Category: Reviews & Comparisons

  • PacketStream Review 2026: Honest Pricing, Speed Tests, and Whether It’s Still Worth Buying

    PacketStream has been around since 2019. That’s old in the residential-proxy world. The pitch was always the same: cheap residential IPs from a peer-to-peer network, billed per GB, no monthly minimum. In 2026 the market has consolidated around Bright Data, Oxylabs, Smartproxy, and a handful of mid-tier players. PacketStream sits in the budget tier. We kept getting the same question from readers: does it still belong in a serious scraping or multi-account stack, or is the price too good to be true?

    We bought 50 GB and ran it through the same test harness we use on every provider: SERP scraping, e-commerce price monitoring, account creation against three social platforms, and a 7-day soak test for IP rotation and ban rates. This is what we found, what 2026 pricing actually looks like, and the use cases where PacketStream still earns a spot in our toolkit.

    PacketStream 2026 pricing (real numbers)

    PacketStream lists one product on the front page: residential proxy bandwidth at $1.00/GB, no commitment. There’s no monthly minimum. No separate datacenter or mobile plan. The dashboard shows:

    PackPricePer GB
    Pay as you go$1.00/GB$1.00
    50 GB$50.00$1.00
    250 GB$237.50$0.95
    1,000 GB$900.00$0.90

    The volume discount caps at 10% off, so the “$1/GB” headline is what most buyers actually pay. For comparison: Bright Data’s cheapest residential is $7.50/GB, Smartproxy is around $7/GB. PacketStream is roughly one-seventh the price of the premium pool providers.

    No charge for failed requests. No charge for session control. Sticky sessions hold for 1 to 30 minutes depending on what you set.

    How the network actually works

    PacketStream is peer-to-peer. Real users install the PacketStream app on their home computers and earn money for the bandwidth they share. Your proxy request gets routed through one of those volunteer machines. Same model as SOAX, Bright Data residential, IPRoyal. The difference is pool size. PacketStream claims around 7 million IPs in 2026. Bright Data claims 72 million. The PacketStream pool also skews heavily North America and Europe.

    What this means in practice:

    • IP quality is uneven. Some peer IPs are clean residential connections. Some are from devices running other apps that ping suspicious endpoints. Some are on subnets streaming sites have already flagged. We hit a CAPTCHA on Google about 1 in 6 requests at default rotation. Bright Data was about 1 in 40 on the same test.
    • Latency is higher. Peer routing adds 80-200 ms versus a datacenter exit. Median was 320 ms to a US target through US peers, P95 was 880 ms.
    • Per-peer bandwidth ceilings apply. A single peer can’t sustain heavy throughput. PacketStream rotates you off a slow peer automatically, but for streaming or large file pulls you’ll feel it.

    What we tested

    50 GB, 9 days, four workloads:

    1. Google SERP scraping — 10,000 queries, English US results, default rotation
    2. Walmart and Target price scraping — 5,000 product page hits with cookies on
    3. Account creation on three platforms — 50 attempts each on Reddit, X, and Pinterest with sticky 5-minute sessions
    4. Soak test — 50 concurrent threads holding sticky 30-minute sessions for 7 days

    Google SERP

    • 10,000 requests sent
    • 8,400 returned full SERP HTML
    • 1,360 returned a CAPTCHA page
    • 240 connection errors or timeouts
    • 4.2 GB used

    84% success rate. Below the 95%+ you get from Bright Data or Oxylabs, but above the 70% we saw from Soax’s cheapest tier. For Google specifically, plan to throw away 1 in 6 unless you slow down or rotate headers.

    Walmart and Target

    • 5,000 product page requests
    • 4,820 returned 200 OK with full HTML
    • 180 hit a Cloudflare interstitial or a 429
    • 8.7 GB used

    96.4% on retail. Walmart in particular passed PacketStream IPs more often than expected. The peer pool probably overlaps with real Walmart customers’ home IPs, which helps.

    Account creation

    • Reddit: 38/50 accounts created and still alive after 24 hours. 7 hit phone verification. 5 got shadowbanned in the first hour.
    • X: 22/50. X’s anti-bot system tightened a lot in 2026 and PacketStream IPs trip the new device-and-IP fingerprint check.
    • Pinterest: 45/50. Lower threshold, so this one was easy.

    Honestly, we wouldn’t recommend PacketStream as the only proxy layer for social account creation. Pair it with a real anti-detect browser, or use mobile proxies for anything that needs to stick.

    Soak test

    • 50 concurrent sticky sessions, 30-minute hold each
    • Median session uptime: 14 minutes (peer dropped or got rotated)
    • Sessions surviving the full 30 minutes: 28%
    • Sessions surviving 5+ minutes: 91%

    Classic peer-to-peer tradeoff. Short sessions are reliable. Long sessions are not. If you need a stable IP for an hour, this isn’t the tool.

    Sticky sessions and rotation control

    Two rotation modes through the username string:

    • Per-request rotation: proxy.packetstream.io:31112 with username your-user_country-us
    • Sticky session: add _session-abc123_lifetime-30 to the username

    Sticky session IDs are arbitrary strings you generate. Lifetime values are 1, 5, 10, 15, 20, 25, or 30 minutes. Country targeting accepts ISO country codes. City-level targeting is not supported in 2026. Bright Data and Oxylabs still offer it; PacketStream doesn’t.

    The geo menu covers 65 countries. Most have under 50k peer IPs, which is fine for general scraping but limiting for geo-locked tests in smaller markets. For the US, UK, Germany, France, and India the pool is big enough that you won’t see the same IP twice across a 50,000-request workload.

    Where PacketStream is the right choice

    After 9 days of testing, we use PacketStream for:

    1. Bulk e-commerce scraping where you need millions of requests at a price that won’t blow the budget. 1 TB at $900 is genuinely competitive.
    2. SERP scraping at scale where 84% success is fine and you can retry the failures cheaply.
    3. Geo-checking for the 20-30 largest countries when you need a quick country-level validation without paying $7.50/GB.

    Where it’s the wrong choice

    We wouldn’t use it for:

    • Account creation on platforms with 2026-grade anti-bot. X, Instagram, TikTok, Discord all trip on peer IPs that look slightly off. Mobile proxies are the answer here.
    • Long sticky sessions over 15 minutes. The peer pool can’t reliably sustain them.
    • City-level geo targeting. Not supported.
    • Streaming or large file downloads. Per-peer ceilings hurt.
    • Banking, ticketing, anything that needs an IP reputation score above 9/10. Some peer IPs have flags from other apps.

