Best Residential Proxies for Web Scraping in 2026

Residential proxies are the gold standard for web scraping — they carry real ISP-assigned IPs that defeat even the most aggressive bot detection. We tested and ranked the 7 best residential proxy providers for scraping in 2026, covering success rates, pool sizes, pricing, and which targets each handles best.

Lokesh Kapoor
·
February 22, 2026
12 min read
Best Residential Proxies for Web Scraping in 2026

Web scraping has never been more valuable — or more aggressively blocked. In 2026, over 73% of the web's top 10,000 sites deploy active bot detection, with platforms like Cloudflare, Akamai, and PerimeterX raising the bar higher every quarter. Generic datacenter IPs get blocked within minutes on most major targets.

This is why residential proxies have become the backbone of professional web scraping. They route your requests through real devices on real ISP networks — indistinguishable from a human browsing the web. The result: dramatically higher success rates, fewer CAPTCHAs, and consistent access to even the most bot-hardened websites.

But not all residential proxy providers are equal. Pool quality, rotation logic, geographic coverage, and pricing models vary enormously. We ran real-world tests across e-commerce sites, search engines, and social platforms to bring you the 7 best residential proxies for web scraping in 2026.

What Are Residential Proxies?

Residential proxies are IP addresses assigned by internet service providers (ISPs) to real homeowners and mobile users. When you route a scraping request through a residential proxy, the target website sees a legitimate ISP-assigned IP — the same kind of IP a real user in that location would have.

This stands in sharp contrast to datacenter proxies, which originate from cloud servers and are trivially identifiable as non-human traffic by modern anti-bot systems. Residential IPs carry significantly higher trust scores with fraud detection systems, making them far more effective for scraping heavily protected websites.

Residential vs. Datacenter Proxies for Scraping

Factor

Residential Proxies

Datacenter Proxies

Success Rate on Protected Sites

85–99%

30–60%

Average Speed

Moderate (100–500ms)

Fast (10–100ms)

Detection Risk

Very Low

High

Cost per GB

$2–$15/GB

$0.10–$2/IP

Best For

E-commerce, social media, search engines

Public APIs, basic scraping

IP Pool Size

Millions of IPs

Thousands to hundreds of thousands

Best Residential Proxies for Web Scraping in 2026

The following providers were evaluated based on: IP pool size and diversity, success rates on real scraping targets, rotation options, pricing transparency, and quality of developer tooling.

1. Bright Data — Best Overall Residential Proxy for Scraping

Loading Proxy...

Bright Data operates the world's largest residential proxy network with over 72 million real IPs across 195 countries. For web scraping, this scale matters enormously — with such a vast pool, you virtually never hit the same IP twice, keeping your scraping sessions fresh and undetectable across long-running jobs.

Their Scraping Browser product is particularly powerful: it embeds full browser fingerprinting management, automatic CAPTCHA handling, and JavaScript rendering directly into the proxy layer. For teams who need to scrape JavaScript-heavy SPAs or sites with aggressive bot detection, Scraping Browser eliminates entire classes of infrastructure problems.

Pricing starts at $8.40/GB for pay-as-you-go, dropping to $2.94/GB at higher tiers. The Web Unlocker product also offers a success-rate guarantee with automatic retries and proxy rotation built in.

Best for: Enterprise scraping, e-commerce data, search engine results, social media data collection.

2. Oxylabs — Best for High-Volume Scraping at Scale

Loading Proxy...

Oxylabs is the go-to for organizations running continuous, high-volume scraping operations. Their residential network spans over 100 million IPs with advanced AI-powered rotation that automatically adapts to target site behavior — reducing blocks without manual tuning.

Their Web Scraper API is a standout feature for scraping teams: it handles browser rendering, CAPTCHA solving, and proxy management in a single endpoint, returning structured data without you managing any proxy infrastructure. For price intelligence, travel fare scraping, or financial data collection, Oxylabs is the most reliable enterprise option on the market.

Residential proxy plans start at $8/GB, with dedicated account managers and SLA guarantees at enterprise tiers.

Best for: Large-scale data pipelines, price monitoring, market intelligence, travel and finance data.

3. Smartproxy — Best Value Residential Proxies for Scraping

Loading Proxy...

Smartproxy delivers exceptional value for small-to-medium scraping operations. Their residential pool covers 65+ million IPs across 195+ countries, with both rotating and sticky session options. For developers building scrapers on a budget, Smartproxy's pricing — starting at $7/GB — is among the most competitive at this pool quality level.

Their X Browser integration and well-documented API make it easy to integrate into Python scrapers using Scrapy, Playwright, or Puppeteer. Smartproxy's dashboard includes real-time bandwidth tracking and per-target success rate monitoring, which is invaluable for optimizing long scraping jobs without burning through bandwidth on failed requests.

Best for: Developers, small scraping teams, SEO data collection, e-commerce monitoring.

4. Decodo — Best for Rotating Residential IPs Per Request

Loading Proxy...

