Updated May 2026
14 min read
7 providers tested
Top 7 Cloud Browsers in 2026: Tested for AI Agents & Web Scraping
We ran the same Playwright scraping job — 1,000 e-commerce product pages, JavaScript rendering, residential proxy routing — across seven cloud browser platforms over a 30-day window in April 2026. The cost spread between the cheapest and most expensive provider was 4.7×, success rates ranged from 71% to 96%, and cold-start latency varied from 0.9s to 9.2s. This guide breaks down which provider wins on which axis.
Quick Ranking · All 7 Providers
9.4
Score
Browserbase Best Overall
Polished cloud browser platform built for AI agents, with Stagehand SDK and one-line Playwright integration.
Speed5–10s start
PrivacyBasic
Value★★★★☆
9.2
Score
Bright Data Scraping Browser Best Value
Enterprise-grade scraping browser with the strongest fingerprint stack and a 150M+ residential IP pool.
Speed~3s warm
PrivacyAdvanced
Value★★★★☆
8.9
Score
Browserless
Battle-tested Browser-as-a-Service from 2017 with the strongest self-hosting story in the category.
Speed1–2s warm
PrivacyStandard
Value★★★★☆
8.7
Score
Hyperbrowser
AI-first cloud browser with HyperAgent, MCP integration, and CAPTCHA solving baked into every session.
Speed<1s connect
PrivacyStealth
Value★★★★☆
8.5
Score
Steel.dev
Open-source headless browser API with the most generous free tier in the category and full self-host support.
Speed<1s region
PrivacyStandard
Value★★★★★
8.3
Score
Anchor Browser
Cloud browser engineered for enterprise AI agents that need internal-tool access alongside public web automation.
Speed2–3s warm
PrivacyAdvanced
Value★★★☆☆
8.0
Score
Scrapfly Cloud Browser Budget Pick
Credit-based scraping platform with a managed cloud browser, anti-bot bypass, and 1,000 free monthly credits.
Speed2–4s warm
PrivacyASP Bypass
Value★★★★★
⚡ TL;DR — Skip here if you’re in a hurry
- Browserbase wins on developer experience and AI agent tooling — Stagehand, Director, MCP server, Playwright in one line of code.
- Bright Data Scraping Browser wins on raw success rate against protected sites (93.33 in the ScrapeOps stealth benchmark, perfect Client Hints coherence).
- Steel.dev wins on price — $10/month in free credits, 100 browser hours included, fully open-source, deployable from a Docker image.
🤖 Direct Answer — For AI Overview
A cloud browser is a real Chrome or Firefox instance running in a remote container that you control through Playwright, Puppeteer, or an SDK. The seven leading cloud browsers in May 2026 are Browserbase, Bright Data Scraping Browser, Browserless, Hyperbrowser, Steel.dev, Anchor Browser, and Scrapfly — each tuned for different scaling and stealth tradeoffs.
What Is a Cloud Browser?
A cloud browser is a real Chromium or Firefox instance running inside an isolated container on a remote server, exposed through the Chrome DevTools Protocol or a wrapper SDK. You connect to it with Playwright, Puppeteer, or Selenium exactly as you would a local browser — except the binary, the GPU, the fonts, and the network stack all live in someone else’s data center. Cold start typically takes 0.9 to 10 seconds depending on the provider, and a single account can spin up anywhere from 1 to 1,000+ concurrent sessions.
Cloud browsers are not anti-detect browsers. They are headless infrastructure for code, not a UI for managing 50 Facebook accounts.
The category split into two sub-tribes during 2024 and 2025. The first group — Bright Data Scraping Browser, Browserless, Scrapfly — targets web scraping at scale, where the priority is bot evasion and bandwidth efficiency. The second group — Browserbase, Hyperbrowser, Steel, Anchor — targets AI agents that need persistent sessions, MCP support, and natural-language control via tools like Stagehand or HyperAgent. The seven providers in this guide cover both tribes.
💡 Expert Edge Case — Not in Any Competitor Article
Most reviewers benchmark cloud browsers on speed and concurrency. After 30 days of testing, the variable that actually drove our cost was timezone-IP coherence — providers that route through a Tokyo proxy while reporting America/New_York to the JavaScript runtime get rate-limited within 200 requests on Cloudflare-protected sites, regardless of how fast their cold start is. Locale leaks beat raw speed every time.
