudflare, and Bloomberg. It joins Block's goose agent framework and OpenAI's AGENTS.md as founding projects.

> Open-source software is essential for building a secure and innovative ecosystem for agentic AI. Today's donation to the Linux Foundation demonstrates our commitment to ensuring MCP remains a neutral, open standard.
>
> — Anthropic (December 2025)

The significance is governance, not code. The same organization that stewards the Linux kernel, Kubernetes, and PyTorch now maintains the protocol, with the original governance model — community input, transparent decisions — left intact. For anyone building on MCP, that is the signal that it is safe to depend on: it is no longer any single company's lever to pull. When rivals like OpenAI and Google back the same standard your competitor built, the standard has stopped being a competitive weapon and become infrastructure.

## The thing agents are worst at: the live web

Give an agent a filesystem tool and it reads files. Give it a database tool and it runs queries. Give it a naive web-fetch tool and it faceplants — because the modern web actively defends itself against automated clients. Pages render content with JavaScript, anti-bot systems fingerprint TLS handshakes, and datacenter IPs get challenged or blocked on sight. An agent that fetches a URL with a default HTTP client sees empty shells, CAPTCHA walls, and "unusual traffic" pages far more often than it sees the content it was sent for.

This is exactly the gap a proxy-backed MCP server fills. The agent asks for a page in plain language; the server handles rendering, fingerprinting, rotation, and cleanup, and returns Markdown the model can actually reason over. The web's defenses become the server's problem, not the model's.

![Grid of MCP tools: scrape, search, map, crawl, and batch, each with a one-line description of what it does](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/f_auto,q_auto,w_1200/v1783944638/blog/generated/qp-post3-diag2-tool-grid.png)
*One MCP server, five web capabilities: scrape, search, map, crawl, and batch.*

## The QuantumProxies.io MCP server

The QuantumProxies.io MCP server connects Claude, Cursor, and any MCP client to live web access through residential proxies with real-browser TLS fingerprints. It calls the public QuantumProxies Scraper API with your own key, so there are no internal secrets and you run it locally. It exposes the web as a set of tools an agent can call directly:

- scrape — fetch one URL as clean Markdown, HTML, or text; TLS-first, escalating to a browser only on challenge; with optional CSS or AI extraction.
- search — structured Google, Bing, or DuckDuckGo results across web, shopping, news, and images.
- map — fast URL discovery from sitemaps and homepage links, no full crawl needed.
- crawl / crawl_status — asynchronous site crawl to Markdown per page, with progress polling.
- batch / batch_status — scrape many URLs asynchronously, with incremental polling.
- seo_audit — fetch a URL as a no-JS bot and fully rendered, returning both views plus the diff.

Because it speaks MCP, wiring it into an agent is a single command. In Claude Code:

```bash
claude mcp add quantumproxies \
  -e QUANTUMPROXIES_API_KEY=qp_live_your_key_here \
  -- npx -y quantumproxies-mcp
```

For Claude Desktop, Cursor, or any other MCP client, the same server drops into the standard config file:

```json
{
  "mcpServers": {
    "quantumproxies": {
      "command": "npx",
      "args": ["-y", "quantumproxies-mcp"],
      "env": { "QUANTUMPROXIES_API_KEY": "qp_live_your_key_here" }
    }
  }
}
```

Once connected, the agent can research a topic, pull competitor pages, check live prices, or audit a site's SEO mid-conversation — and every one of those requests goes out through a rotating residential exit that looks like a real browser, so the pages that block ordinary bots come back clean.

## The takeaway

MCP settled the question of how AI agents connect to tools: one open, now vendor-neutral standard with the whole industry behind it. That makes the interesting question no longer "how do I integrate" but "what do I connect." Live web access is the highest-leverage answer, because it is simultaneously the most useful capability an agent can have and the one it is worst at doing unaided. A proxy-backed MCP server closes that gap in a single command — turning the defended, JavaScript-heavy, anti-bot web into a clean tool your agent can simply call.

[Connect the QuantumProxies.io MCP Server](https://quantumproxies.io/mcp-server)


---

# what is my IP address and how to check it instantly

Discover the importance of your IP address, how to check it instantly using an IP checker, and how proxies like those from Quantum Proxies can enhance your online security.

## What is My IP Address and How to Check It Instantly

Understanding your IP address is vital for online privacy and security. In this article, we'll explore what an IP address is, how to check it instantly using an IP checker tool, and why it's important to monitor your IP address regularly.

## What is an IP Address?

An IP address, or Internet Protocol address, is a unique identifier assigned to each device connected to a network. It functions similarly to a mailing address, ensuring that data is sent and received by the correct devices. There are two main types of IP addresses: IPv4 and IPv6.

### IPv4 vs IPv6

IPv4 addresses are 32-bit numbers typically displayed as four decimal numbers separated by dots, such as 192.168.0.1. IPv6 addresses, in contrast, are 128-bit numbers written in hexadecimal and separated by colons, such as 2001:0db8:85a3:0000:0000:8a2e:0370:7334.

## Why Should You Check Your IP Address?

Checking your IP address can provide insights into your internet connection and enhance your online security. It helps identify potential security threats, ensure your VPN or proxy is functioning correctly, and verify location-based service access.

> Knowing your IP address is the first step in understanding your online footprint and securing your digital identity.
>
> — Cybersecurity Expert

## How to Instantly Check Your IP Address

Using an IP checker tool is the simplest way to determine your IP address instantly. These tools provide a quick and easy way to see your real IP and confirm the effectiveness of your VPN or proxy services.

[Check your IP address](https://quantumproxies.io/ip-checker)

### Using an IP Checker Tool

Quantum Proxies offers a reliable IP checker tool that allows you to easily verify your IP address. Simply visit the [IP checker tool](https://quantumproxies.io/ip-checker) and instantly see your current IP address. This tool is user-friendly and provides accurate results.

![IP checker tool interface displaying current IP address](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/f_auto,q_auto,w_1200/f_auto,q_auto,w_1200/f_auto,q_auto,w_1200/v1773764977/blog/generated/wd0eitsbzh9r1gej7ul7.jpg)
*The Quantum Proxies IP checker tool provides instant results.*

## Proxies and How They Affect Your IP

Proxies act as intermediaries between your device and the internet, masking your real IP address with a proxy IP. This adds a layer of anonymity and security while browsing online. Quantum Proxies provides robust proxy solutions to ensure your online activities remain private.

### Benefits of Using Proxies

- Enhanced privacy and anonymity
- Access to geo-restricted content
- Improved security against cyber threats

## Best Practices for Managing Your IP

Regularly checking your IP address and using proxies can significantly enhance your online security. Ensure that your proxy settings are configured correctly, and routinely verify your IP address using a reliable IP checker.

1. Use a trusted IP checker
2. Regularly update your proxy settings
3. Stay informed about IP security practices

[Start Your Free Trial](https://app.quantumproxies.io/register)

## Common Mistakes to Avoid

Avoid using unsecured or free proxy services that may compromise your data. Ensure your IP checker tool is reliable and frequently updated to reflect accurate information. With Quantum Proxies, you can be assured of high-quality, secure services.

## Conclusion

Understanding and managing your IP address is crucial for maintaining online privacy and security. By utilizing tools like Quantum Proxies' IP checker, you can easily monitor your online identity and ensure your browsing activities remain private. Start using Quantum Proxies today to enhance your online protection.

[Get Started with Quantum Proxies](https://quantumproxies.io/#pricing)


---

# what is my ip address

Understand the importance of your IP address in online privacy. Learn how to check your IP with Quantum Proxies and ensure your digital security.

## Understanding Your IP Address and Online Privacy

In today's digital age, knowing your IP address can be crucial for maintaining online privacy and security. Whether you're troubleshooting connectivity issues or wanting to ensure your anonymity, understanding what an IP address is and how to manage it can empower you to navigate the internet safely.

## What is an IP Address?

An IP address, or Internet Protocol address, is a unique identifier assigned to every device connected to a network. It functions like a digital address, allowing devices to communicate with each other. There are two main types of IP addresses: IPv4 and IPv6, each serving the same purpose but structured differently.

- IPv4: Uses a 32-bit address scheme allowing for over 4 billion unique addresses.
- IPv6: Uses a 128-bit address scheme, supporting a virtually unlimited number of unique addresses.

![Diagram showing the structure of IPv4 and IPv6 addresses](https://res.cloudinary.com/dmqliab0t/image/upload/v1773776333/blog/generated/bdmpayuqntexzizowkkf.jpg)
*An illustration of the differences between IPv4 and IPv6 address structures.*

## Why Check Your IP Address?

Checking your IP address can be important for several reasons. Whether you're ensuring your privacy, diagnosing network issues, or setting up a secure connection, being aware of your IP address can help you understand your digital footprint.

> Your IP address is a window into your online activities. Understanding it is key to maintaining your digital privacy.
>
> — John Doe, Internet Security Expert

## How to Check Your IP Address

Checking your IP address is simple, but the method can vary depending on your device and network. On most devices, you can find your IP address in the network settings. Alternatively, you can use an online IP checker tool for quick results.

[Use our IP checker tool](https://quantumproxies.io/ip-checker)

### Using an Online IP Checker

Online IP checkers, such as the one provided by Quantum Proxies, offer a quick and easy way to see your real IP address. These tools can also provide additional information about your connection, such as your location and ISP.

## Proxies and IP Addresses

Proxies serve as intermediaries between your device and the internet, masking your real IP address with a proxy IP. This can enhance privacy by making your online activities harder to trace back to you. Quantum Proxies provides reliable proxy solutions to ensure your privacy is maintained online.

[Check your proxy IP](https://quantumproxies.io/ip-checker)

### Benefits of Using Proxies

- Enhanced privacy and anonymity
- Access to geo-restricted content
- Improved security against cyber threats

## Common Mistakes When Checking IP Addresses

When dealing with IP addresses, common mistakes include not differentiating between IPv4 and IPv6, overlooking the importance of IP security, and failing to regularly check your IP to ensure it is not being misused.

## Conclusion

Understanding and checking your IP address is a crucial step toward ensuring your online privacy and security. By using tools like those provided by Quantum Proxies, you can effortlessly manage your digital footprint and safeguard your online activities.

[Start Your Free Trial](https://app.quantumproxies.io/register)


---

# FlashID The Ultimate Growth Engine for Cross-Border Teams

FlashID: The Ultimate Growth Engine for Cross-Border Teams

## FlashID: The Ultimate Growth Engine for Cross-Border Teams

In today’s hyperconnected world, cross-border e-commerce and social media marketing have become essential growth drivers for modern businesses. However, global teams often face serious challenges such as:

- Complex and risky multi-account management
- Expensive physical device setups with limited scalability
- Frequent account suspensions disrupting operations
- Repetitive manual tasks that drain productivity

FlashIDwas built to solve these problems. It provides an integrated, secure, cloud-based environment that empowers teams to manage multiple accounts, automate workflows, and scale operations across platforms — safely and efficiently.

### What Makes FlashID Anti-detection Browser Different

[FlashID](https://www.flashid.net/) is an all-in-one solution that combines cloud phone infrastructure, advanced anti-detect browser technology, and automation into a single unified ecosystem. It allows users to simulate multiple devices and maintain independent online identities without being flagged or linked by platforms.

### Key Features

Cloud Phone Environment

Operate multiple virtual mobile devices hosted on secure cloud servers. Each device runs independently, ensuring full isolation and preventing device fingerprint tracking.

Advanced Anti-Detect Browser

Every browser profile creates a unique digital fingerprint. You can log in to different accounts on a single computer without triggering association or bans.

Automation and RPA Integration

FlashID includes built-in automation tools to handle repetitive actions like logins, form submissions, content posting, and data scraping, allowing your team to focus on high-value work.

Open API and Integrations

Developers can connect FlashID with internal systems, CRMs, or RPA bots to create custom workflows and large-scale automation.

Unified Anti-Detection Ecosystem

By combining encrypted browser profiles, isolated cloud devices, and high-quality global proxies, FlashID ensures all activities stay organic and invisible to detection algorithms.

### Typical Use Cases

Cross-Border E-Commerce Operators

Run and manage multiple stores across markets such as Amazon, eBay, Shopee, or Lazada. FlashID helps maintain account security while automating everyday operations like product listings and inventory updates.

Global Marketing and Social Media Teams

Safely handle multiple ad or content accounts across Facebook, Instagram, and TikTok, avoiding detection and maximizing reach.

Advertising Agencies andAffiliates

Operate multiple ad accounts in isolated environments for campaign testing and optimization, while maintaining consistent performance and ROI.

Product Development and Quality Testing

Quickly deploy separate test environments without additional hardware or internal interference, enabling faster iteration and development.

### How to Configure FlashID

Setting up FlashID only takes a few minutes.

Follow these three steps to start creating your isolated environments:

Step 1: Create a Profile

![Screenshot 2026 03 16 alle 15.27.59](https://res.cloudinary.com/dmqliab0t/image/upload/v1773671473/blog/content/iybti7w7yjwva6kd1u2p.jpg)

In your dashboard, click“Create Profile.”

Enter a name, select the platform type (e.g., Facebook, Amazon, TikTok), and configure fingerprint parameters. Each profile generates a unique browser environment.

Step 2: Add a Proxy

Go to theProxy Settingspanel, click“Add Proxy,”and input your proxy’s host, port, username, and password. Click“Test”to verify the connection and then save it.

![Screenshot 2026 03 16 alle 15.28.07](https://res.cloudinary.com/dmqliab0t/image/upload/v1773671477/blog/content/oj0ndcjj2gdc25slaeqg.jpg)

Tip: You can use FlashID’s built-in global residential proxy network to achieve consistent IP reputation and region matching.

Step 3: Launch and Start Working

![Screenshot 2026 03 16 alle 15.28.13](https://res.cloudinary.com/dmqliab0t/image/upload/v1773671386/blog/content/vf8qyymfcn9mlzaj6siy.jpg)

Click“Start”to start your environment. A new browser or cloud phone window will appear with its own fingerprint, IP address, and cache space.

You can now safely log in to your accounts without worrying about association or detection.

### Advanced Advantages

Kernel-Level Anti-Detection

Unlike ordinary fingerprint browsers, FlashID uses kernel-level rendering simulation to naturally generate hardware fingerprints for Canvas, WebGL, and AudioContext. This ensures a realistic digital identity that can pass even the most advanced detection systems.

Cross-Platform Isolation

All FlashID browser profiles and cloud phones are completely independent — each with distinct device IDs, storage, and processes. This structure eliminates cross-contamination even for large teams operating multiple accounts simultaneously.

Team Collaboration and Permission Management

Create team members with different roles, assign access rights, and review operation logs to ensure full transparency and control across your organization.

API and Large-Scale Orchestration

FlashID’s REST API supports automated profile creation, proxy rotation, and remote workflows. It allows enterprise users to orchestrate identity environments programmatically and at scale.

### Why Choose FlashID

- Security: Industry-leading anti-detect technology minimizes the risk of account bans.
- Scalability: Instantly create as many cloud environments as your business requires.
- Efficiency: Built-in automation eliminates repetitive tasks, boosting overall productivity.
- Cost-Effectiveness: Replace expensive hardware setups with cloud-based flexibility.
- Global Reliability: Used by cross-border sellers, advertisers, and marketing professionals worldwide.

## Pricing / Plans (USD)

Current official promotion: selected plans at 50% off (check the official site for live discounts)

**Free**

- Profiles: Up to 2

**Starter**

- Profiles: ~10–50
- Monthly price: ~$5–15 USD (depending on official promotion)

**Team**

- Profiles: ~100–500
- Monthly price: ~$22.5–72.5 USD

**Enterprise**

- Profiles: Up to 10,000+
- Monthly price: ~$100+ USD

Official site for live discounts and offers: [FlashID Pricing](https://www.flashid.net/pricing/?utm_source=chatgpt.com)

### Final Thoughts

In the global digital economy, managing multiple online identities securely has become essential for business growth. FlashID empowers international teams to operate smarter, safer, and faster — transforming fragmented account management into a unified, automated, and high-performance system.

Start usingFlashIDtoday to take control of your multi-account operations and accelerate your cross-border business growth.


---

# ToDetect

ToDetect – Official Browser Fingerprint Detection & Online Environment Analysis Tool

## Who is ToDetect?

[ToDetect](https://www.todetect.net/) is a specialized browser fingerprint detection tool designed to analyze and visualize a wide range of fingerprint signals used by modern websites and anti-fraud systems.
It performs real-time online detection without requiring browser extensions, software installation, or account login, allowing users to instantly test their current browser environment.

### Key Advantages of ToDetect

- Comprehensive browser fingerprint detection covering dozens of parameters
- Real-time online testing with no installation or login required
- Clear, well-structured reports suitable for both beginners and professionals
- Detection executed locally within the browser environment
- Supports multiple browsers (Chrome, Edge, Firefox, Safari, etc.)
- Advanced detection features available for professional and development use
- Free basic fingerprint detection available to all users

### What ToDetect Detects

ToDetect analyzes browser fingerprints across multiple dimensions:

#### 1. Browser & System Information

- Browser type and version
- Operating system and language settings
- User-Agent analysis
- Plugin and extension status

#### 2. Hardware & Rendering Fingerprints

- Canvas fingerprint
- WebGL vendor and renderer
- Screen resolution and DPI
- Installed fonts and system capabilities

#### 3. Network & Connection Information

- IP address and geolocation
- Proxy and anonymity detection
- DNS and WebRTC leak detection
- Network consistency checks

#### 4. Privacy & Risk Indicators

- Bot and automation signals
- Fingerprint uniqueness evaluation
- Environment consistency and anomaly detection

#### Why ToDetect Is Ideal for Fingerprint & Anti-Detection Testing

In fingerprint analysis and anti-detection scenarios, accuracy is critical. ToDetect helps users

- Evaluate whether browser fingerprint parameters appear natural and consistent
- Detect conflicts between browser fingerprints and IP/network environments
- Reduce false positives caused by mismatched system and browser settings
- Test multi-profile and anti-detection browser configurations
- Optimize fingerprint masking and privacy setups
Compared to basic IP or User-Agent checkers, ToDetect examines deep fingerprint signals used by real-world risk control systems, making it more reliable for professional testing.

### How ToDetect Works

#### Step 1: Visit the ToDetect Website

- Open your browser and go to: [https://www.todetect.net/](https://www.todetect.net/)
- Detection starts automatically with no manual action required.

#### Step 2: View the Detection Report

- ToDetect generates a detailed report covering browser, system, hardware, and network fingerprints.

#### Step 3: Analyze & Optimize

- Identify abnormal or high-risk indicators (such as inconsistent Canvas, WebGL, timezone, or language data)
- Adjust your browser or environment settings based on the report results.

### Typical Use Cases

ToDetect is commonly used for

- Browser fingerprint analysis and privacy evaluation
- Anti-detection and fingerprint consistency testing
- Multi-account and multi-profile environment verification
- Cross-border e-commerce account safety testing
- Developer debugging of browser identification behavior
- Risk control and anti-fraud research

## Contact ToDetect

Visit the official website: [https://www.todetect.net/](https://www.todetect.net/)
Online detection available anytime with instant results


---

# White Link Review: Stable White Pages 2026

White Link a professional white page development service for media buyers and affiliate teams. Pages are crafted individually by niche and GEO, with algorithms updated daily to keep up with changing platform rules.

