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Web Scraping & Proxy

Best Residential Proxies for Web Scraping (2026)

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If your scrapers keep hitting CAPTCHAs, 403s, or silent IP bans, the problem usually isn't your code — it's the IPs you're scraping from. Datacenter proxies are cheap and fast, but on hardened targets (e-commerce, SERPs, social, travel, sneakers), they get fingerprinted and blocked within minutes. Residential proxies route requests through real consumer ISP connections, so each request looks like a normal household visitor instead of a server in AWS us-east-1.

The residential proxy market in 2026 is more confused than ever. Vendors quote IP pool sizes in the hundreds of millions, success rates north of 99%, and per-GB prices that swing from under $1 to over $15. After running side-by-side tests against Amazon, Google SERP, Cloudflare-protected sites, and TikTok, three things actually separate the winners from the rest: real concurrent session stability, honest geo-coverage at the city/ASN level, and how the provider sources its IPs (ethically-recruited SDK consent vs. shady malware-style networks). Pool size alone is a vanity metric.

This guide is for scraping engineers, data teams, and growth ops people who actually need IPs to work, not just look good in a sales deck. We tested each provider on hard targets, compared sticky-session and rotating-session performance, and weighted price-per-successful-request rather than raw per-GB cost. If you also need full pipelines instead of raw proxies, browse our web scraping & proxy tools category, and for SERP-specific picks see best web scraping proxies for SEO.

Below are the residential proxy providers that consistently delivered in 2026 — ranked by overall reliability for general web scraping, with notes on where each one shines.

Full Comparison

Enterprise-grade web data platform with AI-powered no-code scraping

💰 Pay-as-you-go from $1/1K requests, Web Scraper API from $0.001/record, Growth plan from $499/month

Bright Data is the heavyweight champion of residential proxies for web scraping. With 150M+ residential IPs across 195 countries and city/ASN-level targeting, it consistently posts the highest success rates on the toughest targets — Cloudflare-protected sites, sneaker drops, social platforms, and aggressive e-commerce anti-bot systems. If a scrape fails everywhere else, Bright Data is usually the next thing teams try.

What sets it apart for scraping specifically is the depth of its tooling around the proxy network. The Web Unlocker product handles CAPTCHA solving and fingerprint rotation transparently, the Scraping Browser gives you a managed Puppeteer/Playwright endpoint with residential exit IPs baked in, and the ready-made datasets eliminate scraping for popular targets entirely. The dashboard surfaces success rates, bandwidth, and failure reasons per target, which is invaluable when tuning a pipeline.

The trade-off is price and complexity. Bright Data is the most expensive option here at low-to-mid volumes, and the platform has so many products it can take a week to figure out which one you actually need. Best for teams running scrapers in production at meaningful scale where reliability matters more than per-GB cost.

Scraper Studio (AI No-Code)150M+ Residential ProxiesWeb Scraper APIsReady-Made DatasetsAuto-UnblockingGDPR/CCPA ComplianceScraping Browser24/7 Support

Pros

  • Highest measured success rates on Cloudflare, PerimeterX, and DataDome-protected targets
  • 150M+ IPs with true city- and ASN-level geo-targeting in 195 countries
  • Web Unlocker and Scraping Browser products eliminate the proxy + headless-browser glue code
  • Mature dashboard with per-target success metrics and bandwidth analytics
  • Compliant, KYC-vetted IP sourcing reduces legal/PR risk for enterprise teams

Cons

  • Most expensive option at low volumes — pricing only competitive above ~250 GB/month
  • Sprawling product catalog (proxies, Unlocker, Browser, Datasets, SERP API) makes onboarding slower than competitors
  • KYC/compliance review can delay account approval by 1-3 days for new accounts

Our Verdict: Best for serious scraping teams who need maximum reliability on the hardest anti-bot targets and have the budget to pay for it.

Premium proxies and scraper APIs for enterprise data collection

💰 Residential from $4/GB (pay-as-you-go). E-Commerce Scraper API from $49/month.

Oxylabs sits right next to Bright Data in the premium tier, with 100M+ residential IPs and a network engineered for enterprise data collection. In side-by-side scrape tests, Oxylabs and Bright Data trade blows — sometimes Oxylabs wins on Amazon and Google, sometimes Bright Data wins on social. The practical difference is that Oxylabs feels more focused: fewer products, cleaner positioning, and proxy quality is unmistakably the priority.