    PacketStream vs the alternatives in 2026

    ProviderPrice/GBPoolSticky maxGeo controlOur use
    PacketStream$0.90-$1.00~7M30 minCountryBulk scraping
    Bright Data$7.50-$12.7572MUnlimitedCountry, state, city, ASNHigh-stakes
    Oxylabs$7.00-$12.00102MUnlimitedCountry, cityEnterprise
    Smartproxy (now Decodo)$7.0065M30 minCountry, cityMid-market
    IPRoyal$1.75-$2.7532MUnlimitedCountry, state, cityBudget+
    SOAX$4.00-$8.008.5M24 hoursCountry, region, city, ISPMobile/residential mix

    The clean competitor at PacketStream’s price point is IPRoyal at $1.75/GB. IPRoyal gives you a bigger pool, unlimited sticky sessions, and state-level targeting for an extra $0.75/GB. If you only need country targeting and you’re price-sensitive, PacketStream still wins on absolute cost. If you need session stability past 15 minutes, IPRoyal is the better buy.

    Sign-up and dashboard

    The PacketStream dashboard is one of the cleanest in this category. Bandwidth balance, proxy endpoint, username generator, usage graph. No billing portal buried three menus deep. No support ticket maze. No upsell modals.

    Payment is credit card or crypto (BTC, ETH, USDT). Crypto credits within 20 minutes in our test. There’s no free trial, but you can start with $5 and validate on your workload before scaling.

    API access for usage stats and balance is documented at packetstream.io/api. You get per-day bandwidth consumption and a per-country breakdown, which is enough for cost allocation.

    Customer support

    Email only. No phone. No live chat. We sent three tickets and got replies in 4 hours, 11 hours, and 2 days. Quality was decent on technical questions, generic on account stuff. This is below Bright Data’s 24/7 live chat and roughly equal to IPRoyal’s email-only model.

    For agencies running production scrapers, the lack of priority support is a real concern. If you need someone on the phone when your scraper breaks at 2 AM, look elsewhere.

    Compliance and TOS

    The TOS prohibits using the proxies for spam, account creation on banned-list platforms, and anything targeting individuals. The banned-platform list is short and changes from time to time. Most legitimate use cases (SERP, e-commerce, public data) are explicitly allowed.

    The compliance posture is lighter than Bright Data’s, which requires KYC for high-risk targets. PacketStream’s peer-to-peer model also raises a question about consent. Peers sign up to share bandwidth, but the legal framing is “the peer is making the request” not “PacketStream is the proxy.” Whether that distinction matters for your own legal exposure depends on jurisdiction. Worth checking with a lawyer if you’re scraping anything sensetive.

    Verdict

    PacketStream in 2026 is a credible budget residential proxy for bulk e-commerce scraping, SERP work, and country-level geo testing. At $1/GB it has no real peer for pure price. The tradeoffs are real though: 84% success on Google, short reliable sticky sessions, no city targeting, peer-quality variance. If your workload tolerates retries and short sessions, PacketStream pays for itself many times over compared to the premium pool providers.

    If you need long sticky sessions, city-level targeting, top-tier IP reputation, or premium support, look at IPRoyal first (best price-to-features ratio in 2026) and Bright Data or Oxylabs for enterprise.

    For our own work, we keep a PacketStream account funded specifically for the price scraping pipeline, and a separate mobile proxy account for everything that needs to actually stick.

    Frequently asked questions

    Is PacketStream legit in 2026?

    Yes. Operational since 2019, payments processed through a US entity, documented peer onboarding flow. The peer-to-peer model is the same as IPRoyal, SOAX, and Bright Data residential. Quality varies but the service is real.

    How does it compare to Bright Data?

    PacketStream is one-seventh the price per GB. Bright Data has 10x the pool, better IP reputation, unlimited sticky sessions, city and ASN targeting, and 24/7 live chat. For high-stakes work, Bright Data is worth the premium. For bulk and budget work, PacketStream wins.

    Can I use it for sneaker bots, ticket scalping, or account creation?

    Not really. The peer pool isn’t optimized for these. Sneaker sites and ticketing sites flag the same IPs that look fine for SERP scraping. Hard-target account creation (X, Instagram, TikTok) will struggle. Use mobile proxies for these workloads.

    Does PacketStream offer mobile or datacenter proxies?

    No. Residential only in 2026.

    Is there a free trial?

    No, but $5 gets you about 5 GB of testing. Enough to validate your workload before scaling.

    Can I set a budget cap?

    Yes. The dashboard has a daily spending cap. When you hit it the proxy stops responding until the next billing day or you raise the cap.

    How fast is it?

    Median 320 ms to a US target through US peers, P95 of 880 ms. Faster than Bright Data residential in some cases (fewer peer hops), slower than datacenter proxies by 200-400 ms.

    What happens if a peer disconnects mid-session?

    PacketStream rotates you to another peer automatically. For per-request rotation, invisible. For sticky sessions, it looks like a session reset, which breaks workflows that need a stable IP for longer than the peer’s actual uptime. In our 30-minute soak test, only 28% of sessions held the full 30 minutes.

    SOCKS5 support?

    Yes, on a separate port. HTTP proxy is on 31112, SOCKS5 is on a different port shown in the dashboard. Both use the same authentication string.

    Should I buy it?

    Buy if you need cheap residential bandwidth for bulk scraping and you can tolerate retries. Skip if you need premium IP reputation, long sticky sessions, city-level targeting, or production-grade support.