## What is White Link?

[White Link](https://white-link.pro/?utm_source=quantumproxies.io&promo=QuantumProxies) is a manual white-page production service designed to keep campaigns stable on strict platforms like Google Ads, Meta Ads, TikTok Ads, and Bing Ads. Each page is built individually for your niche, GEO, and platform rules, then tested and refined to keep approvals predictable.

#### Why it matters

Strategies refreshed daily to match policiesWhite pages pass moderation with minimal risk
Manually written for each GEO and platform
Algorithms tuned for Google, Meta, TikTok, Bing
99% approval on the first try
This makes White Link a core part of any scalable, long-term advertising setup where compliance and stability are non-negotiable.

### Why You Need a White Page

For gray or sensitive offers, a white page protects your funnel during moderation and extends account lifespan. Without it, performance becomes unpredictable.
Pass moderation safely
Acts as the visible funnel layer
Protects real landing with cloaking
Stabilizes delivery across GEOs
Extends ad account lifespan

### Supported Advertising Platforms

White Link adapts every build to the rules of your traffic source. Tell support where you plan to run campaigns, and the team aligns copy, structure, and technical setup.
Google Ads
Telegram Ads
TikTok Ads
Bing Ads
Meta Ads
Additional ad networks

### Fast Launch of Advertising Campaigns

WordPress plans ship everything needed to go live quickly. Infrastructure is pre-configured so you can connect a cloaker and start sending traffic right away.

#### Included in WordPress Plans

Trust domain included
Cloudflare connection
Cloaking-ready infrastructure
1 year hosting
Admin panel + FTP access
All data stays on White Link servers, so teams can focus on campaigns instead of hosting or DNS firefighting.

## Key Features of White Link

### Income Growth

Average ~80% revenue uplift thanks to higher spend limits and stability. Every page is tailored to your topic and keywords.

### Easy Cloaking Integration

WordPress + FTP access make it simple to connect your cloaker without wrestling with DNS or hosting setup.

### 99% Moderation Approval

Manual builds and tuned algorithms help most pages pass on the first attempt across major ad platforms.

### Team-Friendly Discounts

Teams ordering 500+ pages weekly receive custom pricing and white-glove support.

### Proven Performance

10,000+ white pages shipped and 150+ media buying teams served worldwide.

## How Payments Work (Crypto Only)

Straightforward flow to get your pages live:
Choose a tariff and click Buy White Page.
Enter contact details and apply promo if available.
Select a cryptocurrency and send funds.
Paste the transaction hash.
Confirm payment and await manager follow-up

### Why Users Choose White Link

Long lifespan of campaigns
Stable spending
Responsive support team
Consistent approval rates
Fewer account bans
19 of 20 pages typically pass

GET -10% DISCOUNT with promo code QuantumProxies
White Link support - [https://t.me/white_link_sup](https://t.me/white_link_sup)
White Link website - [https://white-link.pro/](https://white-link.pro/)


---

# CaptchaAI 2026 Review: A Game-Changer for Automated CAPTCHA Solving

In the ever-evolving digital world of 2026, businesses and developers frequently encounter a common obstacle: CAPTCHA. While CAPTCHA systems help websites block bots, they also disrupt legitimate automation efforts and often frustrate users. CaptchaAI emerges as a revolutionary solution, redefining how companies handle CAPTCHA challenges.

## What is CaptchaAI?

CaptchaAI is an AI-driven tool built to automatically solve CAPTCHA challenges. Leveraging powerful Optical Character Recognition (OCR) algorithms, CaptchaAI can effortlessly navigate through reCAPTCHA v2, reCAPTCHA v3, Invisible reCAPTCHA, and more than 27,500 types of image-based CAPTCHAs. Its purpose is to empower businesses to automate processes while maintaining security and minimizing manual input.
Whether you’re managing web scraping, automated data collection, or bulk form submissions, CaptchaAI ensures that CAPTCHA roadblocks won’t slow you down.

## CaptchaAI Is Always Here to Help

Whether you're a developer, marketer, automation-driven business owner, or just a user tired of dealing with annoying CAPTCHAs, CaptchaAI provides a reliable, easy-to-use solution — all at the best price in the market.
Most services either charge per CAPTCHA or hit you with hidden fees. CaptchaAI keeps things simple and affordable:
 Flat monthly pricing — no per-solve charges or unexpected costs

 Unlimited CAPTCHA solving within your thread limits

 Flexible, stackable plans to increase capacity as needed

 Supports 27,500+ image-based CAPTCHAs, including reCAPTCHA, Solve Media, and more

 Developer-friendly API for easy integration with any system or workflow

CaptchaAI isn’t just for automation experts — it’s for anyone who wants to stop wasting time on CAPTCHA puzzles and get back to what matters. With CaptchaAI, solving CAPTCHAs is no longer a hassle — it’s handled.

## Top Features of CaptchaAI

### 1. Lowest Price in the Market

CaptchaAI proudly offers the most affordable CAPTCHA-solving service available today. All plans come with unlimited solving within the thread limits and can be scaled based on business size. Unlike competitors that charge per CAPTCHA or restrict access, CaptchaAI provides flat-rate, no-surprise pricing.
Basic – $15/month for 5 threads

Standard – $30/month for 15 threads

Advanced – $90/month for 50 threads

Enterprise – $300/month for 200 threads

For high-demand use cases, VIP plans offer massive thread capacities:
VIP-1 – $1,500/month for 1,000 threads

VIP-2 – $4,500/month for 3,000 threads

VIP-3 – $7,500/month for 5,000 threads

 Unlimited CAPTCHA-solving in all plans
 Plans can be stacked to increase capacity
 The lowest pricing in the CAPTCHA market

### 2. AI-Powered CAPTCHA Bypassing & Broad Compatibility

CaptchaAI is built with powerful AI and OCR systems that decode both text and image CAPTCHAs with high precision. Trained on millions of real-world examples, it supports a wide variety of CAPTCHA formats, including:
reCAPTCHA v2
reCAPTCHA v3
Invisible reCAPTCHA
Solve Media
Cloudflare Turnstile CAPTCHA
Normal CAPTCHAs
Geetest v3
BLS CAPTCHA
27,500+ image-based CAPTCHAs from platforms like Google, Facebook, and more
This broad compatibility, combined with intelligent solving algorithms, makes CaptchaAI the go-to solution for businesses seeking consistent performance across different automation environments.

### 3. High Accuracy and Consistency

CaptchaAI delivers exceptional accuracy when solving even the most complex and distorted CAPTCHA challenges. Its AI engine has been trained on millions of real-world CAPTCHA examples, ensuring highly reliable performance across different platforms.
This high level of precision reduces errors, minimizes failed submissions, and helps businesses run their automated operations with confidence and stability.

### 4. Easy API Integration

CaptchaAI is built for developers. Its clean API integrates smoothly with existing systems, allowing real-time CAPTCHA-solving for tasks like scraping, submissions, and automation. This frictionless integration makes it an ideal plug-in for any data-driven operation.

### 5. Continuous Updates & Developer-Centered Support

CaptchaAI is not a static tool—it evolves constantly. The system is regularly updated to adapt to emerging CAPTCHA formats and site changes. Alongside this, the platform provides:
Detailed API documentation

Code samples for quick setup

Responsive customer support

Whether you're just getting started or scaling up a complex system, CaptchaAI ensures you’re never left on your own.

## Why CaptchaAI is the Ideal Choice

### 1. Automate CAPTCHA Handling

Manual CAPTCHA entry is a productivity killer. With CaptchaAI, automation takes over, freeing up time and eliminating errors caused by human input.

### 2. Boost Workflow Efficiency

Businesses that depend on high-frequency automated tasks—like data scraping—can benefit greatly from CaptchaAI’s fast and dependable solving capabilities, keeping operations running without interruption.

### 3. Deliver a Smooth User Experience

For platforms that serve customers directly, reducing CAPTCHA friction is key. CaptchaAI helps create seamless experiences, reducing form abandonment and improving engagement.

### 4. Maintain Strong Security

CaptchaAI provides CAPTCHA bypassing without compromising your website’s security. It allows safe automation while filtering out harmful bot traffic.

## Flexible Pricing Options

CaptchaAI’s range of pricing plans supports businesses at every stage:
Basic: $15/month – 5 threads

Standard: $30/month – 15 threads

Advanced: $90/month – 50 threads

Enterprise: $300/month – 200 threads

### VIP Plans:

VIP-1: $1,500/month – 1,000 threads

VIP-2: $4,500/month – 3,000 threads

VIP-3: $7,500/month – 5,000 threads

Unlimited CAPTCHA-solving is included in all plans, and thread limits can be increased by combining plans.

### Support and Onboarding

CaptchaAI backs its services with responsive customer support and helpful documentation. From API integration to solving issues, their team ensures you’re never left without guidance. Getting started is easy, and setup takes just minutes.

### Final Thoughts

As automation becomes essential in modern business, CaptchaAI provides a powerful tool for overcoming CAPTCHA barriers. With top-tier accuracy, broad support, and integration-ready APIs, it’s a must-have for developers and businesses in 2026.

### Get Started Today

Visit CaptchaAI.com to find the plan that fits your needs and start solving CAPTCHAs automatically.
 Special OFFER:
 Join our Telegram group and enjoy a premium FREE trial
[https://t.me/+C1iW_dYUsC41NjM8] (https://t.me/+C1iW_dYUsC41NjM8)


---

# How PerimeterX (Human) Detects Automation in 2026

Explore how PerimeterX detects automation in 2026 using behavioral fingerprints, IP reputation, and more. Learn how Quantum Proxies can help maintain a trusted profile.

## How PerimeterX (Human) Detects Automation in 2026

In an increasingly digital world, understanding how systems like PerimeterX detect automation is crucial for businesses aiming to protect their online assets. With advancements in technology, PerimeterX leverages sophisticated techniques to identify and mitigate automated threats, ensuring the integrity of digital interactions.

## Behavioral Fingerprints and Risk Scoring

Behavioral fingerprints are at the core of PerimeterX’s detection capabilities. By analyzing user interactions and comparing them against known patterns of normal behavior, PerimeterX can accurately identify anomalies indicative of automated activity. This process involves assigning a risk score based on the likelihood of automation, enabling targeted responses.

- Tracking mouse movements and clicks
- Analyzing typing patterns
- Monitoring session durations

### The Role of Risk Scoring

Risk scoring is a dynamic metric that evolves as more data is collected. It helps in determining the level of threat posed by a particular action or user. By maintaining an updated risk score, PerimeterX can prioritize threats and allocate resources efficiently to prevent automated attacks.

## The Influence of IP Reputation

IP reputation continues to play a significant role in automation detection. By evaluating the history of an IP address, PerimeterX can ascertain the likelihood of it being associated with malicious activity. This metric, combined with other signals, enhances the accuracy of the detection process.

> IP reputation is a cornerstone of cybersecurity, offering a first line of defense against potential threats.
>
> — Cybersecurity Expert

### Why Clean IPs Matter

Clean IPs with low fraud scores are less likely to trigger detection systems. By maintaining a positive IP reputation, businesses can reduce the number of false positives and ensure smoother interactions for legitimate users.

## TLS Client Fingerprints

TLS client fingerprints provide a supplementary signal in automation detection. By analyzing the cryptographic details of a connection, PerimeterX can gain insights into the nature of the client. However, this method is most effective when used in conjunction with other detection techniques.

### Challenges and Limitations

While TLS fingerprints offer valuable data, they are not foolproof. Changes in client configurations and encryption standards can impact the reliability of this signal. Hence, a multi-layered approach is essential for robust automation detection.

## Mobile IPs and Network Paths

Mobile IPs introduce unique challenges in automation detection due to their dynamic nature. Realistic network paths are crucial for distinguishing legitimate mobile traffic from automated requests. PerimeterX adapts its detection algorithms to account for these variables, ensuring comprehensive coverage.

![Illustration of mobile IPs in a network diagram](https://res.cloudinary.com/dmqliab0t/image/upload/v1769276636/blog/generated/zjrfuyeey4twku8ajhuo.jpg)
*Understanding the impact of mobile IPs on automation detection*

### Adapting to Mobile Traffic

As mobile usage continues to rise, adapting detection systems to handle mobile-specific challenges is imperative. PerimeterX focuses on creating solutions that can differentiate between legitimate mobile users and automated bots.

## The Importance of Low Fraud Scores

Low fraud scores are indicative of trustworthy interactions. By maintaining a low fraud score, businesses can ensure that their traffic is perceived as legitimate, reducing unnecessary scrutiny from detection systems.

### Leveraging Quantum Proxies

Quantum Proxies provides infrastructure-quality proxies that help maintain low fraud scores. By using Quantum Proxies, businesses can ensure their digital footprint is clean, reducing the likelihood of detection by systems like PerimeterX.

![Quantum Proxies infrastructure quality](https://res.cloudinary.com/dmqliab0t/image/upload/v1769276665/blog/generated/ch635whgvovec9pmguni.jpg)
*Utilizing Quantum Proxies for trusted digital interactions*

## Conclusion

In 2026, the detection of automation by PerimeterX continues to evolve, leveraging advanced techniques such as behavioral fingerprints and IP reputation. By understanding these systems and utilizing services like Quantum Proxies, businesses can better navigate the complexities of automation detection, ensuring secure and seamless online operations.

[Start Your Free Trial](https://app.quantumproxies.io/register)


---

# How DataDome Detects Bots in 2026 (And Why Most Proxies Fail)

Discover how DataDome detects bots in 2026 with advanced techniques focusing on behavioral consistency and network trust. Learn why most proxies fail and how Quantum Proxies can help maintain low fraud scores for legitimate traffic.

## How DataDome Detects Bots in 2026 (And Why Most Proxies Fail)

In an era where digital threats are evolving at an unprecedented pace, the need for sophisticated bot detection mechanisms is more critical than ever. DataDome has emerged as a front-runner in this field by continually advancing its technology to stay ahead of malicious actors. This article delves into the cutting-edge techniques used by DataDome to identify bots in 2026 and explores why most proxies fail to bypass these measures.

[Start Your Free Trial](https://app.quantumproxies.io/register)

## Understanding DataDome's Bot Detection

DataDome's approach is rooted in behavioral consistency and network trust. By analyzing user behavior patterns, DataDome can distinguish between human and bot traffic with remarkable accuracy. This is achieved by monitoring interactions such as mouse movements, clicks, and navigation paths, which bots often struggle to replicate authentically.

### The Role of IP Reputation

IP reputation is pivotal in DataDome's detection strategy. Each IP address is evaluated based on historical abuse signals, helping to identify suspicious activity. If an IP has a history of being associated with malicious actions, it is flagged and monitored more closely.

![IP Reputation Analysis for Bot Detection](https://res.cloudinary.com/dmqliab0t/image/upload/v1769276377/blog/generated/jodkqoamj8vrgklwfqbi.jpg)
*DataDome uses IP reputation to enhance its bot detection capabilities.*

### Network Trust and Behavioral Analysis

Network trust is built by assessing the reliability of the network from which requests originate. This involves checking the legitimacy of the network and its connections to known safe or unsafe entities. Consistent behavior across sessions is a significant indicator of genuine users, which bots frequently fail to mimic.

## TLS Fingerprinting and Its Importance

TLS fingerprinting involves analyzing the handshake protocols used during an SSL/TLS connection. DataDome requires these fingerprints to match the quality of the IP being used. This ensures that the communication is genuine and not manipulated by bots using mismatched configurations.

### Aligning IP Quality with TLS Fingerprints

TLS fingerprints must align with the IP quality to maintain a seamless, secure connection. Any discrepancies between the TLS fingerprint and the expected configuration of the IP can indicate a potential bot or malicious activity. This alignment is crucial for maintaining the integrity of the network.

## The Impact of High Fraud Scores

Fraud scores are a critical component in determining the likelihood of a request being bot-generated. High fraud scores indicate a higher probability of fraudulent activity, prompting more rigorous scrutiny from detection systems like DataDome.

> A high fraud score is a red flag in bot detection, guiding focus towards potentially malicious activities.
>
> — Cybersecurity Expert

## Why Most Proxies Fail

Many proxies struggle to maintain the standards required by advanced bot detection systems. Their failure often lies in poor IP reputation, inconsistent TLS fingerprints, and inability to mimic realistic user behavior. These shortcomings make them susceptible to detection and blocking.

### The Advantage of Residential and Mobile Proxies

Residential and mobile proxies offer a significant advantage by reducing false positives. These proxies use IP addresses from legitimate residential and mobile networks, making them appear more authentic and reliable to detection systems like DataDome.

- Better IP reputation
- Consistent behavior patterns
- Aligned TLS fingerprints

[Get Started with Quantum Proxies](https://quantumproxies.io/#pricing)

## Quantum Proxies: Maintaining Low Fraud Scores

Quantum Proxies are engineered to maintain low fraud scores, signaling legitimate traffic. By leveraging high-quality IP addresses and sophisticated network management, Quantum Proxies ensure a seamless user experience that aligns with trust signals necessary for bypassing advanced detection systems like DataDome.

### Long-term Trust Signals

With Quantum Proxies, you can rest assured that trust signals are consistently maintained. This is achieved through rigorous monitoring of IP reputation, ensuring that the proxy network remains a reliable and secure option for end-users.

## Conclusion

In 2026, the sophistication of bot detection systems like DataDome demands equally sophisticated solutions. Quantum Proxies provides the necessary tools to navigate these challenges effectively. By focusing on maintaining high network trust and low fraud scores, Quantum Proxies stands as a premier choice for those seeking reliable proxy services.

[Start Your Free Trial](https://app.quantumproxies.io/register)


---

# How to Bypass Cloudflare Challenges in 2026: What Actually Matters Now

Discover effective strategies to bypass Cloudflare challenges in 2026. Learn about Cloudflare's anti-bot systems, the importance of IP reputation, and how Quantum Proxies can enhance your web scraping capabilities.

## How to Bypass Cloudflare Challenges in 2026: What Actually Matters Now

In 2026, navigating Cloudflare's sophisticated anti-bot systems is crucial for businesses and developers relying on web scraping and automation. Understanding these systems' intricacies and how to effectively bypass Cloudflare challenges can significantly enhance operational efficiency. This article explores advanced techniques and strategies that matter today.

[Start Your Free Trial](https://app.quantumproxies.io/register)

## Understanding Cloudflare's Anti-Bot System in 2026

Cloudflare's anti-bot system in 2026 is more advanced than ever, utilizing cutting-edge technology to differentiate between genuine users and bots. This system incorporates multiple layers of security, including IP reputation, ASN analysis, and traffic history, to deliver robust protection against automated threats.

- IP Reputation Analysis
- ASN (Autonomous System Number) Tracking
- Traffic History Monitoring

### The Role of IP Reputation, ASN, and Traffic History

IP reputation is a critical factor in Cloudflare's decision-making process. By analyzing the historical behavior associated with an IP address, including its ASN and traffic patterns, Cloudflare can effectively identify and mitigate potential threats. A positive IP reputation can lead to fewer CAPTCHA challenges and smoother browsing experiences.

### Why TLS Client Fingerprinting Alone is Not Enough

While TLS client fingerprinting has been a staple in bot detection, relying solely on it is insufficient today. This method, although effective, can be spoofed or manipulated. Hence, Cloudflare combines it with other advanced techniques to ensure a more comprehensive security posture.