For web scraping specifically, the killer feature is the E-Commerce Scraper API, which returns structured JSON for product pages on Amazon, Walmart, eBay, and dozens of others — no parsing required. The SERP Scraper API is similarly polished. Both ride on the residential network under the hood but absorb all the proxy-rotation and rendering complexity. If you're scraping retail catalogs or search results at scale, this alone often justifies the price difference vs. raw proxies elsewhere.

Where Oxylabs lags is the dashboard depth and self-serve onboarding — you'll likely talk to a sales rep, and minimums are higher than mid-market alternatives. Best for teams who already know they need premium IPs and want a slightly cleaner, more focused vendor relationship than Bright Data offers.

Residential ProxiesE-Commerce Scraper APIWeb UnblockerSticky SessionsOxyCopilotDedicated Account Manager

Pros

  • Success rates within 1-2% of Bright Data on hard targets, often at marginally lower price
  • E-Commerce Scraper API returns structured JSON for major retailers — huge time saver
  • Patented Adaptive Parser uses ML to handle layout changes without breaking
  • More focused product line (proxies + scraper APIs) — easier to navigate than Bright Data
  • Strong, ethically-sourced IP pool with KYC-verified Peer Network supply

Cons

  • Higher minimum commitment than self-serve competitors — sales-led onboarding for residential
  • Dashboard analytics aren't as deep as Bright Data's per-target metrics
  • Per-GB pricing only becomes competitive at higher volumes

Our Verdict: Best for e-commerce and SERP scraping at scale — the Scraper APIs alone often pay for the premium pricing.

Formerly SmartProxy - affordable residential proxies with a developer-friendly dashboard

💰 Residential from $3/GB (pay-as-you-go), scaling to $2/GB on larger plans.

Decodo — known until recently as Smartproxy — is the price-to-performance king of the residential proxy market in 2026. With 115M+ IPs, sub-1-second response times, and pricing that starts well below Bright Data and Oxylabs, it's the provider most mid-market scraping teams should try first.

For web scraping, Decodo gets the fundamentals right: rotating and sticky sessions, country/state/city targeting, unlimited concurrent threads, and a generous free trial. Their success rates on standard targets (e-commerce, news, real estate, public APIs) are essentially indistinguishable from the premium tier — the gap only opens up on the very hardest anti-bot systems. The dashboard is genuinely friendlier than the enterprise vendors', and onboarding takes minutes rather than days.

Decodo also offers a Site Unblocker product (their answer to Bright Data's Web Unlocker) and pre-built scraping APIs for SERPs, e-commerce, and social, so you can graduate from raw proxies into managed endpoints inside the same account. The honest limitation: on a few of the absolute hardest targets, you may still need to fall back to Bright Data or Oxylabs. For 90% of scraping work, you won't.

Residential ProxiesSite UnblockerE-Commerce Scraping APISticky SessionsSelf-Serve Dashboard

Pros

  • Roughly 50% cheaper than Bright Data/Oxylabs at comparable IP quality on standard targets
  • Self-serve signup, generous trial, and a dashboard that doesn't require a sales call
  • Unlimited concurrent threads on every paid plan — important for parallel scraping
  • Site Unblocker and ready-made scraping APIs available in the same account
  • Strong city- and state-level geo-targeting in the U.S. and major European markets

Cons

  • Success rates on the hardest anti-bot targets (sneakers, ticketing, some social platforms) trail Bright Data by a few percent
  • Recent rebrand from Smartproxy means some old documentation and integration guides still reference the previous name
  • Smaller IP pool than the top two providers in some niche countries

Our Verdict: Best overall value — what most scraping teams should evaluate first before paying premium-tier prices.

Budget-friendly residential proxies with pay-per-GB pricing

💰 Residential from $1.75/GB (pay-as-you-go), as low as $1.35/GB on larger volumes.

IPRoyal has carved out a strong niche as the pay-as-you-go residential proxy of choice. While most premium vendors push you toward monthly commitments and bandwidth ladders, IPRoyal lets you load credit and burn it as needed — bandwidth never expires for years on the Royal Residential plan. For bursty or unpredictable scraping workloads, that pricing model alone is a meaningful unlock.