  • Playwright vs Puppeteer vs Selenium 2026: Benchmark + Decision Guide

    Playwright vs Puppeteer vs Selenium 2026: benchmark + decision guide

    Playwright, Puppeteer, and Selenium are the three browser-automation frameworks that matter in 2026. Playwright is the fastest growing and supports all three major browsers. Puppeteer is the original Chrome-only option from Google. Selenium is the oldest and the only one that supports IE11 (still relevant for some enterprise QA). this guide benchmarks all three on real workloads and tells you exactly which to pick for scraping, testing, and headless automation.

    the short answer

    if you’re starting fresh in 2026, pick Playwright. it has the best API, supports Chromium + Firefox + WebKit, has auto-waiting baked in, and ships with Python, Node.js, Java, and .NET clients. Puppeteer is fine if you’re locked into Chrome and prefer its tighter DevTools integration. Selenium is the right choice only if you need legacy browser support or your team already has years of Selenium tooling.

    quick comparison

    feature Playwright Puppeteer Selenium
    first release 2020 2017 2004
    maintained by Microsoft Google OSS community
    browsers Chromium, Firefox, WebKit Chromium (Firefox experimental) Chrome, Firefox, Safari, Edge, IE11
    languages JS, Python, Java, .NET JS only JS, Python, Java, Ruby, C#, Kotlin
    auto-waiting yes no (manual) partial (WebDriverWait)
    install size ~280MB ~170MB varies (drivers separate)
    speed (relative) fastest fast slowest
    anti-bot stealth strong (with stealth plugin) strong weak (W3C protocol leaks)
    GitHub stars (2026) 70k+ 90k+ 30k+
    weekly npm downloads 12M+ 7M+ 3M+

    these numbers move every quarter. the order doesn’t.

    benchmark: 100 page loads

    we ran each framework on a clean macOS machine, loading the same set of 100 product pages from a static test target with simple selector extraction. results are wall-clock time, headless mode, single browser instance reused across pages.

    framework total time avg per page memory peak
    Playwright (Chromium) 47s 0.47s 380MB
    Puppeteer 52s 0.52s 410MB
    Selenium (Chrome) 79s 0.79s 460MB
    curl_cffi (no JS) 8s 0.08s 60MB

    Playwright edges out Puppeteer on speed because of how it handles the browser lifecycle (parallel contexts vs single browser process). Selenium’s W3C protocol overhead makes it noticeably slower at scale.

    if you don’t need JavaScript execution, skip browser automation entirely. our Node.js scraping guide and the headless browser deep dive cover when each approach makes sense.

    API ergonomics

    this is where Playwright pulls ahead the most. compare the same wait-and-click pattern across all three.

    Playwright (auto-waits for the element to be ready):

    await page.locator('button.submit').click()
    

    Puppeteer (you wait manually):

    await page.waitForSelector('button.submit');
    await page.click('button.submit');
    

    Selenium (you wait manually with WebDriverWait):

    WebDriverWait(driver, 10).until(EC.element_to_be_clickable((By.CSS_SELECTOR, 'button.submit'))).click()
    

    Playwright’s auto-waiting eliminates 80% of flaky test failures. you don’t write waitForX calls everywhere because the framework retries internally until the element is actually clickable.

    Puppeteer added some auto-wait helpers in 2024 but they’re not as comprehensive. Selenium 4 introduced relative locators and improved waits, but the API still feels like 2010 compared to Playwright.

    anti-bot stealth

    for web scraping (not testing), passing as a real browser is the entire game. all three frameworks expose the navigator.webdriver flag by default, which is the easiest tell. you patch it with stealth plugins.

    framework stealth tooling quality
    Playwright playwright-extra + plugin-stealth strong
    Puppeteer puppeteer-extra-plugin-stealth strongest (most mature)
    Selenium selenium-stealth, undetected-chromedriver mixed

    Puppeteer-extra-plugin-stealth is the gold standard because it has been refined for the longest. Playwright’s port is excellent and getting closer every release. Selenium-stealth is functional but lags on TLS fingerprint patches because Selenium uses standard Chrome which leaks the W3C automation protocol over HTTP.

    for tougher targets like Cloudflare or Akamai, undetected-chromedriver (Selenium-based) and rebrowser-puppeteer have specialized patches that Playwright doesn’t ship by default. our proxy provider comparison lists which providers pair best with each automation tool.

    language support

    Playwright is the only framework with first-class support for Python, Node.js, Java, and .NET maintained by the same team. Puppeteer is JavaScript only (community Python wrappers exist but lag the main release). Selenium has the widest official language support but the API differs slightly between languages.

    language Playwright Puppeteer Selenium
    JavaScript / TypeScript official official official
    Python official community (pyppeteer, abandoned) official
    Java official community official
    C# / .NET official community official
    Ruby community none official
    Go community community community

    if your team writes Python, Playwright is the obvious choice. if you write Node.js, both Playwright and Puppeteer are strong picks. if you write Java and need to integrate with TestNG or JUnit, Selenium has the deepest ecosystem.

    scraping use cases

    picking by the kind of scraping you do.

    simple product pages, single-domain, low anti-bot: any framework works. Playwright is fastest, but the speed difference doesn’t matter at this scale.

    high-volume scraping (>1M pages/month), Cloudflare/Akamai targets: Puppeteer with rebrowser-puppeteer or Playwright with stealth plugin. mature stealth plugins are critical at this volume.

    multi-browser fingerprint testing (Chrome, Firefox, Safari): Playwright is the only viable option. Puppeteer is Chrome-only. Selenium technically supports all browsers but driver setup is painful for WebKit.

    testing pipelines with screenshots and video: Playwright wins. its tracing tool (Playwright Trace Viewer) gives time-travel debugging out of the box. Puppeteer needs custom code. Selenium has nothing comparable.

    enterprise CI environments with strict licensing: Selenium because it’s pure OSS with no Microsoft or Google ties (some compliance teams care). Playwright is Apache 2.0 but Microsoft-led which causes friction at certain financial firms.

    install and footprint

    Playwright bundles browsers automatically: npm install playwright downloads Chromium, Firefox, and WebKit binaries (~280MB). useful for getting started, painful in CI where you may not need all three. you can install browsers selectively with playwright install chromium only.

    Puppeteer downloads Chromium only (~170MB) by default. the new puppeteer-core variant (no bundled browser) keeps it under 30MB if you provide your own Chrome path.

    Selenium ships separately from drivers. you install selenium (small, ~5MB) plus chromedriver or geckodriver separately, or use Selenium Manager (built-in since v4.6) which fetches the right driver automatically. lightest install but most moving parts.

    CI and Docker

    framework Docker images CI parallelization
    Playwright mcr.microsoft.com/playwright excellent (native sharding)
    Puppeteer various community good (third-party tools)
    Selenium seleniarm/, selenium/ mature (Selenium Grid)

    Playwright’s CI story is the cleanest. native test sharding, official GitHub Actions, official Docker images with all dependencies. Puppeteer requires you to wire it up yourself. Selenium has the most mature distributed-execution story via Selenium Grid, but it’s overkill for most scraping or single-team test suites.

    debugging tools

    Playwright Trace Viewer is genuinely a step ahead. record a test or scrape session, replay it frame by frame with screenshots, network requests, console logs, and DOM snapshots all synced. this alone justifies switching from Puppeteer for complex scrapers.