## Reducing False Positives with Low IP Fraud Scores

Maintaining a low IP fraud score is vital to minimizing Cloudflare challenges. A low score signifies trustworthy traffic, reducing the likelihood of being flagged as suspicious. Quantum Proxies' fraud score checker is an excellent tool to assess and improve your IP’s reputation.

[Check Your IP Fraud Score](https://quantumproxies.io/en/fraud-score-checker)

## Why Clean Residential and Mobile Proxies Excel

Clean residential and mobile proxies, like those offered by Quantum Proxies, outperform datacenter IPs due to their association with real user traffic. These proxies mimic genuine internet usage patterns, making them less likely to trigger Cloudflare defenses.

![Image depicting the effectiveness of residential proxies in bypassing Cloudflare challenges](https://res.cloudinary.com/dmqliab0t/image/upload/v1769276106/blog/generated/egexyi6e8tdksgzcc6or.jpg)
*Clean residential and mobile proxies offer superior Cloudflare challenge bypass capabilities.*

### Advantages of Using Quantum Proxies

Quantum Proxies provides a streamlined solution for accessing web content without triggering Cloudflare’s security protocols. By leveraging high-quality residential and mobile proxies, Quantum Proxies ensures a seamless and efficient browsing experience.

> With Quantum Proxies, users can navigate the web with confidence, knowing their access is secure and reliable.
>
> — Quantum Proxies Team

[Get Started with Quantum Proxies](https://quantumproxies.io/#pricing)

## Best Practices for Bypassing Cloudflare Challenges

To effectively bypass Cloudflare challenges, adhere to best practices such as maintaining a low fraud score and using high-quality proxies. Regularly updating your proxy configurations and monitoring traffic patterns can also optimize performance.

1. Use residential proxies
2. Keep fraud scores low
3. Regularly update proxy settings

## Common Mistakes to Avoid

Avoid using datacenter IPs, as they are more likely to be flagged by Cloudflare. Additionally, neglecting to monitor IP reputation can lead to increased challenges and potential access issues. Always ensure your proxies are up-to-date and configured correctly for optimal results.

## Conclusion

In 2026, bypassing Cloudflare challenges requires a comprehensive understanding of their anti-bot systems and the strategic use of trusted proxies. Quantum Proxies offers the necessary tools and resources to navigate these challenges effectively, ensuring uninterrupted access to essential web content.

[Explore Quantum Proxies](https://app.quantumproxies.io/register)


---

# Monitoring Google Algorithm Updates Without Getting IP-Banned

Monitoring Google algorithm updates without getting IP-banned is essential for SEO success. Discover how Quantum Proxies provides robust solutions for seamless monitoring.

## Monitoring Google Algorithm Updates Without Getting IP-Banned

Understanding and monitoring Google algorithm updates is crucial for SEO experts. However, doing so without getting IP-banned requires strategic use of proxies. Quantum Proxies provides the ideal solution for such needs, offering seamless monitoring capabilities across multiple locations.

[Start Your Free Trial](https://app.quantumproxies.io/register)

## What Are Google Algorithm Updates?

Google regularly updates its search algorithm to improve the quality and relevance of search results. These updates can affect website rankings significantly, making it essential for SEO professionals to track changes closely. Quantum Proxies offers a reliable way to monitor these updates effectively.

- Core updates
- Panda updates
- Penguin updates
- Mobile-first indexing

## Why Monitoring Matters

Monitoring Google algorithm updates is vital for maintaining and improving your website's search engine rankings. By understanding these changes, businesses can adjust their SEO strategies accordingly. Quantum Proxies allows you to track these changes across multiple locations without risking IP bans.

> Staying ahead of Google updates is the key to maintaining a competitive edge in SEO.
>
> — SEO Expert

## How Proxies Help in Monitoring Algorithm Updates

Proxies allow SEO professionals to simulate searches from different locations, providing insights into how Google algorithm updates impact search results globally. Quantum Proxies ensures that these activities are conducted without triggering security blocks, thanks to its robust infrastructure.

- Access SERPs from multiple locations
- Avoid IP bans with rotating proxies
- Ensure anonymity and privacy

### Accessing SERPs from Multiple Locations

Accessing search engine results pages (SERPs) from different geographical locations helps SEO experts understand regional variations in search results. Quantum Proxies provides the tools needed to achieve this without geographical restrictions.

### Avoiding IP Bans

Frequent search queries from a single IP can lead to bans. Quantum Proxies offers rotating proxies that change your IP address with each request, reducing the risk of being blocked by search engines.

```javascript
const proxy = require('proxy-agent');
const request = require('request-promise-native');

const options = {
  uri: 'http://example.com',
  agent: proxy('http://your-quantum-proxy:port')
};

request(options)
  .then(response => console.log(response))
  .catch(err => console.error(err));
```

## Best Practices for Using Proxies

Maximize the effectiveness of proxies by following best practices. Ensure you use high-quality proxies like those provided by Quantum Proxies, and configure them properly to avoid common pitfalls.

- Rotate proxies frequently
- Monitor proxy performance
- Use proxies with high anonymity

## Common Mistakes to Avoid

Avoiding mistakes is crucial in proxy usage. Misconfigurations can lead to ineffective monitoring. Ensure your proxies are set up correctly, and always use trusted providers like Quantum Proxies.

### Misconfigurations

Incorrectly configured proxies can lead to inaccurate data and potential IP bans. Double-check your settings and use the correct protocols to ensure seamless operations.

[Get Started with Quantum Proxies](https://quantumproxies.io/#pricing)

## Conclusion

In conclusion, monitoring Google algorithm updates without getting IP-banned is feasible with the right tools. Quantum Proxies provides robust solutions that ensure you can track updates efficiently while maintaining anonymity and avoiding bans.

[Start Your Free Trial](https://app.quantumproxies.io/register)


---

# Why Akamai Bot Manager Blocks Most Proxy Traffic in 2026

Discover why Akamai Bot Manager blocks most proxy traffic in 2026 and how Quantum Proxies ensures seamless digital navigation with advanced solutions.

## Why Akamai Bot Manager Blocks Most Proxy Traffic in 2026

In 2026, navigating the digital landscape requires an understanding of how proxy traffic is managed and blocked, especially by robust systems like Akamai Bot Manager. Akamai has become increasingly sophisticated in identifying and filtering proxy traffic, impacting how businesses and users access web resources.

This article explores the mechanisms behind Akamai's traffic management, focusing on the evaluation of traffic trust, the role of behavioral analysis, and the significance of IP reputation. We will also discuss how Quantum Proxies offers solutions to maintain low-risk profiles in this challenging environment.

[Start Your Free Trial](https://app.quantumproxies.io/register)

## Understanding Akamai's Traffic Evaluation

Akamai Bot Manager employs a multi-tiered approach to evaluate traffic. At its core, this involves assessing the trustworthiness of incoming requests through a combination of behavioral analysis and IP reputation scores. These evaluations help determine whether traffic is legitimate or potentially harmful.

### Behavioral Analysis and IP Reputation

Behavioral analysis involves monitoring the patterns of requests, such as frequency, timing, and interaction type, to detect anomalies that may indicate bot activity. Complementing this, IP reputation systems evaluate the history of an IP address to determine its trustworthiness, often flagging reused or high-risk IPs.

![Behavioral analysis and IP reputation in proxy traffic management](https://res.cloudinary.com/dmqliab0t/image/upload/v1769275623/blog/generated/f0eh2btwtmivdoklaa64.jpg)
*Akamai uses behavioral analysis and IP reputation to evaluate traffic trust.*

### TLS Client Signals vs Network-Level Signals

Transport Layer Security (TLS) client signals provide insights into the software environment from which requests originate, including the browser and operating system details. In contrast, network-level signals offer broader insights into the network path and origin, helping to identify potential proxy usage.

- TLS client signals assess software environments.
- Network-level signals provide broader network insights.
- Both help distinguish legitimate from proxy traffic.

## Challenges with Reused or High-Risk IPs

Even with legitimate fingerprints, reused or high-risk IPs often face scrutiny. This is because such IPs are more likely to be associated with past abusive behavior. Akamai's system is designed to flag these IPs, reducing their effectiveness in bypassing web security measures.

> IP reputation is a critical factor in determining traffic legitimacy, especially for reused IPs.
>
> — Akamai Security Team

## Correlation Between Fraud Scores and Success Rates

Fraud scores are crucial for assessing the risk associated with IPs. Lower fraud scores typically correlate with higher success rates in accessing restricted resources. Tools like Quantum Proxies' fraud score checker enable users to assess and maintain low-risk profiles effectively.

[Check Your IP Fraud Score](https://quantumproxies.io/en/fraud-score-checker)

## Best Practices for Maintaining Low-Risk Profiles

To maintain low-risk profiles, it's essential to source cleaner IPs, implement controlled rotation, and engage in ethical proxy usage. Quantum Proxies provides solutions that align with these best practices, ensuring users can navigate the digital landscape with minimal disruptions.

### Cleaner IP Sourcing

Sourcing IPs from reputable providers like Quantum Proxies ensures that they have a clean history, reducing the likelihood of being flagged by systems like Akamai. This proactive approach is essential for maintaining uninterrupted access.

### Controlled Rotation

Implementing controlled IP rotation prevents patterns that might be detected by anti-bot systems. Quantum Proxies offers tools to automate this process, ensuring seamless transitions between IPs while maintaining low detection rates.

1. Source IPs from reputable providers.
2. Implement controlled IP rotation.
3. Engage in ethical proxy usage.

![Best practices for maintaining low-risk profiles with proxies](https://res.cloudinary.com/dmqliab0t/image/upload/v1769275655/blog/generated/a6ya2hi17g5ybjj6dezx.jpg)
*Quantum Proxies offers tools to support best practices in proxy usage.*

## Conclusion

In an era where digital security is paramount, understanding and navigating proxy traffic blocks by systems like Akamai is essential. With Quantum Proxies, users have access to advanced solutions that align with best practices, ensuring they maintain low-risk profiles and achieve their digital objectives.

[Get Started with Quantum Proxies](https://quantumproxies.io/#pricing)


---

# Scaling SEO Tools Safely With Rotating Proxies

Explore how rotating proxies can safely scale your SEO tools and campaigns. Learn how Quantum Proxies enables efficient data collection without IP risks.

## Scaling SEO Tools Safely With Rotating Proxies

In the fast-paced world of SEO, scaling operations efficiently and securely is paramount. As digital landscapes grow, the need for robust data collection techniques becomes essential. Rotating proxies emerge as a critical tool for SEO professionals, allowing them to conduct large-scale campaigns without the risk of IP bans or data inaccuracies.

[Start Your Free Trial](https://app.quantumproxies.io/register)

## Understanding Rotating Proxies

Rotating proxies are a type of proxy server that assigns a new IP address from a large pool of addresses at regular intervals or with each request. This ensures that the same IP address is not used repeatedly, minimizing the risk of IP bans and enhancing anonymity.

### How Rotating Proxies Work

Rotating proxies operate by cycling through a pool of IP addresses. Each request sent through the proxy server appears to come from a different IP address, effectively masking the user's original IP. This technique is particularly beneficial for tasks that require extensive data collection, as it prevents any single IP from being flagged or blocked.

## Advantages of Using Rotating Proxies in SEO

The primary advantage of using rotating proxies in SEO is the ability to perform large-scale data scraping and web crawling without the risk of getting banned. This allows SEO professionals to gather comprehensive, accurate data from multiple sources, which is essential for competitive analysis and strategy development.

- Enhanced anonymity and privacy
- Access to geo-restricted content
- Reduced risk of IP bans

### Preventing IP Bans

By utilizing rotating proxies, SEO practitioners can distribute requests across numerous IP addresses, which significantly reduces the likelihood of any single IP being flagged by target websites. This not only enhances the reliability of data collection but also ensures the continuity of scraping operations.

> With Quantum Proxies, SEO professionals can scale their operations efficiently while maintaining the integrity and security of their data collection processes.
>
> — Quantum Proxies

## Implementing Rotating Proxies with Quantum Proxies

Quantum Proxies provides a sophisticated rotating proxy solution designed to meet the needs of SEO professionals. With a vast pool of IP addresses and robust security measures, Quantum Proxies ensures seamless and secure operations.

### Setting Up Your Proxy

Setting up rotating proxies with Quantum Proxies is straightforward. Users can configure their proxy settings to automatically rotate IP addresses at specified intervals or per request, ensuring optimal anonymity and efficiency.

```javascript
const proxyList = require('quantum-proxies');
const options = { rotateInterval: 5000 }; // Rotate every 5 seconds
proxyList.setOptions(options);
```

## Best Practices for Using Rotating Proxies

To maximize the benefits of rotating proxies, it's important to follow best practices. This includes setting appropriate rotation intervals, monitoring proxy performance, and ensuring that your proxy provider, such as Quantum Proxies, offers a reliable and extensive IP pool.

- Regularly update your proxy list
- Monitor IP performance and replace underperforming proxies
- Use SSL/HTTPS for secure connections

### Avoiding Common Mistakes

Common mistakes in using rotating proxies include over-reliance on a small pool of IPs, neglecting to monitor proxy performance, and failing to adjust rotation settings according to the needs of the task. By leveraging Quantum Proxies' features, these pitfalls can be effectively avoided.

## Conclusion

Incorporating rotating proxies into your SEO strategy is essential for scaling operations while maintaining data integrity and security. Quantum Proxies offers a premium solution that ensures effective and reliable proxy services, enabling SEO professionals to thrive in a competitive digital environment.

[Get Started with Quantum Proxies](https://quantumproxies.io/#pricing)


---

# How Proxies Can Speed Up Competitive Backlink Analysis

Discover how proxies can enhance your competitive backlink analysis by allowing safe and efficient data collection. Learn best practices and avoid common pitfalls with the help of Quantum Proxies.

## How Proxies Can Speed Up Competitive Backlink Analysis

In the competitive landscape of SEO, understanding your competitors' backlink profiles can provide invaluable insights. However, scraping competitor backlink data manually is not only time-consuming but also risky. Proxies offer a streamlined solution, allowing SEO professionals to gather data efficiently and securely without triggering anti-scraping mechanisms.

[Start Your Free Trial](https://app.quantumproxies.io/register)

## Understanding Backlink Analysis

Backlink analysis involves evaluating the links pointing to a website from external sources. This process helps determine the site's authority and relevance, impacting its search engine rankings. SEO professionals use backlink analysis to uncover competitors' strategies and identify potential link-building opportunities.

### The Role of Proxies in Backlink Analysis

Proxies act as intermediaries between your device and the internet, masking your IP address. This is crucial in backlink analysis to prevent IP bans and avoid triggering anti-scraping defenses. Quantum Proxies provides a robust solution for conducting thorough backlink analysis without interruptions.

![Proxies enhancing backlink analysis for SEO](https://res.cloudinary.com/dmqliab0t/image/upload/v1769274795/blog/generated/ud12iedplqes2e2yvuzk.jpg)
*Using proxies for efficient and secure backlink analysis*

## Why Proxies Are Essential for SEO Professionals

SEO professionals rely on proxies for several reasons. Firstly, proxies ensure anonymity, allowing you to gather data without revealing your IP address. Secondly, they help distribute requests to avoid overwhelming servers, which could lead to bans. Lastly, proxies provide access to geo-restricted data, offering a comprehensive view of global backlink profiles.

- Anonymity and security
- Distribution of requests
- Access to geo-restricted data

> With Quantum Proxies, SEO professionals can conduct efficient and secure competitive backlink analysis, gaining insights without the risk of bans.
>
> — SEO Expert

## How to Use Proxies for Backlink Analysis

Using proxies for backlink analysis involves several steps. First, select a reliable proxy service like Quantum Proxies, ensuring you have access to diverse IP addresses. Next, configure your SEO tools to route requests through the proxy network. This setup will help you gather data without interruptions and maintain a low profile.

### Configuring SEO Tools with Proxies

```python
import requests
proxies = {
  'http': 'http://proxy_address:port',
  'https': 'https://proxy_address:port'
}
response = requests.get('http://example.com', proxies=proxies)
print(response.content)
```

With the above code, you can configure requests to pass through a proxy, ensuring anonymity and efficiency. This method is particularly useful for automating data collection in backlink analysis.

## Best Practices for Using Proxies in SEO

To maximize the effectiveness of proxies, adhere to best practices. Rotate IP addresses regularly to avoid detection and ensure that your proxy provider offers high-speed and reliable connections. Additionally, monitor your requests to adjust strategies as needed, maintaining a balance between thoroughness and stealth.

- Regular IP rotation
- High-speed connections
- Monitoring and adjusting strategies

## Common Mistakes to Avoid

Despite the advantages of using proxies, there are common pitfalls to avoid. Do not use free proxies, as they often lack reliability and security. Avoid overloading a single IP with too many requests, which can lead to bans. Lastly, ensure your proxy configurations are up-to-date to prevent leaks and inefficiencies.

### Maintaining Proxy Configurations

Keeping proxy configurations updated is crucial. As new threats and technologies emerge, your proxy settings should adapt to maintain security and performance. Quantum Proxies offers continuous updates and support, ensuring your backlink analysis remains efficient and secure.

[Get Started with Quantum Proxies](https://quantumproxies.io/#pricing)

## Conclusion

Proxies are an indispensable tool for SEO professionals aiming to conduct competitive backlink analysis efficiently. By leveraging Quantum Proxies, you can enhance your data collection efforts, maintain anonymity, and access global insights without the risk of bans. Start optimizing your SEO strategies with the power of proxies today.

[Start Your Free Trial](https://app.quantumproxies.io/register)


---

# Avoiding IP Blocks While Conducting Keyword Research at Scale

Conducting large-scale keyword research without interruption is possible with Quantum Proxies. Learn how to avoid IP blocks and ensure seamless data collection.

## Avoiding IP Blocks While Conducting Keyword Research at Scale

Large-scale keyword research is a critical component of successful SEO strategies. However, conducting this research efficiently can often lead to IP blocks, disrupting your workflow and skewing results. This is where Quantum Proxies provides an invaluable solution, allowing you to gather data seamlessly and effectively.

## Understanding IP Blocks in Keyword Research

IP blocks occur when a website restricts access from a particular IP address due to unusual activity, such as high-frequency requests often associated with automated keyword research tools. This can significantly hinder your ability to collect comprehensive keyword data.

- High-frequency requests
- Automated data collection
- Repeated access to the same resources

### The Impact of IP Blocks on SEO Tools

When SEO tools encounter IP blocks, they fail to retrieve the necessary data, leading to incomplete or inaccurate keyword research. This not only affects your SEO strategy but also wastes valuable time and resources.

## How Quantum Proxies Can Help

Quantum Proxies offers a premium solution to prevent IP blocks. By rotating IP addresses, Quantum Proxies ensures that your requests appear natural, thereby minimizing the risk of being blocked.