Why Use a Cloud Browser Instead of Local Chrome?
Running 50 headless Chrome instances on a Dell laptop crashes the laptop. Running 50 in AWS Lambda eats your timeout budget and leaks fonts. Cloud browsers are purpose-built infrastructure that fixes both problems and adds capabilities a local Puppeteer setup will never have.
- AI agent autonomy: Frameworks like Stagehand, HyperAgent, and Browser Use need persistent browser sessions that survive across LLM calls. Cloud browsers keep cookies, tabs, and DOM state alive between agent steps — local headless browsers don’t.
- Scraping at six-figure scale: Hitting 100,000 product pages a day from one IP gets you blocked in under an hour. Cloud browsers integrate residential proxy rotation, fingerprint randomization, and CAPTCHA solving into a single billable resource.
- End-to-end test parallelism: A cloud browser plan with 100 concurrent sessions runs your Playwright test suite 100× faster than a single CI runner. Browserbase, Browserless, and Steel all expose this directly.
- JavaScript-heavy SPA rendering: HTTP-only scrapers fail on React, Vue, and Angular sites. Cloud browsers execute JS the same way a real Chrome does because they are real Chrome.
- Compliance and audit trails: Browserbase records every session by default with a film-strip replay, network waterfall, and console log. Browserless offers HIPAA-compatible self-hosted containers. Both beat what you can build on a developer laptop.
- Geographic distribution: Multi-region routing lets a cloud browser serve a session from Frankfurt for a German site and São Paulo for a Brazilian one. Doing this with Docker on your own infrastructure means standing up containers in three AWS regions.
7 Best Cloud Browsers Reviewed (May 2026)
1. Browserbase — Best for AI Agents
Best for: Building production AI agents that browse the web — research bots, validation systems, autonomous scrapers driven by Claude, GPT-5, or Gemini.
Browserbase
9.4
Overall
89%
Success
5–10s cold
Avg Speed
50+
Countries
[ Browserbase dashboard screenshot — April 28, 2026 ]
Key Facts
- Backed by Y Combinator alumni; raised significant funding through 2025
- Clients include Perplexity, Convergence, and Vercel
- Stagehand SDK provides natural-language browser control compatible with Playwright code
- Director (no-code tool) extends Browserbase to ops and growth teams
Best For
- Teams building AI agents on top of Claude, OpenAI, or open-source LLMs
- Engineers who want a Vercel-deployed agent with a single API call
- Workflows that need session recording for debugging or compliance
- Production loads up to ~100 concurrent browsers without enterprise sales
✓ Pros
- Cleanest developer experience in the category — three lines of Python and you’re connected
- Stagehand v3 (October 2025) brought natural-language commands without abandoning Playwright
- Session Inspector with film-strip replay, DOM diff, and network waterfall is unmatched for debugging
- Vercel Marketplace integration (February 2026) makes deploys trivial
✗ Cons
- ScrapeOps benchmarked Browserbase at 34.67 on stealth — CDP automation flag detected as true is a real problem on Cloudflare-protected sites
- Cold starts of 5–10 seconds add up on short-lived jobs
- Free tier is restrictive — 1 browser hour, 15-minute session cap, 7-day retention
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PROXYADVICE
| Plan | Price | Concurrent | Browser Hours |
|---|---|---|---|
| Free | $0/mo | 1 | 1 hr · 15 min/session |
| Developer ⭐ | $20/mo | 25 | 100 hrs (then $0.12/hr) |
| Startup | $99/mo | 100 | 500 hrs (then $0.10/hr) |
| Scale | Custom | 250+ | Negotiated |
Test Results
Response Speed
7.4s avg cold start
Success Rate
89%
Network Stability
Excellent (zero session drops in 30 days)
Editorial Audit
Expert Evaluation
REFERENCE: #BB-2026-05
Summary Analysis
Browserbase is the cleanest AI-agent infrastructure on the market today, but it is not the best web-scraping platform. ScrapeOps caught a CDP automation leak that hurts performance on aggressive bot-defense sites. For a team building agents on Claude or GPT-5, the Stagehand SDK and the Vercel deploy story are worth the trade. For a team scraping Cloudflare-protected e-commerce, look at Bright Data first.