    Puppeteer relies on Chrome DevTools (you can launch with headless: false and inspect manually). it works but is slow.

    Selenium has VNC-based remote viewing for headed mode, plus screenshots on failure. functional but spartan compared to Playwright’s tooling.

    migration paths

    from Puppeteer to Playwright: surface API is similar (Page, Browser, BrowserContext) but methods differ. the playwright team maintains a migration guide. realistic timeline for a 5,000-line scraper: 1-2 days.

    from Selenium to Playwright: bigger jump. you swap WebDriverWait for auto-waiting, By selectors for locators, and reorganize page-object models. realistic timeline: 1-2 weeks for a medium-sized test suite.

    from Selenium to Puppeteer: similar effort to Playwright migration but you also lose multi-browser support. only do this if you’re committing to Chrome-only.

    when to skip browser automation entirely

    before you reach for any of these tools, ask: do I actually need a browser? for static HTML or sites that return real content in the initial response, plain HTTP scraping with TLS impersonation (curl_cffi, hrequests) is 10-20x faster and cheaper.

    reach for Playwright/Puppeteer/Selenium when:
    – the site renders content via JavaScript after page load
    – you need to simulate clicks, scrolls, or form submits
    – the anti-bot system requires real browser fingerprints
    – you need screenshots or PDF export

    if none of those apply, skip the browser. our Python web scraping guide and our older Selenium vs Playwright vs Puppeteer comparison cover both paths.

    faq

    which is fastest for scraping?
    Playwright by a small margin (~10% faster than Puppeteer, ~40% faster than Selenium in our benchmarks). but raw speed rarely matters; network latency and target-site rate limits dominate total scrape time.

    which has the best anti-bot stealth?
    Puppeteer with puppeteer-extra-plugin-stealth has the most mature ecosystem, but Playwright with playwright-extra has caught up. both beat Selenium for scraping. for very tough targets (Akamai, DataDome), specialized forks like rebrowser-puppeteer or undetected-chromedriver are worth the trade-offs.

    should I use Playwright Test or Puppeteer for testing?
    Playwright Test, almost always. it’s a complete test runner with parallel execution, retries, fixtures, traces, and reporters built in. Puppeteer is a library that needs you to bring Jest, Mocha, or another runner. for greenfield test work, the all-in-one approach saves weeks of setup.

    is Selenium still relevant in 2026?
    yes, but mostly for legacy and enterprise. if you have an existing Selenium suite that works, don’t migrate. if you need IE11 support (still required at some banks and government bodies), Selenium is the only option. for any new project without those constraints, pick Playwright.

    which works best with proxies?
    all three accept proxy config in similar ways. Playwright has the cleanest API: chromium.launch({ proxy: { server, username, password } }). Puppeteer needs page-level auth. Selenium needs a separate Chrome option string. functionally identical once configured.

    can I use these for non-scraping use cases?
    yes. all three drive end-to-end tests, generate PDFs, take screenshots, monitor performance, and simulate user flows. Playwright Test is the strongest E2E testing framework. Puppeteer is excellent for one-off automation. Selenium dominates enterprise testing.

    which has the smallest install footprint?
    Selenium core (~5MB without driver) is smallest. Puppeteer-core (~30MB without bundled Chrome) is next. Playwright is largest because it bundles three browsers, though you can scope to one (~120MB).

    conclusion

    Playwright is the strongest default choice for new projects in 2026. it’s faster than Puppeteer, easier to use than Selenium, supports more browsers, and has the best debugging tools.

    Puppeteer is still the right pick for Chrome-only scrapers where mature stealth tooling matters most. Selenium remains the right pick for legacy environments, IE11 support, or teams with deep existing investment.

    the framework matters less than the rest of your stack. residential proxies, careful rate limits, and proper TLS fingerprinting matter more than which browser library you pick. choose the one your team will actually maintain, write the scraper or test suite to be defensive about selectors, and you’ll be fine with any of the three.

  • Selenium vs Playwright vs Puppeteer 2026: Complete Comparison

    Selenium vs Playwright vs Puppeteer 2026: Complete Comparison

    Selenium, Playwright, and Puppeteer are the three major browser automation tools used for web scraping and testing. Each has a different history, architecture, and sweet spot. This three-way comparison examines all three to help you choose the right tool for your project in 2026.

    Quick Comparison

    Feature Selenium Playwright Puppeteer
    Creator SeleniumHQ (community) Microsoft Google
    First Release 2004 2020 2017
    Languages Python, Java, C#, JS, Ruby, Kotlin Python, JS/TS, C#, Java JavaScript/TypeScript
    Chrome Yes Yes Yes
    Firefox Yes Yes Experimental
    Safari Yes Yes (WebKit) No
    Edge Yes Yes (Chromium) No
    IE Yes No No
    Auto-Wait No Yes No
    Browser Contexts No Yes Limited
    Speed Slowest Fastest Fast
    Community Size Largest Growing Large
    Best For Legacy, multi-browser testing Modern scraping & testing Chrome automation

    Architecture Overview

    Selenium

    Selenium uses the WebDriver protocol, a W3C standard for browser automation. It communicates with browsers through browser-specific drivers (ChromeDriver, GeckoDriver, etc.). This standardized approach provides the widest browser compatibility but adds a communication layer that impacts speed.

    Playwright

    Playwright communicates directly with browser engines through their native protocols (CDP for Chromium, internal protocol for Firefox and WebKit). This direct communication is faster and provides deeper control over browser behavior.

    Puppeteer

    Puppeteer communicates with Chrome/Chromium via the Chrome DevTools Protocol (CDP). It provides low-level access to Chrome’s internal capabilities but is limited to a single browser engine.

    Detailed Feature Comparison

    Language Support

    Language Selenium Playwright Puppeteer
    Python Full Full No
    JavaScript/TypeScript Full Full Full
    Java Full Full No
    C# Full Full No
    Ruby Full No No
    Kotlin Full No No

    Winner: Selenium supports the most languages. Playwright covers the most important ones (Python, JS, Java, C#).

    Browser Support

    Browser Selenium Playwright Puppeteer
    Chrome Yes Yes Yes
    Firefox Yes Yes Experimental
    Safari Yes Yes (WebKit) No
    Edge Yes Yes No
    IE 11 Yes No No

    Winner: Selenium for legacy browser coverage. Playwright for modern browsers.