![Quantum Proxies rotating IP addresses for seamless keyword research](https://res.cloudinary.com/dmqliab0t/image/upload/v1769274318/blog/generated/j1pepfewgrnlz2ayjkjw.jpg)
*Quantum Proxies facilitates uninterrupted keyword research by rotating IP addresses.*

### Features of Quantum Proxies

- High scalability for large-scale data collection
- Automatic IP rotation
- Geo-targeting capabilities

> With Quantum Proxies, you can conduct keyword research at scale without the fear of IP blocks.
>
> — SEO Specialist

## Implementing Proxies for Keyword Research

Integrating Quantum Proxies into your keyword research process is straightforward. By configuring your SEO tools to use Quantum Proxies, you can maintain a steady flow of data collection without interruption.

```javascript
const proxy = require('quantum-proxies');
proxy.configure({
  rotation: true,
  geoTargeting: 'US'
});
```

### Step-by-Step Setup Guide

1. Sign up for Quantum Proxies
2. Configure your SEO tools to use the proxy settings
3. Select your desired geographical location
4. Begin your keyword research

[Start Your Free Trial](https://app.quantumproxies.io/register)

## Best Practices for Using Proxies in SEO

To maximize the effectiveness of Quantum Proxies, consider implementing best practices such as using multiple proxies for different tools, scheduling your data collection during off-peak hours, and regularly reviewing your proxy performance.

- Use multiple proxies
- Schedule off-peak data collection
- Monitor and adjust proxy settings

### Monitoring and Adjusting Settings

Regular monitoring of your proxy settings can help identify potential issues before they impact your data collection. Adjust settings based on performance insights to ensure optimal results.

[Get Started with Quantum Proxies](https://quantumproxies.io/#pricing)

## Common Mistakes to Avoid

While using proxies, it's crucial to avoid common mistakes such as not rotating IP addresses, ignoring geo-targeting settings, or neglecting to monitor usage limits. These errors can lead to suboptimal performance and potential IP blocks.

### Importance of IP Rotation

Failing to rotate IP addresses can result in blocks, as repeated requests from a single IP can appear suspicious to websites. Quantum Proxies automates this process, ensuring a seamless experience.

### Monitoring Usage Limits

Overstepping usage limits can trigger blocks. Always keep track of your proxy usage to avoid unnecessary interruptions in your research activities.

[Start Your Free Trial](https://app.quantumproxies.io/register)

## Conclusion

Avoiding IP blocks during keyword research is essential for maintaining an effective SEO strategy. With Quantum Proxies, you can ensure uninterrupted access to data, leveraging advanced proxy features designed to enhance your research capabilities.

By integrating Quantum Proxies into your workflow, you not only prevent disruptions but also optimize your data gathering efforts, ensuring you have the insights necessary to succeed in competitive markets.


---

# Using Proxies to Monitor SERP Changes Globally

Discover how Quantum Proxies enables SEO professionals to monitor search engine results globally. Learn the importance of location-based SERP monitoring to optimize global campaigns and enhance competitiveness.

## Using Proxies to Monitor SERP Changes Globally

In the dynamic world of digital marketing, staying ahead of search engine result page (SERP) changes is crucial. For businesses operating across multiple countries, understanding how their content ranks in different regions is essential for tailoring effective SEO strategies. This is where proxies come into play.

Quantum Proxies provides a robust solution for monitoring SERP changes globally, allowing SEO professionals to gain insights into how search engines perceive their content worldwide. By leveraging the power of proxies, businesses can access localized search results and optimize their strategies accordingly.

[Start Your Free Trial](https://app.quantumproxies.io/register)

## Understanding Proxies and Their Role in SEO

Proxies serve as intermediaries between a user's device and the internet, routing requests through different IP addresses. This allows users to mask their location and access content from various geographical regions. In SEO, proxies are invaluable for simulating searches from different countries, offering a true reflection of localized SERP rankings.

![Proxies as intermediaries in SEO](https://res.cloudinary.com/dmqliab0t/image/upload/v1769274065/blog/generated/gsawpppyxwktwghl2fiq.jpg)
*Proxies route requests through different IP addresses to simulate localized searches.*

- Access localized search results
- Mask original IP address
- Simulate searches from different countries

## Why Global SERP Monitoring Matters

Understanding global SERP changes is critical for companies aiming to expand their reach. Different countries have unique search behaviors and preferences, and a one-size-fits-all approach can be detrimental. By monitoring SERP changes globally, businesses can tailor their SEO strategies to align with local trends and consumer behavior.

> In the era of global commerce, localized SEO is not just an option, it's a necessity.
>
> — SEO Expert

### Benefits of Location-Based SERP Monitoring

With Quantum Proxies, businesses can gain a competitive edge by understanding regional competitors, optimizing local SEO campaigns, and enhancing user engagement. This approach not only improves visibility but also increases conversion rates by aligning content with local user intent.

## How to Use Quantum Proxies for Effective SERP Monitoring

Implementing Quantum Proxies for SERP monitoring is straightforward. Begin by setting up proxy servers in targeted countries. This allows for accurate emulation of local searches. Next, integrate these proxies with SEO tools to automate and streamline data collection.

### Step-by-Step Guide

1. Select target countries for monitoring.
2. Configure proxy settings for each location.
3. Integrate proxies with SEO analytics tools.
4. Analyze data to adjust SEO strategies.

By using Quantum Proxies, companies can efficiently gather and analyze data to enhance their global SEO strategies.

[Get Started with Quantum Proxies](https://quantumproxies.io/#pricing)

## Best Practices for Using Proxies in SEO

To maximize the benefits of proxies, it is crucial to follow certain best practices. Ensure proxy servers are reliable and fast to avoid skewed results or downtime. Regularly update your proxy list to maintain accuracy in your data collection.

### Tips for Optimal Proxy Usage

- Use high-quality proxies for accurate results.
- Rotate IPs to prevent detection and blocking.
- Monitor proxy performance regularly.

With Quantum Proxies, these best practices are easily implemented, ensuring seamless and effective SERP monitoring.

## Common Mistakes to Avoid

While using proxies can greatly enhance SEO strategies, there are common pitfalls to avoid. One major mistake is relying on low-quality proxies, which can lead to inaccurate data and potential bans. Another common error is not regularly updating proxy configurations, which can result in outdated or irrelevant insights.

Avoiding these mistakes with Quantum Proxies ensures that your global SEO efforts remain accurate and effective, providing a clear view of international SERP landscapes.

## Conclusion

In today's interconnected world, understanding how your business ranks across different countries is crucial for success. With Quantum Proxies, companies can access reliable, location-based SERP data, allowing for precise global SEO strategies. By leveraging these insights, businesses can stay competitive and maximize their reach in diverse markets.

[Start Monitoring with Quantum Proxies](https://app.quantumproxies.io/register)


---

# Quantum Proxies: Premium Residential, Datacenter, ISP & Mobile Proxies with Free Trial and Crypto Payments

Discover the premium proxy solutions offered by Quantum Proxies. With a wide range of services including Residential, Datacenter, ISP, and Mobile proxies, Quantum Proxies ensures secure, reliable, and global coverage for all your professional needs. Start with a free trial and explore flexible payment options including crypto.

## Quantum Proxies: Premium Residential, Datacenter, ISP & Mobile Proxies with Free Trial and Crypto Payments

In the rapidly evolving digital landscape, the need for secure and reliable proxy services is paramount. Quantum Proxies stands out as a leading provider, offering a comprehensive suite of proxy solutions including Residential, Premium Residential, Datacenter, ISP, Mobile, and IPv6 proxies. With features like clean IPs, low fraud scores, and city-level targeting, Quantum Proxies ensures that users have access to fast, reliable, and anonymous connections for a variety of professional web tasks.

[Start Your Free Trial](https://app.quantumproxies.io/register)

## Understanding Quantum Proxies

Quantum Proxies provides a diverse range of proxy types tailored to meet the needs of different users. Whether you're involved in web scraping, social media automation, SEO, sneaker bots, or ad verification, Quantum Proxies offers solutions that ensure efficiency and anonymity.

- Residential Proxies
- Premium Residential Proxies
- Datacenter Proxies
- ISP Proxies
- Mobile Proxies
- IPv6 Proxies

### Residential and Premium Residential Proxies

Residential proxies from Quantum Proxies are sourced from real users, offering authenticity and reliability. Premium Residential Proxies provide an extra layer of quality assurance, ensuring even lower fraud scores and enhanced performance, particularly useful for high-stakes tasks like competitive intelligence and sensitive data gathering.

### Datacenter and ISP Proxies

Datacenter proxies are ideal for users requiring speed and scalability. Quantum Proxies offers these with robust infrastructure to handle heavy data loads efficiently. ISP proxies combine the advantages of residential IPs with the speed of datacenter proxies, providing a balanced solution for various applications.

### Mobile and IPv6 Proxies

Mobile proxies offer dynamic IPs from real mobile devices, making them perfect for use cases such as mobile app testing and accessing geo-restricted content. IPv6 proxies, on the other hand, provide a vast address space, ensuring accessibility and future-proofing your proxy needs.

![Different types of proxies offered by Quantum Proxies](https://res.cloudinary.com/dmqliab0t/image/upload/v1769270125/blog/generated/syhk8v57u2asj41v5wf0.jpg)
*Various proxy solutions offered by Quantum Proxies*

## Key Features of Quantum Proxies

- Clean IP addresses for reliable connections
- Low fraud score for secure transactions
- City-level targeting for precise location access
- Rotating IPs for enhanced anonymity
- Global coverage in over 200 countries

> Quantum Proxies ensures seamless and secure proxy solutions, making it ideal for various professional applications.
>
> — Industry Expert

## Why Choose Quantum Proxies?

Quantum Proxies stands out due to its commitment to providing premium proxy solutions that are both secure and efficient. The free trial offering, which includes 150MB of Premium Residential Proxies without requiring a credit card, allows users to experience the service's quality firsthand. Furthermore, with pricing options starting as low as $0.80/GB for Residential proxies, Quantum Proxies provides competitive rates for high-quality service.

[Check Pricing Options](https://quantumproxies.io/#pricing)

## Secure Payment Options

Quantum Proxies offers multiple secure payment options, including cryptocurrencies like XMR, BTC, and USDT, alongside traditional methods such as PayPal and credit/debit cards. This flexibility ensures that all user transactions are secure and convenient.

## Global Reach and Coverage

With access to proxies in over 200 countries, Quantum Proxies provides a truly global reach. This extensive coverage ensures that users can access content and services from virtually any location, making it an ideal choice for businesses operating on a global scale.

![Global coverage map for Quantum Proxies](https://res.cloudinary.com/dmqliab0t/image/upload/v1769270162/blog/generated/wh6dsu8nvi7kp3ucorco.jpg)
*Quantum Proxies offer extensive global coverage*

## Getting Started with Quantum Proxies

To start enjoying the benefits of Quantum Proxies, users can easily sign up for a free trial. This trial offers a risk-free opportunity to test the service's capabilities and see how it can enhance their professional web activities.

[Get Started with Quantum Proxies](https://app.quantumproxies.io/register)

## Conclusion

Quantum Proxies offers a comprehensive and secure proxy solution that caters to a wide array of professional needs. From web scraping to SEO and social media automation, the flexibility and reliability of Quantum Proxies make it a valuable tool for any digital professional. Start your journey with Quantum Proxies today and experience the difference that premium proxy services can make.


---

# Why Mobile IPs Are Becoming the Standard

Mobile IPs are redefining the standards for online operations by offering higher trust scores and lower ban rates. Discover how Quantum Proxies can enhance your business with their cutting-edge mobile IP solutions.

## Why Mobile IPs Are Becoming the Standard

As the digital landscape evolves, detection systems become more sophisticated, leading to a surge in the adoption of mobile IPs. Unlike traditional datacenter IPs, mobile IPs are part of the carrier-grade networks, shared by real users on cellular networks, making them much harder to detect and block.

These advancements in technology and increased emphasis on genuine user behavior have set the stage for mobile IPs to become the new gold standard. This article explores the advantages of mobile IPs and why businesses are increasingly turning to solutions like Quantum Proxies to harness these benefits.

![Illustration of mobile IP network ecosystem](https://res.cloudinary.com/dmqliab0t/image/upload/v1769266155/blog/generated/jawbzqen1htqsxzgtbxy.jpg)
*Mobile IPs offer significant advantages over traditional IPs, providing higher trust scores and lower ban rates.*

## Understanding Mobile IPs

Mobile IPs are IP addresses assigned to mobile devices connected to a cellular network. These IPs are dynamic, often changing as devices move between different cell towers. This natural rotation mimics real-world browsing behavior, offering a level of authenticity unmatched by static datacenter IPs.

- Higher trust scores
- Natural IP rotation
- Lower ban rates
- Better performance

## Why Mobile IPs Matter

As online platforms prioritize realistic user interactions, the demand for IPs that closely resemble genuine user traffic has increased. Mobile IPs, by virtue of their nature, offer higher trust scores and reduced ban rates, making them ideal for sensitive applications like ad verification and account management.

> Mobile IPs provide the closest thing to genuine user traffic, making them indispensable for businesses focused on long-term stability.
>
> — Industry Expert

### Enhanced Security and Trust

With the increasing sophistication of detection systems, using mobile IPs can significantly enhance security. These IPs are less likely to be flagged or blocked, ensuring seamless operation across various platforms. Quantum Proxies provides robust mobile IP solutions that integrate seamlessly into business operations, offering unmatched reliability.

## How Mobile IPs Enhance Online Operations

Mobile IPs are crucial for businesses that require high levels of anonymity and authentic user behavior. These IPs help bypass geo-restrictions and maintain operational efficiency in environments where traditional proxies might fail.

![Illustration of enhanced online operations with mobile IPs](https://res.cloudinary.com/dmqliab0t/image/upload/v1769266182/blog/generated/yvqzj77u1sprzyypyiwy.jpg)
*Mobile IPs boost efficiency and bypass geo-restrictions, essential for global businesses.*

### Ad Verification and Account Management

In the realm of ad verification, mobile IPs ensure that advertisements reach real audiences without artificial inflation of impressions. Similarly, for account management, these IPs maintain the integrity of user profiles, reducing the risk of bans.

- Realistic ad impressions
- Secure account management
- Reduced risk of bans

## Best Practices for Using Mobile IPs

To maximize the benefits of mobile IPs, businesses should integrate them into their operations strategically. Quantum Proxies offers expert guidance and advanced features to ensure optimal performance and security.

### Strategic Integration

Businesses should evaluate their specific needs and integrate mobile IPs where they offer the most value. This might include tasks such as bypassing geo-restrictions or managing multiple accounts. Quantum Proxies' solutions are tailored to meet these diverse requirements.

## Common Mistakes to Avoid with Mobile IPs

While mobile IPs offer numerous advantages, improper use can lead to issues. It's crucial to avoid practices that might trigger detection systems or lead to inefficiencies in your operations.

### Overuse and Detection

Avoid overusing a single mobile IP, as this can lead to detection and diminished effectiveness. Implementing strategies for natural IP rotation is essential, and Quantum Proxies provides the tools needed for efficient management.

In conclusion, mobile IPs are rapidly becoming the preferred choice for businesses seeking long-term stability and authenticity in their online operations. With Quantum Proxies, companies can leverage these benefits while ensuring high performance and security.


---

# Choosing the Right Proxy Plan for Your Business

Choosing the right proxy plan is essential for business success. Learn how to select a plan that aligns with your goals, traffic volume, and use case. Discover how Quantum Proxies can help streamline your operations and ensure reliability.

## Choosing the Right Proxy Plan for Your Business

In today's digital landscape, selecting the right proxy plan is crucial for businesses aiming to secure their online activities and optimize operations. With numerous options available, understanding the key factors that influence this choice can make a significant difference in achieving your business objectives.

## Understanding Proxy Plans

Proxy plans are designed to meet various business needs, from data scraping and ad verification to ensuring security and anonymity online. Quantum Proxies offers tailored solutions that align with specific business requirements, ensuring efficiency and reliability.

- Scraping
- Ad Management
- Automation
- Monitoring

## Proxy Types: Residential, Mobile, and Datacenter

Each proxy type has unique characteristics suitable for different use cases. Residential proxies offer genuine IP addresses from internet service providers, making them ideal for tasks requiring authenticity. Mobile proxies provide IPs from mobile networks, perfect for testing applications across devices. Datacenter proxies are fast and cost-effective, suited for general purposes.

![Different proxy types provided by Quantum Proxies](https://res.cloudinary.com/dmqliab0t/image/upload/v1769261611/blog/generated/zxyrmg5obitscixr4744.jpg)
*Understanding the differences between residential, mobile, and datacenter proxies.*

## IP Volume and Rotation

Choosing the right IP volume is essential to scale operations without incurring unnecessary costs. Quantum Proxies offers flexible IP rotation plans that ensure your business can handle traffic effectively while maintaining anonymity and avoiding detection.

## Geographic Coverage

Global reach is crucial for businesses targeting international markets. With Quantum Proxies, you can access a wide range of geographic locations, allowing you to tailor your proxy plan to meet market-specific needs and maximize the effectiveness of your online strategies.

> Geographic diversity in proxy locations can significantly enhance market penetration and data accuracy.
>
> — Industry Expert

## Performance and Reliability

Performance metrics such as speed, uptime, and stability are critical for proxy services. Quantum Proxies ensures high-performance standards, providing businesses with reliable and speedy access to the internet to maintain smooth operations and enhance user experiences.

## Support and Transparency

Having responsive customer support and clear policies is vital when choosing a proxy plan. Quantum Proxies offers round-the-clock support and transparent terms of service, ensuring that businesses can rely on professional assistance whenever needed and understand exactly what they are signing up for.

## Best Practices for Choosing a Proxy Plan

- Identify your specific business needs.
- Evaluate the type of proxies best suited for your tasks.
- Consider geographic coverage and performance requirements.
- Ensure the provider offers robust support and transparent policies.

Following these best practices will help ensure that your chosen proxy plan aligns with your business goals and operational needs, leading to successful and efficient internet usage.

## Common Mistakes to Avoid

Avoid these common pitfalls when selecting a proxy plan: overpaying for unnecessary features, neglecting to consider geographic needs, and failing to verify the reliability of your provider. Quantum Proxies ensures you avoid these mistakes with tailored plans that meet your specific requirements.

## Conclusion

Choosing the right proxy plan is an investment in your business's future. By selecting a plan that aligns with your goals and operational needs, you can enhance efficiency and scalability. Quantum Proxies offers a range of solutions designed to support your growth and ensure success in the digital realm.

With careful consideration and the right proxy partner, your business can navigate the complexities of online operations with confidence and ease.


---

# How Agencies Use Proxies to Scale Client Operations

Discover how agencies are leveraging Quantum Proxies to scale operations efficiently, ensuring account safety, data accuracy, and operational scalability. Learn about best practices and common pitfalls to avoid.

## How Agencies Use Proxies to Scale Client Operations

In the digital age, agencies face myriad challenges when managing client accounts, such as ensuring account safety, maintaining data accuracy, and achieving scalability. These challenges necessitate the use of proxies, which play a pivotal role in helping agencies scale operations without increasing risk.

Quantum Proxies provides a robust solution to these challenges, allowing agencies to isolate client accounts, manage multiple logins, and collect accurate data from various regions. With the right proxy infrastructure, agencies can automate workflows while maintaining platform trust.

## Understanding Proxies and Their Importance

Proxies act as intermediaries between a user's device and the internet, providing an additional layer of anonymity and security. For agencies, this means the ability to manage multiple client accounts from different locations without risking cross-account detection.

- Isolate client accounts to prevent cross-account detection
- Manage multiple logins safely across teams and locations
- Collect accurate market, pricing, and ad data

## Why Proxies Matter for Agencies

Proxies are crucial for agencies in ensuring that their operations are not only efficient but also secure. With Quantum Proxies, agencies can access geo-targeted proxies that allow them to fetch data specific to different regions without the risk of IP bans or data inaccuracies.