Decodo excels at high-frequency rotating residential scraping — assigning a fresh IP for every request from their pool of over 40 million residential IPs. This makes it ideal for scraping at high concurrency where IP freshness directly impacts success rates.

Their Site Unblocker tool automatically handles JavaScript rendering and adaptive fingerprinting for the most stubborn targets, including Google, Amazon, and Booking.com. Pricing is per-GB with no minimum commitment, making Decodo exceptionally flexible for variable-volume workloads where you do not want to pay for unused bandwidth.

Best for: High-concurrency scrapers, SERP scraping, per-request rotation workloads.

5. Nimbleway — Best for AI-Powered Residential Scraping

Loading Proxy...

Nimbleway takes a fundamentally different approach to residential proxy scraping. Rather than a raw proxy network, they offer a fully managed scraping infrastructure where AI handles blocking detection, adaptive rotation, and retry logic automatically. Their Nimble Browser product runs headless Chromium through their residential network with real-time fingerprint randomisation built in.

For development teams who want scraping infrastructure without the DevOps overhead of managing proxy rotation, CAPTCHA pipelines, and browser-fingerprinting layers, Nimbleway is a category-defining product in 2026. Success rates on Tier-1 retail and social sites routinely exceed 95%.

Best for: Teams seeking managed scraping infrastructure, headless browser scraping, maximum success rates.

6. SOAX — Best for Geo-Targeted Residential Scraping

Loading Proxy...

SOAX provides one of the most granular geo-targeting systems in the residential proxy market — offering filtering by country, region, city, and even mobile carrier. With a pool of over 155 million IPs, SOAX is exceptional for localization testing, geo-specific price scraping, and competitive intelligence research that requires authentic local IP perspectives.

Their clean IP guarantee means every IP in their network has been verified as non-abused before being added to the pool — dramatically reducing the chance of hitting pre-banned IPs. SOAX supports both HTTP/HTTPS and SOCKS5, with plans starting from $6/GB at smaller tiers.

Best for: Geo-targeted scraping, localized content research, ad verification, price localization.

7. Infatica — Best Budget Residential Proxies for Scraping

Loading Proxy...

Infatica offers one of the lowest entry prices for residential proxies without sacrificing meaningful pool coverage. Their network spans over 10 million IPs across 100+ countries, making them well-suited for scraping jobs that do not require Bright Data-scale pools but still need genuine residential IPs to bypass anti-bot measures.

Plans start at $3.99/GB, making Infatica an excellent gateway for solo developers and startups testing residential proxy scraping before committing to higher-tier providers. HTTP, HTTPS, and SOCKS5 are all supported, with both rotating and sticky session modes available.

Best for: Startups, individual developers, cost-sensitive scraping projects, small-scale data collection.

How to Choose a Residential Proxy for Web Scraping

Choosing the right residential proxy is not just about price per GB. Here are the critical factors to evaluate before committing to a provider:

Factor

Why It Matters

What to Look For

Pool Size

Larger pools mean less IP reuse, lower block rates

40M+ IPs for heavy scraping; 10M+ for moderate

Geo Coverage

Scraping geo-restricted content requires local IPs

100+ countries; city-level targeting for localization

Rotation Options

Per-request rotation is best for high-volume scraping

Both rotating and sticky session support

Success Rate

Failed requests waste bandwidth and money

85%+ on protected targets; prefer providers with retry logic

Pricing Model

Per-GB is flexible; subscription can be cheaper at volume

Match to your bandwidth consumption pattern

Protocol Support

SOCKS5 is required for some scrapers (Scrapy, curl)

HTTP, HTTPS, and SOCKS5 all supported

Web Scraping Best Practices with Residential Proxies

Even with premium residential proxies, poor scraping practices can quickly exhaust your budget and trigger blocks. Follow these professional techniques to maximize efficiency:

Rotate IPs per request, not per session. For most scraping targets, assigning a fresh residential IP to every HTTP request provides the lowest fingerprint consistency and the highest success rate. Only use sticky sessions when you need to maintain a logged-in state or follow a multi-step flow.

Throttle your request rate. Even residential IPs can trigger bot detection if they generate unnaturally fast request patterns. Implement random delays between 1.5 and 4 seconds to mimic human browsing cadence, especially on retail and social targets.

Match your User-Agent to your IP. A residential IP paired with a headless Chrome user-agent with mismatched browser fingerprints is a common detection signal. Use providers that auto-manage headers and TLS fingerprinting, or set realistic, randomised headers manually in your scraper.

Monitor your success rate per domain. Use your provider's dashboard or a custom metrics layer to track success rates by target. If a specific domain drops below 70%, it is a signal to switch rotation strategy, adjust request headers, or upgrade to a managed scraping solution like Bright Data's Web Unlocker.

For a broader look at proxy types and their ideal use cases, see our full proxy provider directory and our guide on best datacenter proxies if speed is your primary requirement over anonymity.