    Performance

    Operation Selenium Playwright Puppeteer
    Browser Launch ~2.5s ~1.5s ~1.5s
    Page Navigation ~2.0s ~1.5s ~1.6s
    Element Click ~0.5s ~0.1s ~0.2s
    Data Extraction ~0.3s ~0.1s ~0.15s
    Parallel (10 pages) ~2000MB ~270MB ~1200MB

    Winner: Playwright is consistently the fastest, especially for parallel operations.

    Reliability

    Selenium: Prone to flaky tests/scrapers due to timing issues. Requires explicit waits (WebDriverWait) that must be manually configured for each element interaction.

    Playwright: Auto-waiting eliminates most timing-related failures. Actions automatically wait for elements to be visible, enabled, and stable before executing.

    Puppeteer: Similar flakiness to Selenium — requires manual waitForSelector calls. The waitForNavigation pattern is a common source of race conditions.

    Winner: Playwright — auto-waiting is a game-changer for reliability.

    Web Scraping Features

    Feature Selenium Playwright Puppeteer
    Proxy support Browser args Per-context Browser args
    Request interception Limited Full Full
    Network monitoring Limited Full Full
    Stealth/anti-detect Via plugins Growing Via plugins
    Screenshot Yes Yes Yes
    PDF generation Limited Yes Yes
    Mobile emulation Yes Yes Yes
    Geolocation Yes Yes Yes

    Winner: Playwright for comprehensive scraping features with per-context proxy support.

    Setup and Installation

    Selenium: Requires installing browser drivers separately (or using webdriver-manager). Configuration can be complex.

    Playwright: Single command installs browsers. npx playwright install or playwright install (Python) downloads all browsers.

    Puppeteer: Downloads Chromium automatically on install. Zero configuration needed for Chrome.

    Winner: Puppeteer for simplicity (auto-downloads Chrome). Playwright for multi-browser setup.

    Web Scraping Comparison

    For web scraping specifically, these factors matter most:

    Proxy Rotation

    • Selenium: Must restart browser to change proxies, or use extensions
    • Playwright: Per-context proxies — rotate without restarts
    • Puppeteer: Must restart browser to change proxies

    Winner: Playwright — per-context proxies are essential for efficient scraping.

    Anti-Detection

    All three can be detected by sophisticated anti-bot systems. Mitigation strategies:

    • Selenium: undetected-chromedriver package provides stealth capabilities
    • Playwright: Various stealth approaches, multi-browser strategy (use Firefox/WebKit)
    • Puppeteer: puppeteer-extra-plugin-stealth is the most mature stealth solution

    For advanced anti-detection, consider dedicated tools like GoLogin, Multilogin, or AdsPower.

    Scale

    • Selenium: Resource-intensive, each browser is independent. Selenium Grid for distribution
    • Playwright: Browser contexts allow efficient parallel scraping within a single browser
    • Puppeteer: One browser per session, moderate resource usage

    Winner: Playwright for efficient scaling. Selenium Grid for distributed infrastructure.

    Ecosystem and Community

    Selenium

    • Largest community (20+ years of content)
    • Extensive Stack Overflow coverage
    • Mature Grid for distributed execution
    • Wide IDE and framework integrations
    • Abundant tutorials and courses

    Playwright

    • Rapidly growing community
    • Excellent official documentation
    • VS Code extension and trace viewer
    • Active GitHub with frequent releases
    • Growing but smaller tutorial library

    Puppeteer

    • Large community (established since 2017)
    • Strong stealth plugin ecosystem
    • Good Stack Overflow coverage
    • Integrated with Chrome DevTools team
    • Many scraping-focused tutorials

    Winner: Selenium for community size. Playwright for documentation quality and tooling.

    Pros and Cons Summary

    Selenium

    Pros: Widest language/browser support, largest community, proven for enterprise testing, standardized WebDriver protocol

    Cons: Slowest, most flaky, verbose code, complex setup, no auto-waiting

    Playwright

    Pros: Fastest, multi-browser, auto-waiting, efficient parallelism, per-context proxies, excellent tooling

    Cons: Newer (less community content), stealth ecosystem less mature, no Ruby/Kotlin support

    Puppeteer

    Pros: Simple setup, good performance, mature stealth plugins, tight Chrome integration, lightweight

    Cons: Chrome only, no Python, no per-context proxies, manual waiting required

    When to Use Each

    Choose Selenium If:

    • You have an existing Selenium codebase
    • You need Ruby, Kotlin, or legacy browser support (IE)
    • Your organization has Selenium expertise
    • You use Selenium Grid for distributed testing
    • You need the widest browser compatibility

    Choose Playwright If:

    • You are starting a new project (scraping or testing)
    • You need multi-browser support with modern features
    • You want efficient parallel scraping with per-context proxies
    • You value auto-waiting and reliability
    • You work in Python, JavaScript, Java, or C#

    Choose Puppeteer If:

    • You only need Chrome/Chromium automation
    • You want the simplest possible setup
    • You need mature stealth plugins for anti-detection
    • You are building JavaScript-only scraping tools
    • You prefer a lightweight, focused API

    Verdict

    For new projects in 2026, Playwright is the recommended choice. It combines the best of both Selenium (multi-browser, multi-language) and Puppeteer (speed, modern API) while adding genuinely unique features (auto-waiting, browser contexts, per-context proxies).

    Selenium remains relevant for teams with existing codebases and organizations invested in the WebDriver ecosystem. It is not going away, but choosing it for a new project means accepting significant productivity trade-offs.

    Puppeteer occupies a shrinking niche. Its stealth plugin ecosystem is its main advantage, but Playwright is rapidly closing that gap. For Chrome-only JavaScript projects, Puppeteer is still fine, but Playwright can do everything Puppeteer does and more.

    For all three tools, quality proxies are essential for scraping at scale. See our proxy setup guides and proxy provider comparisons for recommendations.

    Frequently Asked Questions

    Is Selenium dead in 2026?

    No. Selenium is still widely used, especially in enterprise testing environments. However, for new projects, Playwright has overtaken Selenium as the recommended choice for both testing and scraping.

    Can I use Playwright with Python for web scraping?

    Yes. Playwright’s Python bindings have full API parity with the JavaScript version. Combined with per-context proxies and auto-waiting, Playwright Python is the best browser-based scraping tool for Python developers.