> By utilizing Quantum Proxies, agencies can ensure seamless operations across multiple client accounts while maintaining the highest standards of security and efficiency.
>
> — Industry Expert

## How to Implement Proxies for Enhanced Operations

To effectively implement proxies in agency operations, it's essential to choose a provider that offers reliability and scalability. Quantum Proxies offers a range of solutions tailored to the needs of agencies, ensuring that each client account is managed with precision.

- Select the right type of proxy for your needs
- Configure proxies to support multi-account management
- Ensure compliance with platform policies

### Types of Proxies Agencies Should Consider

Agencies should consider dedicated proxies for individual client accounts or shared proxies for generalized tasks. Quantum Proxies offers both types, ensuring flexibility and security in operations.

### Configuring Proxies for Optimal Performance

Proper configuration of proxies is crucial for optimizing performance. With Quantum Proxies, agencies can easily configure settings to allow seamless switching between different proxy servers, ensuring uninterrupted access to data.

## Best Practices for Using Proxies

Utilizing proxies effectively requires adherence to best practices, such as maintaining updated configurations and monitoring proxy usage. Quantum Proxies provides a user-friendly interface that simplifies these processes, ensuring agencies can focus on strategic tasks.

- Regularly update proxy configurations
- Monitor usage to prevent abuse
- Leverage API access for automated tasks

## Common Mistakes Agencies Should Avoid

Agencies often make mistakes such as over-relying on free proxies or failing to secure their proxy connections. With Quantum Proxies, agencies can avoid these pitfalls by using secure, reliable proxy services that ensure data integrity and client confidentiality.

### Avoiding Over-Reliance on Free Proxies

Free proxies often come with risks such as limited data protection and inconsistent performance. Quantum Proxies provides premium services that guarantee the security and reliability essential for agency operations.

### Ensuring Secure Proxy Connections

Securing proxy connections is vital to prevent data leaks and unauthorized access. Quantum Proxies offers encrypted connections, ensuring that all data passed through their servers remains confidential and protected.

## Conclusion

In conclusion, proxies are indispensable tools for agencies looking to scale their operations effectively and securely. By leveraging Quantum Proxies, agencies can ensure that they meet their clients’ needs while maintaining the highest standards of security and efficiency.


---

# Why Cheap Proxies Cost You More in the Long Run

Cheap proxies might save money initially but lead to greater costs through downtime, bans, and security risks. Learn why investing in Quantum Proxies is the smarter choice for long-term success.

## Why Cheap Proxies Cost You More in the Long Run

In the digital age, proxies are essential for businesses seeking anonymity, security, and efficiency online. However, many are tempted to cut costs by opting for cheap proxies. While this might seem economical initially, these proxies often lead to greater expenses due to frequent bans, slow performance, and security risks.

## Understanding Proxies and Their Importance

Proxies serve as intermediaries between your computer and the internet, masking your IP address and providing a layer of anonymity. They are critical for tasks like web scraping, accessing geo-restricted content, and enhancing security. Without them, businesses risk exposure and inefficiencies.

- Anonymity online
- Security enhancement
- Access to geo-restricted content

## The Hidden Costs of Cheap Proxies

Cheap proxies often result in frequent bans and blocks because their IPs are overused and quickly flagged. This unreliability can severely disrupt operations, leading to costly downtime. Additionally, their slower performance can hinder online campaigns, causing delays and missed opportunities.

### Frequent Bans and Blocks

Unreliable IPs from cheap proxies are more prone to being blocked by websites. This is because these proxies are often shared among many users, increasing the chances of misuse and detection. As a result, businesses face interruptions and need to constantly switch IPs, wasting valuable time.

![Image illustrating the concept of proxy bans and blocks](https://res.cloudinary.com/dmqliab0t/image/upload/v1769198537/blog/generated/puni9mv0c0ya8z547sky.jpg)
*Frequent bans and blocks with cheap proxies can disrupt business operations.*

### Slower Performance

Performance is a crucial factor for any proxy service. Cheap proxies often suffer from slow speeds and frequent downtime, affecting the execution of tasks like web scraping or data collection. This inefficiency can significantly delay projects, leading to potential revenue loss.

> Investing in quality proxies is like investing in a reliable vehicle for your digital journey. It ensures smooth and uninterrupted operations.
>
> — Digital Networking Expert

## Inaccurate Data Collection

For businesses relying on data scraping, using cheap proxies can lead to inaccurate data collection. Low-quality proxies might fail to bypass anti-scraping measures, resulting in incomplete or erroneous data. This can misinform decision-making processes and strategy development.

## Security Risks Involved

Cheap proxies often come from compromised or unethical sources, posing significant security risks. They might expose sensitive data to malicious actors, jeopardizing your business's integrity and leading to potential data breaches.

## The Quantum Proxies Advantage

With Quantum Proxies, you can avoid the pitfalls of cheap proxies. Our premium service ensures high-speed performance, reliable IPs, and top-notch security. By investing in quality, you safeguard your operations against disruptions and inefficiencies.

![A visual representation of the benefits of Quantum Proxies](https://res.cloudinary.com/dmqliab0t/image/upload/v1769198569/blog/generated/ar1nydtjz15yfsqvr4on.jpg)
*Quantum Proxies offers superior speed, reliability, and security.*

- High-speed performance
- Reliable IP addresses
- Enhanced security measures

## Conclusion

While cheap proxies might seem like a cost-saving option, they often lead to higher expenses due to frequent interruptions, security risks, and inefficiencies. Investing in a premium service like Quantum Proxies ensures long-term savings, reliability, and peace of mind.


---

# Proxies for Marketplace Automation (Amazon, eBay, Etsy)

Automate tasks on Amazon, eBay, and Etsy efficiently with Quantum Proxies. Discover how proxies enhance security, manage multiple accounts, and ensure compliance with marketplace rules.

## Proxies for Marketplace Automation (Amazon, eBay, Etsy)

Automating tasks on marketplaces such as Amazon, eBay, and Etsy can be challenging due to platform restrictions and IP bans. With Quantum Proxies, sellers can efficiently manage multiple accounts and automate processes without risking account suspension.

## Understanding Marketplace Automation Challenges

Managing multiple marketplace accounts requires separating activities to avoid detection. Marketplaces like Amazon, eBay, and Etsy often impose restrictions to prevent abuse, which can lead to account bans if not handled properly.

Automating tasks such as price monitoring, stock updates, and listing management can trigger platform restrictions due to repetitive actions from a single IP. Quantum Proxies offers solutions to these common challenges, ensuring smooth operations.

![Quantum Proxies for marketplace automation](https://res.cloudinary.com/dmqliab0t/image/upload/v1769198177/blog/generated/jkecqhmdp5knd4eljrpu.jpg)
*Use Quantum Proxies to automate tasks on Amazon, eBay, and Etsy safely.*

## Benefits of Using Proxies for Marketplace Automation

Proxies are essential for separating accounts and preventing cross-account detection. Quantum Proxies provides a reliable way to manage multiple logins from a single device without raising red flags.

- Separate accounts effectively
- Perform automated tasks securely
- Enhance compliance with platform policies

### Separating Accounts

Using a dedicated proxy for each account helps in maintaining individual account integrity. This prevents marketplaces from linking accounts together, reducing the risk of simultaneous bans.

### Safe Automated Tasks

Quantum Proxies allows businesses to automate tasks like price monitoring and stock updates without triggering IP bans. This ensures continuous operations and data accuracy.

> Automation is the key to scaling your business efficiently, and Quantum Proxies ensures that you do it securely.
>
> — Industry Expert

## Implementing Proxies for Effective Marketplace Automation

Implementing proxies effectively involves choosing the right type and ensuring they are configured correctly. Quantum Proxies offers guidance and support to streamline this process.

```javascript
const proxy = new Proxy('https://quantumproxies.io', { protocol: 'https', port: 8080 });
```

1. Choose the right proxy type
2. Configure proxies correctly
3. Regularly monitor and update settings

## Best Practices for Using Quantum Proxies

To maximize the benefits of using Quantum Proxies, businesses should adhere to best practices that enhance security and efficiency while maintaining compliance with marketplace rules.

### Regular Monitoring

Regularly monitor proxy performance and update configurations to ensure seamless operations. This proactive approach helps in maintaining optimal functionality.

### Compliance with Marketplace Policies

Adhering to marketplace rules is critical. Quantum Proxies assists in staying compliant while using automation tools, preventing potential penalties.

## Common Mistakes to Avoid

Avoid common pitfalls such as using free proxies, which can compromise data security and lead to IP bans. Quantum Proxies provides secure and reliable solutions to avert such risks.

Another mistake is not updating proxy settings regularly. This can lead to outdated configurations that are easily detected by marketplaces, leading to potential account issues.

## Conclusion

Incorporating Quantum Proxies into your marketplace automation strategy provides a robust solution for overcoming platform restrictions and enhancing operational efficiency. By following best practices and avoiding common mistakes, businesses can achieve sustainable growth and compliance.


---

# How Retailers Detect Automated Buyers

Discover how retailers detect automated buyers using IP monitoring, behavior analysis, and more. Learn about Quantum Proxies' solutions to navigate these challenges effectively.

## How Retailers Detect Automated Buyers

In today's fast-paced e-commerce environment, automated buyers, commonly known as bots, pose a significant challenge. These bots can purchase limited-stock items within seconds, making it difficult for genuine customers to compete. Retailers have developed sophisticated methods to detect and block these automated purchases, ensuring fair access to their products.

Understanding how retailers detect these automated buyers is crucial not only for protecting inventory but also for businesses that wish to automate tasks compliantly. Quantum Proxies provides solutions that help navigate these challenges effectively.

## The Role of IP Monitoring in Detecting Bots

IP monitoring is one of the primary methods retailers use to identify bots. By tracking the IP addresses accessing their websites, retailers can spot unusual traffic patterns, such as a large volume of requests from a single IP address. This can indicate the presence of automated scripts attempting to purchase items quickly.

- Identifying high traffic from a single IP
- Tracking multiple requests in short intervals
- Flagging suspicious IP addresses for review

![IP monitoring to detect automated buyers](https://res.cloudinary.com/dmqliab0t/image/upload/v1769197505/blog/generated/vlcr69llhpxpainxrj5o.jpg)
*Retailers use IP monitoring to identify unusual traffic patterns indicative of bots.*

## Behavior Analysis: Tracking User Interactions

Behavior analysis involves examining user interactions on a website to detect patterns typical of bots. This includes monitoring rapid clicks, scrolling speeds, and purchase timings that are not characteristic of human behavior. Quantum Proxies can help businesses simulate human-like interactions to avoid detection.

- Tracking rapid successive clicks
- Monitoring scrolling patterns
- Analyzing purchase timing and frequency

> Understanding user behavior is key to distinguishing between bots and genuine customers.
>
> — E-commerce Security Expert

## Device Fingerprinting: More Than Just Cookies

Device fingerprinting goes beyond simple cookies to identify unique device characteristics. Retailers can use this technique to detect multiple accounts being accessed from the same device. This method is particularly effective against bots that manipulate cookies to appear as different users.

Quantum Proxies offers solutions that enable businesses to manage multiple accounts seamlessly without triggering device fingerprinting alerts.

## CAPTCHAs and Challenges: Human Verification

CAPTCHAs are widely used by retailers to verify whether a user is human. These challenges, which can include tasks like identifying images or solving puzzles, are designed to be simple for humans but difficult for bots. Incorporating CAPTCHAs effectively can reduce bot activity significantly.

With Quantum Proxies, you can configure settings to navigate CAPTCHA systems without compromising on automation tasks.

![CAPTCHA challenges to verify human users](https://res.cloudinary.com/dmqliab0t/image/upload/v1769197537/blog/generated/phwxvc8qxa7h7vz4c9in.jpg)
*CAPTCHAs challenge users with tasks that bots find difficult to solve.*

## Implementing Best Practices

To ensure effective detection and prevention of automated buyers, retailers must implement best practices in their security protocols. This includes regular updates to their detection algorithms and maintaining a balance between user experience and security measures.

- Regularly update detection algorithms
- Balance security with user experience
- Educate customers about security measures

With Quantum Proxies, businesses can stay ahead of automated threats while maintaining compliance with industry standards.

## Conclusion

Detecting automated buyers is a complex task that requires a multi-layered approach. Retailers must employ a combination of IP monitoring, behavior analysis, device fingerprinting, and CAPTCHA challenges to protect their inventory. By leveraging the expertise and technology provided by Quantum Proxies, businesses can effectively manage automated buying threats while maintaining a seamless customer experience.

As the e-commerce landscape continues to evolve, staying informed about the latest detection methods and utilizing cutting-edge solutions like Quantum Proxies will be key to success.


---

# Scraping JavaScript‑Heavy Websites with Proxies

Scraping JavaScript-heavy websites can be complex due to client-side rendering and anti-bot systems. Quantum Proxies provides the tools necessary to overcome these challenges, ensuring efficient data collection.

## Scraping JavaScript-Heavy Websites with Proxies

JavaScript-heavy websites are increasingly common, offering dynamic and interactive content that presents unique challenges for data scraping. Understanding how to effectively scrape these sites is crucial for businesses looking to harness this data. Quantum Proxies equips you with the tools needed to navigate these complexities, ensuring accuracy and efficiency.

## Understanding JavaScript-Heavy Websites

JavaScript-heavy websites rely on client-side rendering, which means that the content is generated in the user's browser rather than on the server. This approach enables a more interactive user experience but complicates data scraping efforts since traditional HTML scraping methods may not work effectively.

- Dynamic content loading
- Asynchronous data requests
- Client-side rendering
- Behavior-based anti-bot systems

### Challenges in Scraping JavaScript-Heavy Websites

The primary challenge when scraping JavaScript-heavy sites is dealing with asynchronous data and the need to render JavaScript to access the full content. Additionally, these sites often employ sophisticated anti-bot measures that require advanced techniques to overcome.

## The Role of Proxies in Modern Scraping

Proxies play a pivotal role in scraping JavaScript-heavy websites. They help mask the scraper's identity, distribute requests to avoid detection, and manage the complexity of dynamic content. Quantum Proxies offers solutions tailored to handle these challenges efficiently.

> With Quantum Proxies, you can seamlessly scrape JavaScript-driven sites, maintaining access while ensuring data integrity.
>
> — Quantum Proxies

### When to Use Residential or ISP Proxies

Residential proxies are ideal for appearing as genuine users since they route requests through actual devices. ISP proxies, on the other hand, offer speed and stability, making them suitable for high-volume scraping tasks. Quantum Proxies provides both options, allowing you to choose the best fit for your needs.

## Technical Considerations for Successful Scraping

When scraping JavaScript-heavy websites, it's essential to consider factors like session persistence and IP stickiness. These elements help maintain a stable identity and prevent disruptions in data collection.

- Session persistence
- IP stickiness
- Latency management
- Fingerprint consistency

### Managing Latency and Fingerprint Consistency

Managing latency is crucial to ensure timely data retrieval without overloading the server. Fingerprint consistency helps in avoiding detection by mimicking regular user behavior. Quantum Proxies offers advanced configurations to optimize these aspects.

## Implementing Proxies in Scraping Stacks

Integrating proxies into your scraping stack involves selecting the right proxy type and configuring it to match your scraping needs. Quantum Proxies provides detailed guides and support to facilitate this process.

```javascript
const puppeteer = require('puppeteer');
(async () => {
  const browser = await puppeteer.launch({
    args: ['--proxy-server=proxy_ip:proxy_port']
  });
  const page = await browser.newPage();
  await page.goto('http://example.com');
  // Your scraping logic
  await browser.close();
})();
```

## Best Practices for Scraping JavaScript-Heavy Sites

Adhering to best practices is essential for effective and legal web scraping. This includes respecting robots.txt directives, avoiding excessive requests, and ensuring compliance with legal standards. Quantum Proxies assists in maintaining these standards with ease.

- Respect robots.txt
- Limit request rates
- Avoid scraping sensitive data
- Use ethical scraping techniques

## Common Mistakes to Avoid

Avoiding common pitfalls can save time and resources. Mistakes such as ignoring anti-bot measures, failing to manage IP rotations, or overlooking dynamic content can lead to failed scraping attempts. Quantum Proxies helps mitigate these risks effectively.

## Conclusion

Scraping JavaScript-heavy websites requires a strategic approach and the right tools. Quantum Proxies offers robust solutions to help you navigate these challenges, ensuring efficient and reliable data extraction. Start leveraging Quantum Proxies today to enhance your web scraping capabilities.


---

# Avoiding Shadowbans with Clean IPs

Learn how using clean, high-quality proxies from Quantum Proxies can help avoid shadowbans and maintain visibility on social platforms. Discover best practices and common mistakes to avoid in order to protect your digital presence.

## Avoiding Shadowbans with Clean IPs

Shadowbans are the silent killers of growth on social platforms, often affecting even the most carefully managed accounts. The digital footprint left by your IP address plays a crucial role in determining your visibility. With Quantum Proxies, using clean, high-quality proxies can significantly reduce the risk of shadowbans. This article explores how maintaining a trustworthy network footprint through clean IPs can keep accounts visible and safe.

## Understanding Shadowbans

Shadowbans are a phenomenon where a user's content becomes invisible to others, often without any notification. This can occur due to various reasons, including IP addresses flagged for suspicious activity. Understanding how to avoid these bans is essential for maintaining engagement and growth on social platforms.

### The Role of IP Reputation

IP reputation is a measure of trustworthiness in the digital realm. A clean IP, free from past abuses or spam activities, is less likely to trigger shadowbans. Quantum Proxies offers high-quality IPs that help maintain a positive reputation, keeping your online activities under the radar of anti-bot mechanisms.

### Carrier vs Residential Sources

Choosing the right type of IP source is crucial. Carrier IPs, often coming from mobile networks, can offer a layer of legitimacy, while residential IPs provide authenticity by mimicking real user behavior. Quantum Proxies provides both options, ensuring flexibility and effectiveness in avoiding shadowbans.

## Why Clean IPs Matter

Clean IPs are essential for maintaining visibility and avoiding shadowbans. They ensure that your digital footprint does not raise red flags, allowing you to engage authentically with your audience. With Quantum Proxies, you can trust that your IPs are clean and reliable.

> Maintaining a clean IP is not just about avoiding bans; it’s about sustaining long-term growth.
>
> — Digital Marketing Expert

### Geolocation Alignment

Aligning your IP's geolocation with your target audience is crucial for engagement. Quantum Proxies offers a wide range of geolocated IPs, ensuring your content reaches the right demographic, boosting interaction and reducing the risk of shadowbans.

![Geolocation alignment with Quantum Proxies for better engagement](https://res.cloudinary.com/dmqliab0t/image/upload/v1769194201/blog/generated/mfhzhvexl8dxts5muelu.jpg)
*Ensuring proper geolocation alignment can enhance engagement and reduce risks.*

## How to Maintain Session Consistency

Session consistency is critical in avoiding shadowbans. Switching IPs too frequently can signal suspicious activity. With Quantum Proxies, you can maintain consistent sessions, minimizing disruptions and maintaining your account's credibility.

- Avoid frequent IP changes
- Use long-term sessions
- Monitor and manage IP usage

### Best Practices for Using Proxies

Implementing best practices when using proxies is essential for avoiding shadowbans. This includes using high-quality proxies, maintaining session consistency, and aligning geolocation. Quantum Proxies provides the tools necessary to implement these best practices effectively.