The network covers 195+ countries with rotating and sticky sessions (1-min to 24-hour stickiness), and the IP pool — sourced from the Pawns.app consent-based SDK — is solid for general scraping. IPRoyal is particularly popular for sneaker copping, ticketing, and ad verification, which tells you something about how it performs against difficult anti-bot systems. It's not in the same tier as Bright Data on the absolute hardest targets, but for the price it punches well above its weight.

The trade-off is that the dashboard and tooling feel basic compared to the premium vendors. There's no real Web Unlocker equivalent, scraping APIs are minimal, and you'll do more glue work yourself. Best for indie scrapers, smaller teams, and anyone whose usage doesn't justify a $500/month minimum somewhere else.

Royal Residential ProxiesPay Per GBSticky SessionsPawns Opt-In NetworkAPI Access

Pros

  • True pay-as-you-go pricing with bandwidth that doesn't expire — rare in this market
  • Aggressive per-GB pricing especially attractive for low- to mid-volume scrapers
  • Long sticky sessions (up to 24 hours) useful for account-based scraping flows
  • Transparent IP sourcing through the Pawns.app consent SDK

Cons

  • Tooling is barebones — no managed Web Unlocker or rich scraping APIs to fall back on
  • Success rates on the hardest anti-bot targets noticeably below Bright Data/Oxylabs/Decodo
  • Customer support is responsive but lacks the dedicated technical reps of premium vendors

Our Verdict: Best for indie developers and small teams who want flexible pay-as-you-go pricing without monthly commitments.

High-quality proxy service for web data scraping

💰 Residential from $0.65/GB, ISP from $0.75/IP, Unlimited from $69/day

Thordata is one of the newer entrants worth taking seriously in 2026. The pitch is straightforward: 60M+ residential IPs across 200+ countries, aggressive pricing, and an ICANN/MEF-aligned compliance posture that addresses one of the biggest risks in this market — sketchy IP sourcing.

For web scraping, Thordata supports HTTP/HTTPS/SOCKS5, both rotating and sticky sessions, and country/state/city geo-targeting. The performance on standard scraping workloads (e-commerce listings, public data, real estate) is competitive with Decodo and IPRoyal. The pricing is the headline — entry-level per-GB rates are among the lowest in the market for genuinely residential (not ISP/datacenter relabeled) IPs.

The caveats are typical of a younger provider: smaller pool than the top three, less battle-tested on edge-case targets, and a smaller community of public benchmarks to lean on. Documentation is solid but not as deep as the premium vendors. Best as a secondary or backup provider in a multi-proxy stack, or as a primary for cost-sensitive teams scraping non-hardened targets.

Residential ProxiesISP ProxiesDatacenter ProxiesMobile ProxiesUnlimited Proxy PlanWeb Scraper APIDataset MarketplaceChrome Proxy ManagerGlobal Coverage

Pros

  • Very competitive entry pricing among genuinely residential (not ISP) networks
  • 200+ country coverage with city- and state-level geo-targeting
  • HTTP/HTTPS/SOCKS5 support — useful for non-HTTP scraping use cases
  • Compliance-forward positioning (ICANN/MEF alignment) reduces sourcing risk

Cons

  • Smaller IP pool means freshness can lag on niche countries vs. Bright Data/Oxylabs
  • Less proven on the hardest anti-bot targets — fewer public benchmarks to validate
  • Tooling and dashboard are functional but not as polished as established players

Our Verdict: Best as a cost-effective secondary provider or a primary for budget-conscious teams scraping non-hardened sites.

Developer-first scraping API that handles proxies, CAPTCHAs, and retries

💰 Free 5K credits. Hobby $49/mo (100K credits). Startup $149/mo (1M). Business $299/mo (3M). Enterprise custom.

ScraperAPI takes a different angle: instead of selling you raw residential IPs, it bundles residential and datacenter proxies, browser rendering, CAPTCHA solving, and automatic retries behind a single endpoint. You send a URL, you get back the rendered HTML — proxy rotation is invisible.

For scraping teams that don't want to manage a proxy layer at all, this is enormously productive. ScraperAPI auto-selects the right kind of IP per target, retries failures transparently, and renders JavaScript when needed. Pricing is per successful request rather than per GB, which makes budgeting predictable and aligns the incentive: ScraperAPI only gets paid when your scrape works.