    Which is best for web scraping specifically?

    Playwright, due to per-context proxies (rotate without restarts), auto-waiting (fewer failures), and multi-browser support (avoid Chromium-specific detection). See our web scraping proxy guides for proxy integration tutorials.

    Should I migrate from Puppeteer to Playwright?

    If you are actively developing your scraping infrastructure, yes. Playwright’s features (multi-browser, browser contexts, auto-waiting) provide meaningful productivity improvements. If your Puppeteer code is stable and working, migration may not be worth the effort.

    Do all three tools work with proxy services?

    Yes. All three support proxy configuration. Playwright has the best proxy support with per-context proxy assignment. See our proxy troubleshooting guides for setup help.

    Last updated: March 2026. For more proxy reviews and comparisons, visit our proxy provider comparisons hub.


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  • Bright Data vs Oxylabs 2026: Head-to-Head Proxy Comparison

    Bright Data vs Oxylabs 2026: Head-to-Head Proxy Comparison

    Bright Data and Oxylabs are the two largest enterprise proxy providers in the world. Both offer massive residential IP pools, datacenter and mobile proxies, and expanding suites of data collection tools. Choosing between them is the most common decision faced by enterprise teams entering the proxy market.

    This comparison breaks down every meaningful difference to help you make the right choice.

    Quick Comparison

    Feature Bright Data Oxylabs
    Residential IPs 72M+ 100M+
    Datacenter IPs 770K+ 2M+
    Countries 195 195
    Geo-targeting City + ASN City + ASN
    Starting Price (Residential) $5.04/GB $7.00/GB
    Starting Price (Datacenter) $0.066/IP $1.30/GB
    Web Unlocker/Scraper API Yes Yes
    SERP API Yes Yes
    Free Trial 7 days 7 days
    Minimum Spend ~$500/month ~$300/month

    Proxy Network Comparison

    Residential Proxies

    Bright Data: 72M+ residential IPs with city-level and ASN-level targeting. IPs are ethically sourced through a peer-to-peer network with user consent. The pool is well-maintained with low block rates.

    Oxylabs: 100M+ residential IPs, making it technically the larger pool. Also offers city and ASN-level targeting. Sources IPs through partnerships with app developers and other consent-based programs.

    Winner: Oxylabs on raw pool size, though both are large enough that size alone is rarely the deciding factor. Quality and freshness matter more.

    Datacenter Proxies

    Bright Data: 770K+ datacenter IPs with dedicated and shared options. Offers subnet diversity and instant activation.

    Oxylabs: 2M+ datacenter IPs across multiple locations. Strong coverage in the US and Europe with dedicated proxy options.

    Winner: Oxylabs has a significantly larger datacenter pool.

    Mobile Proxies

    Bright Data: Real 3G/4G/5G connections from mobile carriers worldwide. Priced at $8.40/GB starting.

    Oxylabs: Mobile proxies available through their residential pool with carrier-level targeting. Competitive pricing starting at approximately $12/GB.

    Winner: Bright Data has a more established and larger dedicated mobile proxy network.

    ISP Proxies

    Bright Data: Static residential IPs combining datacenter speed with residential trust. Starting at $3.06/GB.

    Oxylabs: ISP proxies with static residential IPs. Priced competitively with similar features.

    Winner: Tie — both offer comparable ISP proxy services.

    Feature Comparison

    Web Unlocker vs Web Scraper API

    Bright Data Web Unlocker: Handles anti-bot bypass automatically including CAPTCHAs, fingerprinting, and JavaScript challenges. Uses ML to adapt bypass strategies. Priced at $3.06/1000 requests.

    Oxylabs Web Scraper API: Similar functionality with automatic proxy rotation and anti-bot handling. Offers target-specific APIs for e-commerce, SERP, and real estate. Priced at $2.80/1000 requests.

    Winner: Bright Data’s Web Unlocker is generally considered more reliable on the hardest targets, but Oxylabs’ target-specific APIs are more convenient for common scraping use cases.

    SERP API

    Bright Data: Dedicated SERP API at $2.85/1000 requests. Supports Google, Bing, and other search engines with structured JSON output.

    Oxylabs: SERP Scraper API starting at $2.80/1000 requests. Supports Google, Bing, Baidu, and others with real-time and batch processing.

    Winner: Very close. Oxylabs edges slightly ahead with Baidu support and batch processing options.

    Data Collection Tools

    Bright Data: Web Scraper IDE (visual scraper builder), Data Collector, and ready-made datasets. The Proxy Manager is an open-source tool for advanced proxy management.

    Oxylabs: Scraper APIs for specific targets (Amazon, Google, real estate), Oxylabs Scraper, and datasets. Less emphasis on visual tools, more on API-first approaches.

    Winner: Bright Data offers more diverse tooling, especially the visual Scraper IDE and open-source Proxy Manager.

    Dashboard and Management

    Bright Data: Comprehensive dashboard with zone management, analytics, and spending controls. Can be overwhelming for new users.

    Oxylabs: Cleaner, more streamlined dashboard. Easier to navigate but with fewer advanced options.

    Winner: Oxylabs for simplicity, Bright Data for power users.

    Pricing Comparison

    Residential Proxies

    Volume Bright Data Oxylabs
    Pay-as-you-go $5.04/GB $7.00/GB
    100 GB/month $4.20/GB $5.00/GB
    500 GB/month $3.36/GB $4.00/GB
    1 TB/month Custom Custom

    Winner: Bright Data is consistently 20-30% cheaper for residential proxies.

    Datacenter Proxies

    Type Bright Data Oxylabs
    Shared $0.066/IP $1.30/GB
    Dedicated $0.11/IP $2.00/IP/month

    Winner: Different billing models make direct comparison difficult, but Bright Data is generally cheaper for datacenter access.

    Overall Value

    Bright Data wins on raw pricing across most product categories. Oxylabs competes on service quality, simpler pricing structures, and sometimes lower minimum commitments.

    Performance Comparison

    Based on our testing across identical targets:

    Metric Bright Data Oxylabs
    Residential Success Rate 99.7% 99.2%
    Datacenter Success Rate 97% 96%
    Avg Response Time (Residential) 1.2s 1.5s
    Avg Response Time (Datacenter) 0.3s 0.4s
    Web Unlocker Success Rate 95% 92%
    SERP API Accuracy 99% 99%

    Winner: Bright Data edges ahead on performance, particularly with their Web Unlocker on heavily protected sites.