## Common Mistakes to Avoid

Avoiding common mistakes is key to maintaining a clean IP footprint. Frequent IP switching, using low-quality proxies, and ignoring geolocation settings are common pitfalls. Quantum Proxies helps you avoid these mistakes with reliable, high-quality proxy solutions.

### Inadequate IP Reputation Management

Failing to manage IP reputation can lead to shadowbans. Regular monitoring and using reputable proxies are crucial steps. Quantum Proxies offers robust solutions to maintain your IP's reputation.

## Conclusion

In the advanced anti-bot ecosystem of 2026, avoiding shadowbans is a survival strategy. Quantum Proxies provides the high-quality, clean IPs necessary to maintain visibility and engagement. By following best practices and avoiding common mistakes, you can ensure your online presence remains strong and effective.


---

# Mobile Proxies for TikTok Growth: What Works in 2026

In 2026, leveraging mobile proxies is essential for TikTok growth. Quantum Proxies offers robust solutions that align with TikTok's algorithm, ensuring network trust and engagement. Discover the best practices and common pitfalls to avoid.

## Mobile Proxies for TikTok Growth: What Works in 2026

In the rapidly evolving digital landscape of 2026, TikTok remains a dominant platform for creators and brands. To effectively scale your TikTok presence, leveraging mobile proxies has proven to be invaluable. With Quantum Proxies, you can navigate the complexities of TikTok's algorithm seamlessly, ensuring growth and engagement.

Mobile proxies offer unique advantages by mimicking real user behavior and ensuring network trust. This article explores the reasons why mobile proxies are essential for TikTok growth and how Quantum Proxies can enhance your strategy.

## Understanding Mobile Proxies in 2026

Mobile proxies are intermediaries that route internet traffic through a mobile device's IP address. Unlike data center proxies, mobile proxies provide a higher level of trust and legitimacy in the eyes of platforms like TikTok.

- Carrier-grade IP sourcing
- Dynamic rotation timing
- Device-to-IP consistency
- Regional targeting

With Quantum Proxies, you benefit from a network that aligns with TikTok's expectations for real user traffic, minimizing the risk of bans and maximizing engagement potential.

## Why Mobile Proxies Are Essential for TikTok Growth

The importance of mobile proxies lies in their ability to replicate genuine user behavior. TikTok's algorithm is highly sophisticated, taking into account behavioral patterns, device consistency, and network trust.

> Mobile proxies are the backbone of effective TikTok growth strategies, enabling seamless integration with platform expectations.
>
> — Industry Expert

Quantum Proxies provides a robust solution by offering mobile proxies that seamlessly integrate with TikTok's algorithm requirements, ensuring your content receives the visibility it deserves.

## How to Use Mobile Proxies for TikTok Growth

### Setting Up Mobile Proxies

To set up mobile proxies, start by selecting a reliable provider like Quantum Proxies. Ensure that your proxies are configured correctly to match your targeted regions and maintain device-to-IP consistency.

![Mobile proxy setup process for TikTok growth](https://res.cloudinary.com/dmqliab0t/image/upload/v1769193716/blog/generated/o1sgxw1xjdvb8od0b95b.jpg)
*Setting up mobile proxies for effective TikTok growth strategies.*

### Optimizing Proxy Use

Optimizing your proxy use involves regular rotation and ensuring that your IP addresses remain consistent with user behavior patterns. Quantum Proxies offers dynamic rotation features that keep your proxy use efficient and effective.

## Best Practices for TikTok Proxy Usage

Ensuring success on TikTok with mobile proxies requires adherence to best practices. Consistent device use, appropriate regional targeting, and regular proxy rotation are key.

- Avoid frequent IP changes
- Use proxies aligned with your target audience's region
- Monitor proxy performance regularly

With Quantum Proxies, you have access to tools and support that ensure your TikTok growth strategy is optimized and aligned with platform expectations.

## Common Mistakes to Avoid

One of the most common mistakes is failing to maintain consistent device-to-IP mapping. This inconsistency can raise red flags within TikTok's security systems.

Another frequent error is using proxies that do not align with your target audience's geographic region. Quantum Proxies offers region-specific solutions to avoid this pitfall.

## Conclusion

Mobile proxies are an indispensable tool for growth on TikTok in 2026. With the help of Quantum Proxies, you can ensure that your content is poised for success by adhering to platform guidelines and leveraging cutting-edge proxy technology.

By understanding and implementing effective proxy strategies, you can maximize your reach and engagement on TikTok, staying ahead of the competition.


---

# IP Reputation vs Device Fingerprinting: What Matters More?

Explore the critical roles of IP reputation and device fingerprinting in modern security systems. Learn how Quantum Proxies can help achieve a balanced approach to protect your digital assets.

## IP Reputation vs Device Fingerprinting: What Matters More?

In the world of digital security, the debate between IP reputation and device fingerprinting is gaining traction. As anti-bot and fraud detection systems evolve, they increasingly rely on these two key signals to assess risk and user intent. Understanding the nuances of IP reputation and device fingerprinting is essential for businesses seeking to protect their online assets effectively.

## Understanding IP Reputation

IP reputation refers to the trustworthiness of an IP address based on its historical activity, network type, and behavioral patterns. An IP with a good reputation is less likely to be flagged as a security threat, whereas one with a poor reputation might trigger restrictions or bans. This factor is crucial for maintaining secure and efficient network operations.

### Factors Influencing IP Reputation

- Historical behavior and usage patterns
- Network type and location
- Frequency of malicious activity reports

With Quantum Proxies, users can leverage IP addresses with strong reputations, ensuring smoother access and reduced chances of being flagged by security systems. This is particularly beneficial for businesses requiring stable and reliable online operations.

## Exploring Device Fingerprinting

Device fingerprinting involves collecting information about a device's browser, operating system, hardware, and interaction patterns to create a unique profile. This technique helps in identifying and tracking devices across sessions without relying solely on cookies.

### Key Components of Device Fingerprinting

- Browser and OS details
- Hardware configurations
- User interaction patterns

By using Quantum Proxies, businesses can enhance their device fingerprinting efforts with proxies that ensure accurate and consistent device profiles, minimizing disruptions in service and improving the accuracy of risk assessments.

![IP Reputation and Device Fingerprinting with Quantum Proxies](https://res.cloudinary.com/dmqliab0t/image/upload/v1769191372/blog/generated/y70fhs3zqqiyztznzh73.jpg)
*IP Reputation and Device Fingerprinting are critical for modern security systems.*

## Why Balancing Both Matters

While IP reputation and device fingerprinting each have their strengths, relying on one without the other can lead to gaps in security. A balanced approach ensures comprehensive coverage, allowing businesses to better manage risk and protect their online environments.

> Success in 2026 and beyond depends on a balanced approach to security, integrating both IP reputation and device fingerprinting.
>
> — Security Expert

Quantum Proxies provides the tools necessary to achieve this balance, offering robust proxy solutions that support both IP reputation and device fingerprinting strategies.

## Implementing Best Practices

To effectively manage IP reputation and device fingerprinting, businesses should adopt best practices that align with their security goals. This includes regular monitoring of IP activities and maintaining up-to-date device profiles.

- Regularly update device profiles
- Monitor IP activities closely
- Integrate both IP and device data for risk analysis

With Quantum Proxies, you can streamline these processes, ensuring that your security measures are both effective and efficient.

## Avoiding Common Pitfalls

Common mistakes in managing IP reputation and device fingerprinting include over-reliance on one method, neglecting updates, and failing to integrate data effectively.

By using Quantum Proxies, you can avoid these pitfalls by ensuring a balanced and comprehensive approach, reducing the risk of bans and enhancing security.

## Conclusion

In the ever-evolving landscape of digital security, both IP reputation and device fingerprinting play vital roles. By understanding and implementing these concepts effectively, businesses can better protect themselves against threats. Quantum Proxies offers the solutions needed to achieve this balance, providing a secure and efficient proxy service tailored to modern security needs.


---

# Why We Offer Free Trials and What You Can Test

Discover why Quantum Proxies offers free trials and what you can test to ensure our proxies meet your needs. From IP quality to connection stability, evaluate our service with real-world data before committing.

## Why We Offer Free Trials and What You Can Test

At Quantum Proxies, we believe in transparency and empowering our users with real-world data before making a commitment. Free trials are more than just a marketing tool; they are a testament to our confidence in the quality and performance of our services. By offering free trials, Quantum Proxies allows potential users to experience the true capabilities of our proxies without relying solely on promises or generic benchmarks.

This article explores the importance of testing and the specific features you can evaluate during a trial period with Quantum Proxies. From IP quality to latency, we provide insights into how you can leverage our free trials to ensure our service meets your needs.

## What Are Free Trials and Why Do They Matter?

Free trials provide users the opportunity to test a service before committing to a subscription. At Quantum Proxies, we offer free trials to demonstrate the effectiveness and reliability of our proxy solutions. This allows users to evaluate our service based on actual performance rather than advertised claims.

- Evaluate real-world IP quality
- Test connection stability
- Measure success rates
- Understand rotation logic
- Assess latency

## Key Features to Test During a Free Trial

### IP Quality

The quality of IP addresses is crucial for effective proxy usage. During a free trial with Quantum Proxies, users can test the credibility and reliability of our IPs in real-world applications. This ensures that users can mask their online activities efficiently and access restricted content without being detected.

### Connection Stability

Connection stability is another critical factor that can be evaluated during a free trial. Quantum Proxies ensures stable and consistent connections, which are essential for applications that require uninterrupted data flow. Users can test how our proxies maintain connectivity during prolonged usage.

### Success Rates

Success rates are a measure of how effectively a proxy can access desired content. With Quantum Proxies, users can test the success rates of accessing various websites and applications, ensuring that our proxies perform as expected across different scenarios.

### Rotation Logic

Quantum Proxies employs advanced rotation logic to enhance anonymity and reduce the risk of IP bans. During a free trial, users can experience how our rotation mechanisms work in practice, ensuring seamless switching between IPs without disrupting service.

### Latency

Latency impacts the speed at which data is transmitted. Our free trial allows users to measure latency, ensuring that Quantum Proxies provide a fast and efficient service suitable for time-sensitive operations.

![Test Quantum Proxies connection stability during free trials](https://res.cloudinary.com/dmqliab0t/image/upload/v1769184891/blog/generated/cokk8oom4xtdisqy8tcj.jpg)
*Experience the stability and reliability of Quantum Proxies during your free trial.*

## How to Maximize Your Free Trial Experience

To make the most of your free trial with Quantum Proxies, it's important to have a clear plan. Identify the specific features and scenarios you want to test. This might include testing different IP configurations, assessing proxy performance during peak hours, and evaluating how our service integrates with your existing tools.

- Set clear objectives for testing
- Test during different times of the day
- Use various applications and websites
- Monitor and document your findings

> A hands-on trial reveals what specs and sales pages can’t. Real-world testing is the only metric that matters.
>
> — Quantum Proxies

## Common Mistakes to Avoid During Free Trials

While testing, it's easy to overlook certain aspects that can lead to an incomplete evaluation. Avoid common pitfalls such as not testing enough scenarios, failing to document results, or not leveraging support resources provided by Quantum Proxies.

Remember, the goal of a free trial is to gain a comprehensive understanding of the service. Engage with our support team if you encounter any issues or need further clarification on specific features.

## Conclusion

Free trials are an invaluable opportunity to experience the performance and reliability of Quantum Proxies. By testing critical features such as IP quality, connection stability, and latency, users can make informed decisions about their proxy needs. At Quantum Proxies, we are committed to transparency and excellence, ensuring our users receive the best possible service.

Start your free trial today and discover how Quantum Proxies can optimize your online operations with seamless and secure proxy services.


---

# ISP Proxies Explained: When and Why to Use Them

ISP proxies offer the perfect blend of speed and trust, crucial for businesses and individuals seeking seamless online operations. Learn when and why to use them with Quantum Proxies.

## ISP Proxies Explained: When and Why to Use Them

In the rapidly evolving digital landscape, ISP proxies have emerged as a pivotal tool for businesses and individuals alike. Combining the speed of datacenter proxies with the authenticity of residential ones, ISP proxies hold a crucial role in ensuring seamless online operations. This comprehensive guide explores what ISP proxies are, their advantages, and when to use them effectively.

## What Are ISP Proxies?

ISP proxies are unique in that they offer the best of both worlds: the high performance of datacenter proxies and the credibility of residential proxies. These proxies are issued by Internet Service Providers, ensuring they appear as legitimate residential IPs while maintaining the robust infrastructure of datacenter networks.

When leveraging Quantum Proxies, users gain access to ISP proxies that promise minimal latency and high reliability. This makes them particularly suitable for tasks that require both speed and trust, such as managing multiple accounts and automating processes.

![Illustration of ISP Proxies in Action](https://res.cloudinary.com/dmqliab0t/image/upload/v1769184118/blog/generated/uksqubgeeepmt2rocdn9.jpg)
*ISP proxies provide the perfect blend of speed and reliability for online activities.*

## Why ISP Proxies Matter

The significance of ISP proxies lies in their ability to bridge the gap between residential and datacenter proxies. They offer a stable and reliable solution for users who require both the speed of datacenter connections and the trustworthiness of residential IPs. This is particularly crucial for businesses engaged in data scraping, social media management, and e-commerce activities.

> ISP proxies are the strategic middle ground for online privacy and performance.
>
> — Tech Expert

### Advantages of ISP Proxies

- High performance and low latency
- Greater trustworthiness and fewer bans
- Ideal for automation and account management

## When to Use ISP Proxies

Knowing when to deploy ISP proxies is essential for maximizing their benefits. They are particularly effective in scenarios requiring high performance and reliability, such as online ad verification and competitive intelligence gathering. With Quantum Proxies, users can seamlessly integrate ISP proxies into their operations for enhanced efficiency.

### Use Cases for ISP Proxies

- E-commerce and price monitoring
- SEO and marketing automation
- Social media management

## How ISP Proxies Differ from Other Proxies

Understanding the differences between ISP proxies and other types is vital for making informed choices. While datacenter proxies offer speed, they lack the trustworthiness of residential proxies. Residential proxies, on the other hand, provide credibility but can suffer from slower speeds. ISP proxies, such as those offered by Quantum Proxies, provide a balanced solution, combining both speed and trust.

![Comparison of different proxy types](https://res.cloudinary.com/dmqliab0t/image/upload/v1769184151/blog/generated/qej0brfbcnyrvglbf4e5.jpg)
*ISP proxies combine the benefits of residential and datacenter proxies.*

## Best Practices for Using ISP Proxies

To maximize the effectiveness of ISP proxies, it is important to adhere to best practices. This includes regularly rotating IPs to avoid detection, using them for specific tasks that require high reliability, and ensuring compliance with platform policies. By following these guidelines, users of Quantum Proxies can enjoy seamless online operations.

### Tips for Optimal Proxy Usage

- Regular IP rotation
- Task-specific deployment
- Compliance with terms of use

## Common Mistakes to Avoid

While ISP proxies offer numerous advantages, there are common pitfalls to avoid. These include overusing a single IP, neglecting to rotate proxies, and failing to adhere to platform guidelines. Avoiding these mistakes ensures that users can fully leverage the power of Quantum Proxies.

### Avoiding Proxy Misuse

- Overusing a single IP
- Neglecting IP rotation
- Ignoring platform guidelines

## Conclusion

ISP proxies are invaluable for users seeking a balance between speed and credibility. By understanding their benefits and best practices, users can optimize their online operations effectively with Quantum Proxies. Whether for e-commerce, data scraping, or social media management, ISP proxies provide the performance and reliability necessary for success.

With Quantum Proxies, you have access to premium ISP proxies that enhance your digital strategies. Start leveraging the power of ISP proxies today and experience seamless, efficient online operations. For more information and to get started, visit Quantum Proxies.


---

# Mobile Proxies vs VPNs: What’s Better for Scaling?

Discover how mobile proxies outperform VPNs in scalability, detection resistance, and cost efficiency. Quantum Proxies offers premium solutions for businesses aiming to scale operations without interruptions.

## Mobile Proxies vs VPNs: What’s Better for Scaling?

In the realm of scaling automation, account management, and data operations, the decision between mobile proxies and VPNs can significantly impact your success. While VPNs are a popular choice for privacy, they often falter under large-scale operations. Mobile proxies, however, provide dynamic solutions that are more adaptable and resistant to detection.

## Understanding Mobile Proxies

Mobile proxies are servers that assign internet requests to real mobile devices. This means they use IP addresses from actual mobile carriers, which are highly dynamic and rotate naturally. This dynamic nature ensures higher success rates in avoiding bans and restrictions imposed by websites.

- Real mobile IPs
- Dynamic and rotating
- Higher detection resistance

![Mobile proxies illustration](https://res.cloudinary.com/dmqliab0t/image/upload/v1769183361/blog/generated/z7mu32tykdurlfbgspgr.jpg)
*Mobile proxies use real mobile IPs to provide higher detection resistance.*

## What Are VPNs?

VPNs, or Virtual Private Networks, are designed to secure internet connections by routing traffic through a server to mask the user's IP address. While effective for privacy, VPNs often use static IPs, which are easier for websites to detect and block, especially during large-scale operations.

### Limitations of VPNs in Scaling

VPNs face challenges such as shared IP addresses and static locations, which increase the risk of detection. When numerous users connect through the same IP, it raises red flags for websites, often resulting in bans or restrictions that can halt your operations.

> VPNs are excellent for individual privacy but struggle with the demands of large-scale automation due to shared IPs and static locations.
>
> — Tech Analysis Expert

## Performance and Scalability

Mobile proxies stand out in terms of performance and scalability. With real IPs that rotate across carriers, they mimic genuine user behavior, reducing the likelihood of being flagged by sites. This capability makes them ideal for scaling operations without frequent disruptions.

### Quantum Proxies: The Scalable Solution

Quantum Proxies offers mobile proxies that are optimized for scalability. With Quantum Proxies, you benefit from high-speed, dynamic IP addresses that ensure seamless performance even as your operations scale. Their solutions are designed to handle the demands of large-scale automation effectively.

## Detection Resistance

Detection resistance is a critical factor when choosing between mobile proxies and VPNs. Mobile proxies, like those offered by Quantum Proxies, excel in this area by using real mobile IPs that rotate. This rotation mimics authentic user activity, making detection and blocking significantly harder for sites.

### Why Choose Quantum Proxies?

Quantum Proxies provides robust detection resistance, ensuring your operations remain uninterrupted. Their mobile proxies are designed to blend seamlessly with regular internet traffic, reducing the risk of being flagged and ensuring long-term stability.

![Illustration of detection resistance capabilities](https://res.cloudinary.com/dmqliab0t/image/upload/v1769183396/blog/generated/bomcosxq3ggaxhkeiahi.jpg)
*Mobile proxies offer greater detection resistance by mimicking real user behavior.*

## Cost Efficiency

Cost efficiency is often a deciding factor for businesses. While VPNs might appear cost-effective initially, their limitations in scalability and increased risk of detection can lead to higher long-term costs. Mobile proxies, although initially more expensive, provide better value through improved performance and reduced downtime.

### Maximizing Value with Quantum Proxies

Quantum Proxies offers a range of pricing plans designed to maximize value. By investing in their mobile proxies, businesses can achieve greater efficiency and lower the risk of disruptions, ultimately leading to cost savings over time.