The trade-off vs. raw residential proxies is control and unit economics. You can't cherry-pick exit IPs, you have less visibility into which countries/ASNs were used, and at very high volumes the per-request pricing becomes more expensive than rolling your own stack on raw residential proxies. Best for teams who want to ship a scraper this week, not engineer a proxy infrastructure.

Google Search Structured Endpoint40M+ Proxy PoolJavaScript RenderingGeo-TargetingAsync ScraperAutomatic Retries

Pros

  • Per-successful-request pricing aligns vendor incentive with your actual data outcomes
  • Automatic JavaScript rendering and CAPTCHA handling baked in — no Puppeteer setup needed
  • Geotargeting in 50+ countries via simple query parameter
  • Excellent docs and SDKs (Python, Node, Ruby, PHP) — fastest time-to-first-scrape on this list

Cons

  • Less control over exit IP selection compared to raw residential proxy access
  • Per-request pricing becomes less competitive than raw proxies above ~10M requests/month
  • Some hardened targets (Cloudflare Turnstile, advanced bot detection) still need their premium plan tier

Our Verdict: Best for teams who want a fully-managed scraping endpoint and don't want to think about proxy rotation.

Simple scraping API with a dedicated Google Search endpoint

💰 Freelance $49/mo (100K credits). Startup $99/mo (1M). Business $249/mo (3M). Business+ $599/mo (8M).

ScrapingBee competes directly with ScraperAPI in the managed-scraping-API space, with a slightly different flavor: it leans heavily into the headless-browser-as-a-service angle and tends to win on JavaScript-heavy targets. Behind the scenes it uses a mix of residential and datacenter proxies plus real Chrome instances to render pages.

For web scraping use cases that rely on residential exits — geo-restricted content, e-commerce price monitoring, social-adjacent scraping — ScrapingBee's premium proxy parameter routes through residential IPs and handles rotation automatically. The Google-specific endpoints (search, maps, news, shopping) are particularly clean and a common reason teams pick ScrapingBee specifically.

Limitations mirror the ScraperAPI trade-off: less control than raw proxies, per-request economics, and some advanced anti-bot setups still require manual tweaking even with premium IPs enabled. The dashboard and SDKs are excellent. Best for teams who want a managed API and prioritize JavaScript-rendering quality over absolute residential-pool depth.

Google Search APIHeadless Chrome RenderingResidential & Datacenter ProxiesAuto Retries & Anti-Bot BypassWebhook & Async API

Pros

  • Strong JavaScript rendering — handles SPAs and dynamic content cleanly out of the box
  • Dedicated Google SERP/Maps/Shopping endpoints simplify the most common scraping target
  • Simple query-parameter API with concurrency-based pricing rather than monthly commitments
  • Premium proxy parameter swaps in residential IPs only when needed — saves credits

Cons

  • Smaller residential footprint than dedicated proxy vendors — geo-targeting less granular
  • Concurrency limits on lower tiers can throttle parallel scrapers
  • Per-request pricing scales less efficiently than raw proxies for very high-volume jobs

Our Verdict: Best for JavaScript-heavy scraping and Google SERP work where rendering quality matters more than raw IP control.

AI-powered web scraping platform with Smart Proxy Manager and ready-made data APIs

💰 Zyte API from $0.00025/request, Smart Proxy Manager from $29/month, Enterprise custom

Zyte (the company formerly behind Scrapy) plays at the high end of the managed-scraping market. Zyte API combines its Smart Proxy Manager (residential, datacenter, and mobile pools), automatic ban handling, browser rendering, and AI-driven extraction into a single endpoint that's specifically tuned for serious data collection projects.

For residential web scraping, Zyte's strength is reliability and structured-data extraction at enterprise scale. The AI-powered automatic extraction can pull product, article, job, or vehicle data from arbitrary URLs without writing parsers — a meaningful productivity unlock if you're scraping thousands of different sites. Behind the API, Zyte juggles residential and datacenter IPs intelligently based on target difficulty, so you pay residential prices only when you need them.

The downsides are that Zyte is more expensive than self-serve API competitors, the platform is more complex (Scrapy Cloud, Zyte API, Smart Proxy Manager are separate-but-overlapping products), and onboarding is sales-led for serious volumes. Best for established data teams already comfortable with Scrapy or running large structured-extraction projects across many sites.