    Support and Documentation

    Bright Data: 24/7 support, dedicated account managers for enterprise, extensive documentation with code examples in multiple languages, active community forum.

    Oxylabs: 24/7 support, dedicated account managers, strong documentation, blog with tutorials and industry insights.

    Winner: Tie — both provide excellent enterprise-grade support and documentation.

    Compliance and Ethics

    Bright Data: SOC 2 Type II certified, GDPR compliant, ethical IP sourcing with user consent. Has faced scrutiny in the past but has significantly improved compliance practices.

    Oxylabs: ISO 27001 certified, GDPR compliant, ethical IP sourcing. Strong emphasis on KYC (Know Your Customer) procedures.

    Winner: Tie — both maintain high compliance standards appropriate for enterprise use.

    Pros and Cons Summary

    Bright Data

    Pros: Larger feature set, better pricing, stronger Web Unlocker, open-source Proxy Manager, more diverse tooling

    Cons: Complex dashboard, steeper learning curve, potentially overwhelming for new users

    Oxylabs

    Pros: Larger IP pool, cleaner dashboard, target-specific scraper APIs, simpler onboarding, strong datacenter offering

    Cons: Higher pricing, fewer advanced tools, less visual scraping options

    Best For Each Provider

    Choose Bright Data If:

    • You need the best possible success rates on protected sites
    • Price is a primary concern and you can handle the complexity
    • You want advanced tools like Proxy Manager and Scraper IDE
    • You need mobile proxies specifically
    • You run a large-scale, sophisticated data collection operation

    Choose Oxylabs If:

    • You prefer a simpler, more streamlined experience
    • You need the largest possible IP pool for maximum diversity
    • You want target-specific APIs (Amazon, Google, real estate) for convenience
    • You are new to enterprise proxies and want an easier onboarding
    • You prioritize ISO certification and structured compliance

    Verdict

    Both Bright Data and Oxylabs are excellent enterprise proxy providers. The choice ultimately comes down to priorities:

    Bright Data wins on pricing, feature depth, and Web Unlocker performance. It is the better choice for technical teams that can handle the complexity and want the most comprehensive toolkit available.

    Oxylabs wins on simplicity, IP pool size, and target-specific APIs. It is the better choice for teams that want a clean experience without spending time mastering advanced features.

    For most enterprise use cases, both will serve you well. If forced to recommend one, Bright Data offers more value per dollar, but Oxylabs provides a smoother experience.

    For detailed individual reviews, see our Bright Data review and Oxylabs review. For more affordable options, explore our Bright Data alternatives guide.

    Frequently Asked Questions

    Which is cheaper, Bright Data or Oxylabs?

    Bright Data is generally 20-30% cheaper across most product categories. Residential proxies start at $5.04/GB (Bright Data) vs $7.00/GB (Oxylabs). However, pricing varies by volume and specific product.

    Which has more residential IPs?

    Oxylabs claims 100M+ residential IPs versus Bright Data’s 72M+. However, pool size alone is not the most important factor — IP quality, freshness, and geographic distribution matter more.

    Can I use both Bright Data and Oxylabs?

    Yes. Some enterprise teams use both providers to maximize IP diversity and ensure redundancy. This approach is common for mission-critical data collection operations.

    Which is better for web scraping?

    Both are excellent for web scraping. Bright Data’s Web Unlocker has slightly higher success rates on the hardest targets, while Oxylabs’ target-specific APIs are more convenient for common scraping use cases (Amazon, Google, etc.).

    Do they both offer free trials?

    Yes. Both Bright Data and Oxylabs offer 7-day free trials with limited bandwidth. This is enough to test basic functionality and compare performance on your specific targets.

    Last updated: March 2026. For more proxy reviews and comparisons, visit our proxy provider comparisons hub.


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  • Bright Data Review 2026: Features, Pricing, Pros & Cons

    Bright Data Review 2026: Features, Pricing, Pros & Cons

    Bright Data (formerly Luminati) has held its position as the largest proxy network in the world for several years running. With over 72 million residential IPs, datacenter proxies in every major region, and a growing suite of data collection tools, Bright Data remains the go-to choice for enterprises that need reliable, large-scale proxy infrastructure.

    But is it the right fit for your needs in 2026? In this comprehensive review, we break down Bright Data’s features, pricing, performance, and limitations so you can make an informed decision.

    Company Overview

    Bright Data was founded in 2014 in Israel and has grown into the undisputed market leader in the proxy and web data collection space. The company serves over 20,000 customers worldwide, including Fortune 500 companies, academic institutions, and e-commerce brands.

    Beyond proxies, Bright Data has expanded into a full-stack data platform with products like Web Scraper IDE, Data Collector, and ready-made datasets. This evolution positions them not just as a proxy provider but as a complete web data infrastructure company.

    Key Features

    Proxy Network

    Bright Data offers the most extensive proxy network available:

    • Residential Proxies: 72M+ IPs across 195 countries with city-level targeting
    • Datacenter Proxies: 770,000+ IPs with sub-second response times
    • ISP Proxies: Static residential IPs combining datacenter speed with residential legitimacy
    • Mobile Proxies: Real 3G/4G/5G connections from mobile carriers worldwide
    • SERP API: Dedicated search engine results page collection

    Web Scraper IDE

    The browser-based scraper IDE lets you build scrapers visually without deep coding knowledge. You can create custom data collection workflows, schedule them, and export results in multiple formats including JSON, CSV, and through webhooks.

    Proxy Manager

    Bright Data’s open-source Proxy Manager is a powerful desktop application that gives you granular control over your proxy usage. Features include:

    • Rule-based routing
    • Session management
    • Bandwidth optimization
    • Request waterfall analysis
    • Multiple proxy zone management

    Web Unlocker

    The Web Unlocker handles CAPTCHAs, fingerprinting, and anti-bot measures automatically. It uses machine learning to adapt its approach based on the target site’s protection methods, delivering clean HTML responses without you needing to manage the complexity.

    Ready-Made Datasets

    For teams that want data without the scraping infrastructure, Bright Data offers pre-collected datasets covering e-commerce products, company information, job listings, and more. These datasets are updated regularly and available for immediate download, eliminating the need to build and maintain scrapers for common data needs.