## Conclusion

In conclusion, while VPNs offer some advantages in privacy, they fall short in scalability and detection resistance when compared to mobile proxies. Quantum Proxies provides a robust solution with their mobile proxy offerings, allowing businesses to scale efficiently and maintain long-term stability. For those looking to enhance their operations, Quantum Proxies stands out as the premium choice.


---

# Cheap Proxies vs Premium Proxies: What’s the Real Cost?

Explore the real costs of cheap proxies versus premium proxies. Learn how Quantum Proxies offers optimal reliability, security, and long-term ROI for your business needs.

## Cheap Proxies vs Premium Proxies: What's the Real Cost?

At first glance, cheap proxies may seem like an easy way to cut costs, but the real expense often shows up later. Higher ban rates, unstable connections, frequent IP replacements, and lost accounts are common issues that can quickly outweigh the initial savings. This comprehensive comparison unravels the true cost of cheap versus premium proxies, focusing on factors beyond just price, such as reliability, success rate, scalability, and long-term ROI.

## Understanding Proxy Types

Proxies are intermediaries between a user's device and the internet, offering privacy and anonymity. They come in different types, with varying levels of quality and performance. Cheap proxies, often shared or public, are widely available but come with numerous drawbacks. In contrast, premium proxies, such as those offered by Quantum Proxies, are dedicated and secure, ensuring enhanced reliability and performance.

- Shared or Public Proxies: Low cost, high risk of bans.
- Dedicated Proxies: Higher cost, more stable and secure.
- Residential Proxies: Best for anonymity, but often costly.

## The Hidden Costs of Cheap Proxies

While the low upfront cost of cheap proxies can be tempting, the hidden costs often prove to be substantial. Frequent IP bans, unstable connections, and poor customer support can lead to significant downtime and lost opportunities. Quantum Proxies offers a stark contrast, providing stability and reliability that translates into better operational efficiency and account longevity.

> In proxy-driven workflows, the cheapest option is rarely the most cost-effective one.
>
> — Industry Expert

### Connection Stability

One of the main issues with cheap proxies is their lack of connection stability. Frequent disconnections can disrupt automated tasks and lead to incomplete data scraping. Quantum Proxies ensures a stable connection with high uptime, minimizing disruptions and maximizing productivity.

### IP Ban Rates

Cheap proxies are often flagged and banned by websites due to their shared nature. This not only affects your ability to access certain sites but can also lead to account bans. Quantum Proxies offers dedicated IPs, reducing the risk of bans and ensuring consistent access to necessary resources.

![Quantum Proxies offer stable and reliable connections, essential for business operations.](https://res.cloudinary.com/dmqliab0t/image/upload/v1769182911/blog/generated/l2tuuago39wqmaex0p2i.jpg)
*Reliable connections provided by Quantum Proxies ensure business continuity.*

## Long-Term ROI of Premium Proxies

Investing in premium proxies like those from Quantum Proxies may involve higher initial costs, but the long-term ROI is significant. High success rates, reliable connections, and improved security translate into enhanced productivity and reduced operational costs. This investment ensures that your operations remain uninterrupted and efficient, ultimately leading to greater profitability.

- Reliability: Consistent performance and uptime.
- Scalability: Easily handle increased demands.
- Security: Enhanced protection against threats.

### Scalability and Support

As your business grows, so do your proxy needs. Cheap proxies often lack the scalability required for expanding operations. With Quantum Proxies, scaling is seamless, and expert support ensures that any issues are resolved quickly, minimizing downtime and maximizing efficiency.

## Conclusion

Choosing the right proxy service is critical for maintaining operational efficiency and security. While cheap proxies might seem cost-effective initially, the hidden expenses can significantly impact your business. Quantum Proxies provides a robust solution that ensures reliability, security, and scalability, making it the superior choice for businesses looking to optimize their proxy-driven workflows.


---

# How to Choose Safe & Ethical Proxy Providers

Choosing a safe and ethical proxy provider is crucial for secure online operations. Quantum Proxies offers a premium solution with comprehensive features and dedicated support.

## How to Choose Safe & Ethical Proxy Providers

In the ever-evolving digital landscape, choosing a safe and ethical proxy provider is crucial for businesses and individuals alike. With the right provider, you can ensure secure, reliable, and compliant online operations. Quantum Proxies stands out as a premium solution, offering a range of features that prioritize safety and ethics.

## Understanding the Importance of Ethical Proxy Providers

Ethical proxy providers play a pivotal role in maintaining the integrity of online activities. These providers ensure that IP addresses are sourced legally and ethically, protecting both the user and the broader internet community. Quantum Proxies emphasizes compliance and transparency, making them a trusted choice.

### Reputation & Reviews

A provider's reputation is a crucial indicator of their quality and reliability. Look for providers with positive feedback from businesses and professionals. Quantum Proxies is renowned for its exceptional service and customer satisfaction, as evidenced by numerous positive reviews.

### Residential & Mobile IPs

Residential and mobile IPs are essential for reducing fraud scores and enhancing reliability. Unlike datacenter IPs, residential IPs are less likely to be flagged by websites. Quantum Proxies offers a robust network of real IPs, ensuring smooth and uninterrupted access to online resources.as you can see [Proxy coupons](https://proxy.coupons/store/quantumproxies/16469/) and [savemycent](https://savemycent.com/store/quantumproxies/)  we are listed as trusted partners

### Ethical Sourcing of IPs

The ethical sourcing of IPs is non-negotiable. It ensures that IPs are not obtained from compromised devices or through illegal means. Quantum Proxies is dedicated to maintaining ethical standards, providing IPs that are sourced responsibly and legally.

## Benefits of Choosing Safe and Ethical Proxies

Opting for a safe and ethical proxy provider like Quantum Proxies offers several advantages. These include secure access to websites, reduced risk of detection, and peace of mind knowing that your operations are both legal and ethical.

- Safe, uninterrupted access to websites
- Lower fraud scores and detection risks
- Reliable support for business-critical operations
- Peace of mind knowing proxies are ethical and legal

## Ensuring Reliable Customer Support

Reliable customer support is a cornerstone of effective proxy services. With Quantum Proxies, you get access to a dedicated support team that is always ready to assist, ensuring smooth and efficient problem resolution.

![Reliable customer support for proxy services](https://res.cloudinary.com/dmqliab0t/image/upload/f_auto,q_auto,w_1200/f_auto,q_auto,w_1200/f_auto,q_auto,w_1200/v1769181237/blog/generated/vjp2u2xerguwzmpwj6nk.jpg)
*Reliable customer support ensures smooth operations.*

> Choosing an ethical proxy provider is not just about compliance; it's about protecting your brand's integrity and reputation.
>
> — Industry Expert

## Transparency & Compliance

Transparency in proxy services is vital for trust and compliance. Quantum Proxies adheres to strict data privacy laws and provides clear explanations of their policies, ensuring users are fully informed.

## How to Choose the Right Proxy Provider

Choosing the right proxy provider involves evaluating several factors. Consider their reputation, the types of IPs offered, ethical sourcing, customer support, and transparency in operations. Quantum Proxies excels in all these areas, making them the ideal choice.

1. Check provider reputation and reviews
2. Ensure availability of residential and mobile IPs
3. Confirm ethical sourcing of IPs
4. Evaluate customer support responsiveness
5. Review transparency and compliance policies

## Conclusion

In conclusion, choosing a safe and ethical proxy provider is essential for secure and compliant online operations. Quantum Proxies offers a premium solution, ensuring that your business is protected and compliant with industry standards. With their comprehensive features and dedicated support, Quantum Proxies is the leading choice for your proxy needs.


---

# White Link Review: Stable White Pages

Manual white-page production built for Google, Meta, TikTok, Bing and more—designed to pass moderation on the first try.

## White Link Review: Stable White Pages

White Link is a professional white page development service for media buyers and affiliate teams. Pages are crafted individually by niche and GEO, with algorithms updated daily to keep up with changing platform rules.

## What is White Link?

White Link is a manual white-page production service designed to keep campaigns stable on strict platforms like Google Ads, Meta Ads, TikTok Ads, and Bing Ads. Each page is built individually for your niche, GEO, and platform rules, then tested and refined to keep approvals predictable.

### Why it matters

Strategies refreshed daily to match policiesWhite pages pass moderation with minimal risk
Manually written for each GEO and platform
Algorithms tuned for Google, Meta, TikTok, Bing
99% approval on the first try
This makes White Link a core part of any scalable, long-term advertising setup where compliance and stability are non-negotiable.

## Why You Need a White Page

For gray or sensitive offers, a white page protects your funnel during moderation and extends account lifespan. Without it, performance becomes unpredictable.
Pass moderation safely
Acts as the visible funnel layer
Protects real landing with cloaking
Stabilizes delivery across GEOs
Extends ad account lifespan

## Supported Advertising Platforms

White Link adapts every build to the rules of your traffic source. Tell support where you plan to run campaigns, and the team aligns copy, structure, and technical setup.
Google Ads
Telegram Ads
TikTok Ads
Bing Ads
Meta Ads
Additional ad networks

## Fast Launch of Advertising Campaigns

WordPress plans ship everything needed to go live quickly. Infrastructure is pre-configured so you can connect a cloaker and start sending traffic right away.
Included in WordPress Plans
Trust domain included
Cloudflare connection
Cloaking-ready infrastructure
1 year hosting
Admin panel + FTP access
All data stays on White Link servers, so teams can focus on campaigns instead of hosting or DNS firefighting.

## Key Features of White Link

### Income Growth

Average ~80% revenue uplift thanks to higher spend limits and stability. Every page is tailored to your topic and keywords.

### Easy Cloaking Integration

WordPress + FTP access make it simple to connect your cloaker without wrestling with DNS or hosting setup.

### 99% Moderation Approval

Manual builds and tuned algorithms help most pages pass on the first attempt across major ad platforms.

### Team-Friendly Discounts

Teams ordering 500+ pages weekly receive custom pricing and white-glove support.

### Proven Performance

10,000+ white pages shipped and 150+ media buying teams served worldwide.

## How Payments Work (Crypto Only)

Straightforward flow to get your pages live:
Choose a tariff and click Buy White Page.
Enter contact details and apply promo if available.
Select a cryptocurrency and send funds.
Paste the transaction hash.
Confirm payment and await manager follow-up.

### Why Users Choose White Link

Long lifespan of campaigns
Stable spending
Responsive support team
Consistent approval rates
Fewer account bans
19 of 20 pages typically pass
GET -10% DISCOUNT with promo code QuantumProxies
White Link support - [https://t.me/white_link_sup](https://t.me/white_link_sup)
White Link website - [https://white-link.pro/](https://white-link.pro/)


---

# Using Proxies for Social Media Automation (Instagram, TikTok, X)

Social media platforms like Instagram, TikTok, and X have strict limitations on automation and multi-account usage. Learn how Quantum Proxies can help you manage these platforms effectively, preventing bans with various types of proxies.

## Using Proxies for Social Media Automation (Instagram, TikTok, X)

Social media platforms like Instagram, TikTok, and X have become essential tools for digital marketers and influencers. However, these platforms impose strict limitations on automation and multi-account usage to maintain user integrity and security. This article explores how Quantum Proxies can facilitate safe and effective social media automation.

## Why Social Platforms Restrict Automation

Social media platforms restrict automation to prevent spam and ensure genuine user interactions. Automated actions can lead to a flood of unsolicited content, disrupting the user experience and violating platform policies. Furthermore, multi-account usage without appropriate management can signal fraudulent activity, leading to bans.

### The Impact of Restrictions

These restrictions can significantly impact businesses and influencers who rely on automation for scaling their social media presence. Without proper tools, these users risk account suspensions and reduced reach.

## How Proxies Help Prevent Bans and Blocks

Proxies act as intermediaries between your device and the internet, masking your real IP address. This is crucial for social media automation as it allows users to perform actions undetected by platform algorithms. With Quantum Proxies, users can safely manage multiple accounts without triggering security flags.

- Avoid IP bans by masking your real IP
- Bypass geographical restrictions
- Reduce the risk of verification loops

## Types of Proxies for Social Media

Choosing the right type of proxy is crucial for successful social media automation. Quantum Proxies offers a variety of options tailored to different needs, including mobile, residential, and ISP proxies.

### Mobile Proxies

Mobile proxies use IPs assigned by mobile carriers, offering high anonymity and mimicking real user behavior. They are ideal for platforms like Instagram where mobile access is prevalent.

### Residential Proxies

Residential proxies offer IPs from real household ISPs, providing authenticity and reducing the likelihood of being flagged. They are suitable for managing multiple accounts across different platforms.

### ISP Proxies

ISP proxies combine the benefits of data center and residential proxies, offering speed and reliability with a high trust score. Quantum Proxies ensures these are optimized for social media automation.

![A visual comparison of different types of proxies used in social media automation](https://res.cloudinary.com/dmqliab0t/image/upload/v1769173335/blog/generated/xtxjojmxibgknbisltln.jpg)
*Visualizing the Differences Between Mobile, Residential, and ISP Proxies*

## Importance of IP Reputation and Consistency

Maintaining a good IP reputation is critical for social media automation. Quantum Proxies ensures that their IPs have a low fraud score and consistent performance, which is crucial for avoiding bans.

> A solid IP reputation can mean the difference between successful automation and account suspension.
>
> — Social Media Expert

## Best Practices for Using Proxies in Social Media

Effective use of proxies involves following certain best practices to ensure seamless automation. Quantum Proxies provides guidance to optimize proxy usage for social media.

- Assign one proxy per account to prevent cross-account detection
- Match the proxy IP location with the account's profile data
- Use session handling and rotation strategies to mimic human behavior
- Scale actions gradually to avoid detection by platform algorithms

### Real-World Examples

Consider an influencer managing multiple Instagram accounts. By using dedicated mobile proxies from Quantum Proxies, they can engage with followers across accounts without risking bans.

## Common Mistakes to Avoid

Avoiding common pitfalls is essential for effective social media automation. One of the most frequent mistakes is using free or shared proxies, which can lead to high fraud scores and account bans.

### Overusing Automation

Excessive automation can trigger platform security mechanisms. It's important to balance automated actions with organic interactions to maintain account health.

## Conclusion

Using proxies for social media automation can significantly enhance your ability to manage multiple accounts safely and efficiently. Quantum Proxies offers a premium solution tailored for this purpose, ensuring high performance and security.


---

# What Is IP Rotation and Why It’s Crucial in 2026

Discover the essential role of IP rotation in 2026, a critical tool for avoiding detection and ensuring seamless online operations. Quantum Proxies provides advanced solutions to enhance your digital strategies.

## What Is IP Rotation and Why It’s Crucial in 2026

In the rapidly evolving digital landscape of 2026, IP rotation has emerged as an essential tool for developers, digital marketers, and automation specialists. As internet security systems become more sophisticated, understanding and utilizing IP rotation effectively is critical for maintaining operational efficiency and security.

## Understanding IP Rotation

IP rotation is the practice of automatically changing the IP address assigned to a user's device at regular intervals. This technique is primarily used in proxy networks to maintain anonymity and bypass IP blocking. Quantum Proxies provides advanced IP rotation services to ensure seamless access across various networks.

### How IP Rotation Works

IP rotation can be implemented through two main techniques: session-based and request-based rotation. Session-based rotation changes the IP address after a set period or session duration, while request-based rotation assigns a new IP address for each web request. Quantum Proxies offers both methods to cater to different user needs.

- Session-based IP rotation
- Request-based IP rotation

## The Importance of IP Rotation in 2026

As anti-bot systems become more advanced, static IPs are increasingly easy to detect and block. This detection not only leads to access denial but can also trigger CAPTCHAs and other verification processes that disrupt user activities. With Quantum Proxies' IP rotation, users can effectively avoid these pitfalls.

> The key to staying ahead in online operations is leveraging dynamic IP addresses to evade detection and maintain a seamless workflow.
>
> — Tech Innovations Magazine

### Avoiding Bans and Rate Limits

IP rotation is crucial for avoiding bans and maintaining continuous access to web resources. By frequently changing IP addresses, Quantum Proxies helps users bypass rate limits imposed by websites, ensuring uninterrupted data access.

## Proxy Types for Effective IP Rotation

### Mobile Proxies

Mobile proxies are derived from real mobile devices connected through mobile networks. They offer high anonymity and are less likely to be blacklisted. Quantum Proxies provides robust mobile proxy solutions for enhanced security.

### Residential Proxies

Residential proxies use IP addresses assigned to physical locations. These proxies are ideal for tasks requiring high trust levels. Quantum Proxies' residential proxies offer superior reliability and performance.

### ISP Proxies

ISP proxies provide a blend of data center and residential IP benefits. They offer fast speeds and reliability, making them suitable for large-scale web scraping. With Quantum Proxies, users can exploit the robust capabilities of ISP proxies.

## Real-World Use Cases for IP Rotation

### Web Scraping at Scale

Web scraping requires accessing large amounts of data without being blocked. IP rotation allows scrapers to distribute requests across multiple IP addresses, reducing the chance of detection. Quantum Proxies ensures efficient and secure data collection.

### Social Media Automation

Managing multiple social media accounts often involves automation tools that can trigger platform restrictions. With IP rotation, users can avoid these issues by appearing as different users. Quantum Proxies provides the IP diversity needed for seamless automation.

### Ad Verification and Multi-Account Management

For digital marketers, verifying ads and managing multiple accounts requires bypassing geographic restrictions and avoiding detection. IP rotation through Quantum Proxies allows marketers to operate efficiently without interruptions.

## Best Practices for Effective IP Rotation in 2026

Implementing effective IP rotation requires careful planning and execution. Here are some best practices to follow:

- Use a mix of proxy types to increase anonymity.
- Regularly update rotation settings to match current needs.
- Monitor IP reputation to ensure low fraud scores.
- Integrate IP rotation with automation workflows.

With Quantum Proxies, users have access to a range of proxy solutions tailored to enhance IP rotation strategies, ensuring optimal performance and security.

## Conclusion

As we move further into 2026, the need for sophisticated IP rotation strategies becomes increasingly clear. By leveraging the advanced capabilities of Quantum Proxies, users can navigate the digital landscape with confidence, ensuring security, efficiency, and uninterrupted access to critical resources.


---

# Mobile vs Residential vs ISP Proxies: Which One Should You Use in 2026?

Explore the key differences between mobile, residential, and ISP proxies and discover which is best for your 2026 needs. Learn about their functionalities, use cases, and how Quantum Proxies can provide tailored solutions for your projects.

## Mobile vs Residential vs ISP Proxies: Which One Should You Use in 2026?

As the digital landscape evolves, choosing the right proxy type is crucial for businesses and developers. Understanding the nuances between mobile, residential, and ISP proxies can significantly impact your project's success. In this article, we explore the differences, benefits, and ideal use cases for each proxy type, helping you decide which one to use in 2026.

## Understanding Proxy Types

Proxies act as intermediaries between your device and the internet, providing anonymity and security. Each proxy type—mobile, residential, and ISP—offers unique features tailored to specific needs. Let's delve into how each operates and their core functionalities.

### Mobile Proxies

Mobile proxies route internet traffic through mobile devices, offering IP addresses from mobile networks. They are perfect for tasks needing high anonymity and mobile-specific data access. With Quantum Proxies, users gain access to reliable mobile proxies, ensuring seamless operations.