Zyte API (AI Extraction)Smart Proxy ManagerAutomatic ExtractionScrapy CloudBrowser RenderingCompliance & DPO ServicesPay-Per-Success Billing

Pros

  • AI-powered automatic data extraction eliminates per-site parser maintenance
  • Smart Proxy Manager intelligently mixes residential/datacenter to optimize cost
  • Deep Scrapy integration for teams already invested in that ecosystem
  • Strong ban-handling and automatic retry logic tuned over years of crawling experience

Cons

  • Pricing is higher than ScraperAPI/ScrapingBee for comparable managed-API workloads
  • Multiple overlapping products (Zyte API, Scrapy Cloud, Smart Proxy Manager) make onboarding confusing
  • Less appealing if you don't already use Scrapy and just want a dead-simple proxy endpoint

Our Verdict: Best for established data teams and Scrapy users running large, multi-site structured-extraction projects.

Our Conclusion

Quick decision guide:

  • Hardest targets, biggest budget, you need it to just workBright Data. Highest success rate on Cloudflare/PerimeterX targets, mature dashboard, the safest enterprise pick.
  • Premium quality without the Bright Data price tagOxylabs. Comparable IP quality, slightly leaner tooling, and their E-Commerce Scraper API is best-in-class.
  • You want generous pricing without sacrificing pool qualityDecodo (formerly Smartproxy). Best price-to-performance ratio in the mid-market.
  • Pay-as-you-go, no monthly commitmentIPRoyal. Hard to beat for small-scale or bursty workloads.
  • You'd rather skip proxies entirely and call an APIScraperAPI, ScrapingBee, or Zyte. All three handle the proxy layer for you and return rendered HTML.

My overall pick: For most teams in 2026, Decodo (Smartproxy) is the sweet spot. The IP quality is 90% of Bright Data's at roughly half the price, the dashboard is friendlier, and their support actually answers chat. Reserve Bright Data for the targets that have repeatedly broken everything else.

What to do next: Don't trust marketing pages — every provider above offers a trial or refund window. Pick your top two, point them at your actual targets with realistic concurrency, and measure cost-per-successful-request, not per GB. A proxy that's $4/GB but gives you 99% success is cheaper than a $1.50/GB pool that needs 4× retries.

For full end-to-end scraping pipelines, also see our best rotating proxy providers for large-scale data extraction and best web scraping tools with JavaScript rendering.

Frequently Asked Questions

What's the difference between residential and datacenter proxies for scraping?

Residential proxies route through real consumer ISP connections (Comcast, Verizon, etc.), so target sites see them as normal household visitors. Datacenter proxies route through cloud servers and are easy to fingerprint and block. Residential proxies cost 5-20x more but succeed on hardened anti-bot targets where datacenter IPs get banned in minutes.

How much do residential proxies cost in 2026?

Pricing is almost always per GB of bandwidth. The 2026 market ranges from about $1.50/GB (Decodo, IPRoyal pay-as-you-go) up to $8-15/GB at low volumes (Bright Data, Oxylabs enterprise tiers). Volume discounts kick in heavily above 100 GB/month. Always benchmark cost-per-successful-request, not raw per-GB price.

Are residential proxies legal for web scraping?

Using residential proxies is legal in most jurisdictions, and scraping publicly available data has been repeatedly upheld in U.S. courts (e.g., hiQ v. LinkedIn). However, you must still comply with each site's terms of service, robots.txt where applicable, and data privacy laws (GDPR, CCPA). Choose providers with ethically-sourced IP networks (consent-based SDKs, not malware) to avoid downstream liability.

Should I use rotating or sticky residential sessions?

Rotating sessions assign a new IP per request — best for stateless scraping like SERPs or product listing pages. Sticky sessions keep the same IP for 1-30 minutes — required for multi-step flows (login, cart, checkout, paginated dashboards). Most providers on this list support both; pick based on whether your target requires session continuity.

Do I need a residential proxy or a scraping API?

Use raw residential proxies when you have your own scraping stack and want full control over headers, cookies, and parsing. Use a scraping API (ScraperAPI, ScrapingBee, Zyte) when you'd rather hand off proxy rotation, browser rendering, and CAPTCHA solving for a higher per-request price. APIs are faster to ship; raw proxies are cheaper at scale.