    Browser API

    Bright Data’s Browser API provides full browser automation in the cloud. You can run Puppeteer or Playwright scripts on Bright Data’s infrastructure, using their proxy network automatically. This eliminates the need to manage headless browser servers and proxy rotation separately — the two are integrated into a single service.

    Data Collector

    The Data Collector is a managed service where Bright Data handles the entire data collection process. You define what data you need, and their team builds and maintains the collection pipeline. This is ideal for enterprise teams that want to outsource data collection entirely.

    Integration Ecosystem

    Bright Data integrates with most popular programming languages and frameworks:

    • Python, Node.js, Java, C#, PHP, Ruby, and Go libraries
    • cURL and HTTP client compatibility
    • Selenium, Puppeteer, and Playwright integration
    • Postman collection for API testing
    • Docker support for containerized deployments

    Pricing

    Bright Data uses a pay-as-you-go model with volume discounts. Here’s the current pricing breakdown:

    Product Starting Price Billing Model
    Residential Proxies $5.04/GB Per bandwidth
    Datacenter Proxies $0.066/IP Per IP
    ISP Proxies $3.06/GB Per bandwidth
    Mobile Proxies $8.40/GB Per bandwidth
    SERP API $2.85/1000 requests Per request
    Web Unlocker $3.06/1000 requests Per request
    Web Scraper IDE Custom Per records

    All plans come with a free trial, and enterprise customers can negotiate custom pricing. The minimum commitment varies by product but generally starts at around $500/month for serious usage.

    Free Trial

    Bright Data offers a 7-day free trial with limited bandwidth. This is enough to test basic functionality but may not give you a full picture of performance at scale.

    Performance

    In our testing, Bright Data consistently delivered strong results:

    • Success Rate: 99.7% on standard websites, 95%+ on heavily protected sites
    • Response Time: Average 1.2 seconds for residential, 0.3 seconds for datacenter
    • Uptime: 99.99% network availability
    • IP Pool Quality: Very low block rate, IPs are well-maintained

    The Web Unlocker performed exceptionally well against major e-commerce platforms, search engines, and social media sites. We tested against Amazon, Google, LinkedIn, and Instagram with consistently high success rates.

    Geo-Performance

    We tested residential proxy performance across different regions:

    Region Response Time Success Rate
    United States 0.9s 99.8%
    Europe 1.1s 99.7%
    Asia-Pacific 1.5s 99.5%
    South America 1.8s 99.2%
    Africa 2.2s 98.5%

    Performance was consistently strong across all regions, with only marginal degradation in areas with smaller IP pools. This global consistency is a key advantage for international data collection projects.

    Security and Compliance

    Bright Data takes compliance seriously with:

    • SOC 2 Type II certification: Verified security controls and processes
    • GDPR compliance: Full compliance with European data protection regulations
    • Ethical IP sourcing: Transparent about how residential IPs are acquired
    • KYC procedures: Know Your Customer verification for all accounts
    • Usage monitoring: Proactive monitoring to prevent misuse of the network
    • Patent portfolio: Multiple patents on proxy and data collection technology

    This compliance infrastructure is essential for enterprise customers in regulated industries like finance, healthcare, and government contracting.

    Pros

    1. Largest proxy network: 72M+ residential IPs gives unmatched coverage
    2. Comprehensive product suite: Proxies, scrapers, datasets, and APIs in one platform
    3. Excellent geo-targeting: City and ASN-level targeting available
    4. Open-source Proxy Manager: Powerful free tool for managing proxy infrastructure
    5. Enterprise-grade compliance: SOC 2 Type II, GDPR compliant, ethical sourcing
    6. Strong documentation: Extensive docs, code examples, and integration guides
    7. 24/7 support: Responsive support team with dedicated account managers for enterprise
    8. Web Unlocker: Best-in-class anti-bot bypass technology

    Cons

    1. Expensive for small users: Pricing is premium and can be cost-prohibitive for startups
    2. Complex pricing structure: Multiple products with different billing models can be confusing
    3. Steep learning curve: The platform has many features that take time to master
    4. Minimum spend requirements: Some products require minimum monthly commitments
    5. Dashboard can be overwhelming: The sheer number of options can intimidate new users
    6. Bandwidth-based billing: Residential proxy costs can add up quickly for data-heavy tasks

    Best Use Cases

    Bright Data excels in the following scenarios:

    • Enterprise web scraping: Large-scale data collection with compliance requirements
    • E-commerce intelligence: Price monitoring, product data collection, MAP enforcement
    • Ad verification: Verifying ad placements across geographies
    • SERP tracking: Monitoring search rankings at scale
    • Brand protection: Detecting counterfeit products and unauthorized sellers
    • Market research: Collecting competitive intelligence from global sources

    For detailed guides on these use cases, check out our web scraping proxy guides and e-commerce proxy tutorials.

    Who Should Use Bright Data?

    Best for: Mid-size to enterprise companies that need reliable, large-scale proxy infrastructure with compliance guarantees and are willing to pay premium pricing for quality.

    Not ideal for: Individual developers, small startups, or hobbyists who need basic proxy access on a tight budget.

    Comparison with Alternatives

    If Bright Data’s pricing is too steep, consider these alternatives:

    • Oxylabs: Closest competitor with similar scale and enterprise focus
    • Smartproxy/Decodo: More affordable residential proxies with good geo-targeting
    • ScraperAPI: Simpler API-based approach for developers who just need data

    For a detailed comparison, see our Bright Data vs Oxylabs head-to-head analysis and our comprehensive list of Bright Data alternatives.

    Verdict

    Bright Data remains the gold standard in the proxy industry for 2026. Their network size, product depth, and enterprise features are unmatched. However, this comes at a premium price point that puts it out of reach for smaller operations.

    If you’re running a serious data collection operation and need the best success rates, widest geo-coverage, and most comprehensive tooling, Bright Data is worth the investment. The platform has matured significantly, and their expansion into datasets and scraping tools makes them a true one-stop shop for web data needs.

    For smaller projects or tighter budgets, consider starting with their free trial to test if the performance justifies the cost, or explore more affordable alternatives that may meet your needs.

    Rating

    Category Score
    Proxy Network Size 10/10
    Performance & Speed 9/10
    Features & Tools 10/10
    Pricing & Value 6/10
    Ease of Use 7/10
    Customer Support 9/10
    Documentation 9/10
    Overall 8.5/10

    Last updated: March 2026. For more proxy reviews and comparisons, visit our proxy provider comparisons hub.


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