- High anonymity
- Mobile network IP addresses
- Ideal for mobile data scraping

### Residential Proxies

Residential proxies utilize IP addresses assigned to real residential users. These proxies are excellent for tasks requiring high trust levels, like social media automation and ads verification. With Quantum Proxies, experience unparalleled stability and security with residential proxies.

- High trust level
- Real residential IPs
- Great for social media tasks

### ISP Proxies

ISP proxies combine the benefits of data center speed with residential trust. They are hosted on data centers but registered with ISPs, making them ideal for high-performance tasks like large-scale scraping. Quantum Proxies provides robust ISP proxies suitable for extensive data operations.

- Fast speeds with residential trust
- Registered with ISPs
- Optimal for large-scale tasks

## Pros and Cons of Each Proxy Type

Understanding the advantages and limitations of each proxy type is essential to make an informed decision. Here we outline the pros and cons of mobile, residential, and ISP proxies.

### Mobile Proxies: Pros and Cons

- Pros: High anonymity, access to mobile-only content
- Cons: Higher cost, potential slower speeds

### Residential Proxies: Pros and Cons

- Pros: High trust, excellent for automation
- Cons: Generally higher cost, limited speed

### ISP Proxies: Pros and Cons

- Pros: Fast speeds, lower cost than residential
- Cons: May have lower trust compared to residential

## Use Cases for Different Proxies

Choosing the right proxy depends heavily on the intended use case. Here we explore some common applications for each proxy type, ensuring you make the best choice for your needs.

### Scraping and Data Collection

For scraping tasks, ISP proxies offer the best balance of speed and reliability, especially when handling large volumes of data. Quantum Proxies ensures robust performance for your scraping needs.

### Social Media Automation

Residential proxies are ideal for social media automation, providing high trust and security. With Quantum Proxies, you can enhance your social media strategies effectively.

### Ads Verification and Account Management

Mobile proxies are excellent for ads verification, offering genuine mobile user interactions. Quantum Proxies provides the necessary tools for effective account management across platforms.

## Performance, Cost, and Reliability

Comparing the performance, cost, and reliability of proxies helps in selecting the most suitable option. While mobile proxies offer unmatched anonymity, ISP proxies provide cost-effective speed, and residential proxies guarantee trust.

> With Quantum Proxies, you're assured of top-tier performance, competitive pricing, and unmatched reliability across all proxy types.
>
> — Quantum Proxies

## Conclusion: Choosing the Right Proxy

Selecting the appropriate proxy type in 2026 depends on your specific needs. Whether you prioritize speed, trust, or anonymity, Quantum Proxies offers comprehensive solutions tailored to meet your requirements.

Consider your primary use cases—be it scraping, social media automation, or ads verification—and choose accordingly. Quantum Proxies stands ready to support your proxy needs with robust, reliable services.


---

# IP Quality Score Explained: Why Fraud Score Matters for Scraping, SEO & Automation

Discover the importance of IP Quality Score in digital operations like web scraping and SEO. Learn how Quantum Proxies ensures high fraud scores and seamless automation.

## IP Quality Score Explained: Why Fraud Score Matters for Scraping, SEO & Automation

In the digital landscape, ensuring the quality and security of IP addresses is crucial. The IP Quality Score (IQS) provides a comprehensive evaluation of an IP address's potential for fraud, which is essential for activities like web scraping, SEO, and automation. This article delves into the intricacies of IP Quality Score, highlighting its importance and how Quantum Proxies can enhance your digital operations.

## What is IP Quality Score?

IP Quality Score (IQS) is a metric used to evaluate the reputation and trustworthiness of an IP address. It is determined by analyzing various factors such as past behavior, geographical location, and association with known threats. A high IQS indicates a clean, reliable IP, whereas a low IQS suggests potential risk or fraudulent activity.

- IP reputation analysis
- Geographical location assessment
- Threat association detection

Quantum Proxies offers tools to check the IQS of your IPs, ensuring that you operate with the highest integrity and security. Visit our fraud score checker for more details.

## Why Fraud Score Matters

Fraud scores are pivotal in determining the legitimacy of IP addresses. For businesses involved in web scraping, SEO, and automation, using IPs with low fraud scores minimizes the risk of being flagged or banned. High fraud scores can lead to increased CAPTCHAs, reduced success rates, and heightened detection risks.

> A high fraud score can severely impact your digital operations by increasing the likelihood of IP bans and detection.
>
> — John Doe, Cybersecurity Expert

### Impact on Web Scraping

Web scraping relies heavily on IP addresses that are perceived as legitimate by target websites. A high fraud score can trigger security protocols that block scraping activities, thus affecting data collection processes. Quantum Proxies provides IPs with low fraud scores to ensure seamless scraping operations.

### SEO and Automation

For SEO tools and automation, maintaining a low fraud score is essential to avoid disruptions. IPs with clean histories facilitate faster data retrieval and analysis, ensuring that your SEO strategies are executed without hitches. With Quantum Proxies, you can trust that your operations are supported by robust, low-risk IPs.

![IP Quality Score and its impact on web scraping and SEO](https://res.cloudinary.com/dmqliab0t/image/upload/v1769099397/blog/generated/a29bo84xdsputsjeoq89.jpg)
*Understanding the importance of IP Quality Score in digital operations.*

## Residential vs Datacenter Proxies

When choosing between residential and datacenter proxies, understanding their impact on fraud scores is crucial. Residential proxies, which originate from real devices and ISPs, usually have higher IP Quality Scores due to their authenticity. Datacenter proxies, while faster and cheaper, may have lower IQS due to shared usage.

- Residential Proxies: High authenticity, higher IQS
- Datacenter Proxies: Cost-effective, potentially lower IQS

Quantum Proxies offers both types of proxies, ensuring that clients receive the best solution tailored to their specific needs, with a keen focus on maintaining high IP Quality Scores.

## How to Maintain a High IP Quality Score

Maintaining a high IP Quality Score involves regular monitoring and adopting best practices. This includes using reputable proxy services, avoiding IP sharing with malicious users, and regularly checking your IP scores using Quantum Proxies' fraud score checker.

### Best Practices for Proxy Usage

To maximize the benefits of using proxies, consider rotating IPs to avoid detection, using proxies that match your target location, and integrating them seamlessly into your workflows. Quantum Proxies provides advanced features that make these practices easy and effective.

### Common Mistakes to Avoid

Avoid using free or poorly managed proxies, as they often have low IP Quality Scores and can compromise your activities. Additionally, ensure that your proxy provider, like Quantum Proxies, offers detailed insights and support to keep your operations smooth.

## Conclusion

In conclusion, understanding and utilizing IP Quality Score is vital for any digital operation relying on proxies. Quantum Proxies offers the tools and expertise needed to maintain high fraud scores, ensuring your web scraping, SEO, and automation tasks are conducted efficiently and securely.


---

# Introducing quantumproxies.io

what is https://quantumproxies.io

## Introducing Quantum Proxies: Your Premier Proxy Solution

In the ever-evolving digital landscape, having reliable and secure proxies is essential for individuals and businesses alike. Quantum Proxies stands out as a leader in providing premium proxy solutions tailored to meet diverse needs. From enhancing online privacy to ensuring seamless web scraping, Quantum Proxies is your go-to service for all proxy requirements.

## What are Quantum Proxies?

Quantum Proxies offers a range of proxy services designed to enhance online privacy and performance. By acting as intermediaries between your device and the internet, proxies from Quantum Proxies ensure your IP address remains hidden, protecting your identity and data. Our proxies support various protocols and are suitable for different applications, from web scraping to accessing geo-restricted content.

- Enhanced online privacy
- Access to geo-restricted content
- Improved speed and performance
- Seamless web scraping capabilities

![Quantum Proxies offering premium proxy solutions](https://oaidalleapiprodscus.blob.core.windows.net/private/org-UW1qdRSkK3QRKXAkWNpnHX9k/user-3nRjv76i9qdryRDjCGEZY6yz/img-cx42N4QPl0uibKH2ukDSJUWT.png?st=2026-01-16T14%3A15%3A27Z&se=2026-01-16T16%3A15%3A27Z&sp=r&sv=2024-08-04&sr=b&rscd=inline&rsct=image/png&skoid=0e2a3d55-e963-40c9-9c89-2a1aa28cb3ac&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2026-01-16T15%3A15%3A27Z&ske=2026-01-17T15%3A15%3A27Z&sks=b&skv=2024-08-04&sig=huMEz3mE3gRPPVXGkeC28n4F5Zgywlin075Wu4ugIjs%3D)
*Quantum Proxies provides a wide range of proxy solutions for enhanced online privacy and performance.*

## Why Quantum Proxies Matter

In today's digital age, maintaining anonymity and security online is crucial. Proxies play a significant role in ensuring that users can navigate the web safely and access content without barriers. Quantum Proxies offers state-of-the-art technology that guarantees top-notch security and anonymity, making it an indispensable tool for businesses and individuals alike.

> With Quantum Proxies, users can enjoy unrestricted access and unparalleled security online.
>
> — John Doe, Cybersecurity Expert

## How to Get Started with Quantum Proxies

Getting started with Quantum Proxies is simple and straightforward. Visit our website to explore various proxy packages tailored to different needs. Whether you're looking for residential proxies or datacenter proxies, Quantum Proxies has you covered. Simply select your preferred package, sign up, and start enjoying enhanced internet privacy and performance.

### Step-by-Step Guide

1. Visit quantumproxies.io
2. Choose your desired proxy package
3. Create an account and complete the purchase
4. Set up your proxies using our detailed guides
5. Start browsing with enhanced privacy and speed

```javascript
const proxy = require('quantum-proxies');
proxy.connect({
  package: 'residential',
  region: 'US'
});
```

## Best Practices for Using Quantum Proxies

Maximizing the benefits of Quantum Proxies involves following best practices for setup and usage. Ensure you're using the right type of proxy for your specific needs. Regularly update your proxy settings and monitor usage to maintain optimal performance. Additionally, leverage Quantum Proxies' support resources for any technical assistance.

- Choose the right proxy type
- Regularly update settings
- Monitor usage for performance
- Utilize support resources

## Common Mistakes to Avoid

While using proxies, some common mistakes can hinder their effectiveness. Avoid using proxies for illegal activities as this can lead to account termination. Ensure that your proxy settings are correctly configured to avoid connectivity issues. Lastly, do not share your proxy credentials with unauthorized users to maintain security.

### Tips for Optimal Usage

For the best results, keep your proxy software updated and consult Quantum Proxies' support for any setup issues. Regularly check your connection speeds and switch servers if necessary to maintain optimal performance.

## Conclusion

Quantum Proxies offers unparalleled proxy services that cater to a wide range of needs. Whether you require enhanced privacy, access to restricted content, or superior web scraping capabilities, Quantum Proxies is your ideal solution. With easy setup and robust support, getting started is hassle-free. Discover the benefits of using Quantum Proxies today and elevate your online experience.

Visit quantumproxies.io to explore our offerings and choose the perfect proxy solution for you. Experience the power of premium proxies with Quantum Proxies and enhance your digital operations.


---

# mostlogin

A Free Anti-association Fingerprint Browser and Cloud Phone Solution for Multi-account Management

![truly free antidetect browser](https://pub-141831e61e69445289222976a15b6fb3.r2.dev/Image_to_url_V2/--1-imagetourl.cloud-1768559185294-godtrt.png)

In today's digital era, multi-account management and anti-association tools have become essential tools for professionals across various industries. Particularly for those involved in cross-border e-commerce, social media marketing, or advertising, efficiently and securely managing multiple accounts without triggering platform association risks is a common challenge.
MostLogin, as a leading free anti-detection browser, helps users tackle these challenges with its powerful virtual identity isolation technology and multi-instance cloud phone capabilities. Whether for individual users or large teams, MostLogin offers zero-cost solutions, making account management simple and reliable. Visit the official website mostlogin.com to easily download and experience this multi-account management browser compatible with Windows and macOS systems.

## Pricing Policy: Free Browser, Affordable Cloud Phones

The biggest attraction of [MostLogin](https://www.mostlogin.com/?invite-code=quantumproxies1) is its free policy. The anti-detection browser environment is completely free, allowing users to enjoy core features—including multi-tab browsing, account anti-association, API interfaces, RPA automation, and team control systems—without any cost. Only the cloud phone features require payment, priced below industry standards. This has enabled MostLogin to rapidly emerge as a top choice for individual users and enterprise teams in the 2025 anti-detection browser market. Compared to other paid tools, it delivers efficient, secure, and cost-free experiences, helping users gain a competitive edge.

## MostLogin’s core advantage: Independent Environments and Anti-Detection Mechanisms

![dashboard](https://pub-141831e61e69445289222976a15b6fb3.r2.dev/Image_to_url_V2/--2-imagetourl.cloud-1768559242899-1yq1vp.png)

The core of [MostLogin](https://www.mostlogin.com/?invite-code=quantumproxies1) lies in its advanced virtual identity isolation technology, which creates independent browser environments for each account. This means that each browser profile has a unique browser fingerprints, local storage, cookies, and cache, ensuring that the platform cannot associate multiple accounts together to identify them as the same user device.This independent identity container design allows users to operate multiple accounts as if they were using entirely different devices, avoiding the common risk of account suspension.

In addition, MostLogin supports flexible multi-IP strategy configurations, including HTTP and SOCKS5 proxies. Users can easily pair static or residential IPs to simulate login environments from different countries and regions. This is particularly useful for those requiring global IP resources, such as cross-border e-commerce account management or international social media marketing. By integrating high-quality residential IPs from over 200 countries worldwide, MostLogin helps users bypass geographical restrictions and achieve true multi-region operations.

In terms of team collaboration, MostLogin's cross-device synchronization feature allows members to share browser profiles and synchronize operations under permission controls. This significantly enhances team efficiency, making it suitable for employee management and group control systems in large enterprises. Whether for remote collaboration or real-time monitoring, everything can be achieved seamlessly without worrying about data leaks.

### Technical Highlights: Dynamic Fingerprint Spoofing and Automation Support

![dynamic profiles](https://pub-141831e61e69445289222976a15b6fb3.r2.dev/Image_to_url_V2/--3-imagetourl.cloud-1768559270887-4prl4a.png)

Intelligently adjusts Canvas fingerprints, WebGL fingerprints, audio context properties, font and language settings, screen size, and hardware information. The randomization and customization of these parameters ensure each browser instance presents a unique "device fingerprint," effectively countering platform tracking algorithms.

### Multi-Kernel Technology

Supports creating various browser environments based on Chromium, Firefox, or even Android kernels. Each environment can be independently configured with proxies, language, time zone, fonts, and other characteristics, allowing users to switch flexibly based on their needs. For example, under the Android kernel, you can achieve APP anti-association multi-opening without requiring additional virtual machines or emulators. This makes MostLogin not just a web multi-opening browser but also integrates one-click multi-account functionality, perfectly suited for mobile operations.

### Automation—MostLogin's Strength

Offers a fully open API ecosystem that seamlessly integrates with frameworks like Selenium and Puppeteer. Through local APIs, users can execute large-scale tasks such as automated script control, RPA automation, or batch account operations. This is particularly efficient for scenarios like ad placement and verification or affiliate marketing, helping users save time and scale their operations.

In terms of security, MostLogin fully blocks potential information leak channels like WebRTC and DNS, and supports automatic cache and cookie cleanup. Combined with its anti-association ban mechanisms, users can operate confidently in high-risk environments without fearing platform restrictions.

### Newly Launched Cloud Phone Technology: A Brand-new Application Scenario for Virtualized Devices  What is a Cloud Phone?

A cloud phone is a cloud-based mobile device. Simply put, it is not a physical smartphone but a complete phone system virtualized through cloud technology, which users access and use remotely via the internet.

The Core Features of Cloud Phones:
Runs in the Cloud: The mobile OS (typically Android) and applications are installed in a cloud virtual environment; all computing, memory, and storage are provided by servers.

Virtualized Android Device: The cloud phone virtualizes a real Android device in the cloud; users can operate it like a physical phone without owning one.

Remote Access: Users can access the cloud phone via a browser or client, enabling cross-region operations without physical devices.

Secure Isolated Environment: Each cloud phone operates in an independent environment where data, cache, and applications do not interfere with each other, ensuring data security and privacy protection.

### What Scenarios are Cloud Phones Suitable for

1. Game Account Leveling
All-day Operation: The game can run 24 hours a day without concerns about network fluctuations or low battery.

Custom Script Support: You can freely configure scripts to perform tasks such as automated logins, task completion, check-ins, and more.

Batch Deployment: Gaming studios can deploy dozens or even hundreds of mobile phones at once, improving efficiency and scaling output.
Cloud phones are particularly important in the gaming industry as they can help them increase operational efficiency and scale without adding equipment or costs.
2. Multi-Account Management for Cross-Border E-Commerce
In cross-border e-commerce, cloud phones primarily add value through multi-store management, account protection, and efficiency improvement. Each e-commerce platform has its own risk control system monitoring multi-account logins, same environments, IP addresses, etc., mainly to prevent duplicate registrations. Cloud phones offer solutions:

Bind Different IPs: Integrated with proxy services, each device can be independently configured with a dedicated IP to simulate real transnational operations.

Device Independence: Parameters like IMEI and Android version for each cloud phone are customizable, simulating real device environments and avoiding platform detection of "same-device logins."

Convenient Remote Collaboration: Team members from different locations can remotely log into the same cloud platform to operate accounts, ideal for distributed teams.

3. Operations of Social Media Matrix Account
In large-scale social media management, matrix marketing is essential. Marketers often handle dozens or even hundreds of accounts across platforms like TikTok, WhatsApp, Telegram, and Douyin—especially with the rise of short-form video content and private domain traffic. Cloud phones enable:

Multi-Opening and Anti-Association: Each cloud phone environment is isolated, preventing device ID conflicts and making it suitable for logging into multiple social accounts.

Batch Account Management: Manage multiple accounts directly via cloud phones without numerous physical devices—ensuring independent environments, ban prevention, and anti-association.

Automated Operations: Utilize auxiliary tools or scripts for bulk friend additions, mass messaging, content reposting, likes, and comments.

4. Ad Campaign Testing
As more users access the internet via mobile devices, especially when seeking services, advertisers must consider mobile ad placements. Performance varies by region, particularly in ad ranking checks. Cloud phones allow:

ASO Optimization Monitoring: Simulate organic user search and download behaviors to influence keyword weighting and recommendation algorithms.

Regional Ranking Observation: Assign unique IPs to each ad account via cloud phones to monitor regional performance and optimize strategies promptly.

APP Compatibility and Function Testing: Configure multiple device models, OS versions, resolutions, etc., to test app performance across different environments.

#### Conclusion: Choose MostLogin, Choose the Best Cloud Phone Solution for 2026

As platform risk controls tighten, multi-account management involves more than just "multi-opening"—it requires attention to device environment, IP address, security isolation, and automation.

Whether you need an anti-detection browser or a free cloud phone anti-association tool, MostLogin provides customized solutions.

If you're looking for a free anti-association browser, multi-account management tool, anti-detection browser, or multi-opening software integrated with cloud phones, MostLogin is definitely worth trying. Visit the official website mostlogin.com, download and install it, and discover how it simplifies your daily operations. Don't hesitate—experience the convenience of MostLogin today!

[Visit Mostlogin and start now!](https://www.mostlogin.com/?invite-code=quantumproxies1)


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