Residential Proxy Pricing Comparison

Provider

Pool Size

Starting Price

Countries

Best For

Bright Data

72M+ IPs

$8.40/GB

195

Enterprise, full-stack scraping

Oxylabs

100M+ IPs

$8/GB

195

High-volume, APIs, SLA

Smartproxy

65M+ IPs

$7/GB

195+

Value, developers

Decodo

40M+ IPs

$7/GB

195+

Rotating, flexibility

Nimbleway

Managed

Custom

Global

AI-managed, high success rate

SOAX

155M+ IPs

$6/GB

195

Geo-targeting, clean IPs

Infatica

10M+ IPs

$3.99/GB

100+

Budget, startups

Frequently Asked Questions

Residential proxies are legal in most jurisdictions. The legality of web scraping itself depends on what data you are collecting and how. Scraping publicly available data is generally accepted. However, you must comply with the target website terms of service, data protection laws like GDPR, and avoid collecting personal or protected data. Always review the legal landscape for your specific use case.
Residential proxies carry real ISP-assigned IP addresses from actual devices in real locations. This makes them appear as legitimate human traffic to anti-bot systems like Cloudflare and Akamai. Datacenter IPs are easily identified as server-originated traffic and blocked on most serious scraping targets. For sites with active bot protection, residential proxies deliver 2 to 5 times higher success rates.
Rotating residential proxies assign a new IP for every request or at a set interval, which is ideal for high-volume scraping where IP freshness prevents fingerprinting. Sticky residential proxies maintain the same IP for a defined session duration (typically 1 to 30 minutes), which is useful for workflows requiring login sessions, multi-step checkout flows, or maintaining state across paginated requests.
It depends heavily on your target and scraping frequency. As a rough guide: scraping 100,000 product pages on an e-commerce site typically consumes 5 to 20 GB depending on page complexity. For continuous monitoring of a single domain, 50 to 200 GB per month is common. Start with a pay-as-you-go plan to measure your actual consumption before committing to a bandwidth subscription.
Bright Data and Oxylabs consistently deliver the highest success rates for Google Search and Google Shopping scraping. Both offer dedicated SERP APIs built on their residential networks with built-in CAPTCHA solving and automatic retry logic. Nimbleway and Decodo Site Unblocker are also strong choices for Google-targeted scraping with managed rotation.
Yes, residential proxies are the standard tool for Amazon scraping. Amazon deploys aggressive bot detection that blocks most datacenter IPs instantly. Providers like Bright Data, Oxylabs, and Smartproxy have dedicated Amazon scraping products with success rates above 95%. Rotating IPs per request and using realistic browser headers are essential for sustained Amazon scraping.
Mobile residential proxies route traffic through IPs assigned to mobile devices on cellular networks (4G/5G). They carry even higher trust scores than standard home residential IPs because mobile IPs are inherently dynamic and shared across many users. For scraping heavily protected mobile-first platforms or apps, mobile proxies offer the highest possible anonymity. However, they are more expensive and slower than standard residential IPs.
Best practices include: rotating IPs per request rather than reusing IPs, adding realistic random delays between 1.5 to 4 seconds, using accurate browser fingerprints and User-Agent strings, respecting robots.txt where appropriate, and monitoring your success rate to detect when a domain starts blocking you. Avoid running extremely high concurrency from a small IP pool, as this creates detectable patterns even with residential IPs.
Geo-targeting lets you specify which country, city, or even carrier your proxy IP comes from. For scraping, this is critical when collecting geo-specific data, such as local pricing, search results in a specific country, or localized product availability. Without geo-targeting, you may get data from the wrong region or trigger geo-mismatch detection on sites that serve different content by location.
Infatica offers residential proxies starting at $3.99/GB, making it the most affordable option reviewed here with genuine residential IPs. For even lower costs at higher volumes, Smartproxy and SOAX offer volume discounts that bring per-GB pricing well below $5. Keep in mind that very cheap residential proxies sometimes use lower-quality IP pools with higher block rates, which can increase your effective cost per successful request.

Conclusion

Residential proxies are no longer optional for professional web scraping — they are the foundation. With bot detection systems becoming more sophisticated every quarter, the gap in success rates between residential and datacenter IPs on protected targets continues to widen.

Our top picks for the best residential proxies for web scraping in 2026:

  • Bright Data — Best overall, largest pool, most comprehensive tooling

  • Oxylabs — Best for enterprise-scale continuous scraping pipelines

  • Smartproxy — Best value for developers and small teams

  • Decodo — Best for high-frequency per-request rotation

  • Nimbleway — Best for AI-managed, zero-DevOps scraping

  • SOAX — Best for granular geo-targeting and clean IP pools

  • Infatica — Best budget option for startups and solo developers

Ready to start scraping? Browse our full residential proxy directory to compare all providers side-by-side, or use our proxy comparison tool to find the best match for your specific scraping stack and budget.