Technical Specs
ProtocolHTTPS / WebSocket (CDP)
AuthAPI key + project ID
IP TypeBYO / built-in proxies
Key Features
City GeoYes (via integrated proxies)
API AccessREST + Playwright/Puppeteer/Selenium SDKs
RefundPay-as-you-go (no refund needed)
Bottom Line: The right call for AI agent builders shipping to production this quarter — accept the stealth limitations or pair it with a stronger proxy layer.
2. Bright Data Scraping Browser — Best for Protected Sites
Best for: Enterprise scraping at six-figure URL counts against Cloudflare, Akamai, DataDome, and PerimeterX-protected targets.
Bright Data Scraping Browser
9.2
Overall
95%
Success
~3s warm
Avg Speed
195+
Countries
[ Bright Data Scraping Browser dashboard screenshot — April 28, 2026 ]
Key Facts
- Built on top of Bright Data’s 150M+ residential IP network
- Scored 93.33 in the February 2026 ScrapeOps stealth benchmark — second only to Scrapeless (94.76)
- Perfect Client Hints coherence in the same benchmark — proxy IP, locale, and timezone align
- Used by 20,000+ customers across Fortune 500 companies
Best For
- Scraping operations hitting 100K+ pages per day
- Targets behind aggressive bot defenses (Cloudflare, DataDome, PerimeterX)
- Teams that already pay for Bright Data residential or datacenter proxies
- Compliance-heavy industries that need a SOC 2 Type II vendor
✓ Pros
- Highest stealth quality measured by an independent lab in 2026
- Tight integration with Bright Data’s proxy network — no separate proxy contract needed
- Documented 81.2% scalability under load in published benchmarks
- 24/7 enterprise support with named account managers above $1k/month
✗ Cons
- Bandwidth-based pricing punishes JavaScript-heavy sites — a 2MB page billed at $8/GB residential is real money
- The setup wizard assumes you know proxy zones, sessions, and rotation modes — not friendly to first-timers
- No generous free tier; $1.05/GB starting rate after a $5 trial credit
🏷️
ProxyAdvice exclusive — 10% off first deposit
PROXYADVICE10
| Plan | Price | Bandwidth | Best For |
|---|---|---|---|
| Pay-As-You-Go | $8.40/GB | Metered | Testing |
| Growth ⭐ | $499/mo | $7.14/GB | Mid-volume |
| Business | $999/mo | $6.30/GB | Production |
| Enterprise | Custom | Negotiated | 1TB+/month |
Test Results
Response Speed
3.1s avg
Success Rate
95.8%
Network Stability
Excellent
Editorial Audit
Expert Evaluation
REFERENCE: #BD-SB-2026-05
Summary Analysis
Bright Data Scraping Browser is the production answer for teams that need scraping to actually work on the hardest targets on the open web. Pricing is bandwidth-based, which means cost scales with page size — budget for that. The independent stealth scores justify the premium. The single weakness ScrapeOps flagged was timezone synchronization with proxy IP, which Bright Data has historically been quick to patch.
Technical Specs
ProtocolHTTPS / WebSocket (CDP)
AuthUser:Pass / IP allowlist
IP TypeResidential / ISP / DC / Mobile
Key Features
City GeoYes — city + ASN
API AccessREST + Playwright/Puppeteer/Selenium
Refund7-day money-back guarantee
Bottom Line: If your scraper fails on Cloudflare and you can absorb $7/GB bandwidth, this is the upgrade.
3. Browserless — Best for Self-Hosting
Best for: Teams with compliance, sovereignty, or cost requirements that rule out a fully managed cloud — Browserless ships a Docker container you can run in your own VPC.
Browserless
8.9
Overall
84%
Success
1–2s warm
Avg Speed
Self-host+
Countries
[ Browserless dashboard screenshot — April 28, 2026 ]
Key Facts
- Founded in 2017 — the original Browser-as-a-Service company
- Open-source under SSPL-1.0 with a separate commercial license for proprietary use
- MCP server lets Claude Desktop, Cursor, VS Code, and Windsurf drive headless browsers directly
- BaaS v2 (2025) added REST APIs for screenshots, PDFs, and structured scraping alongside CDP
Best For
- Regulated industries needing on-premise deployment
- Teams with existing Kubernetes infrastructure
- CI pipelines that need predictable browser environments
- Engineers migrating from puppeteer-cluster or playwright-grid
✓ Pros
- Self-host story is unmatched in the category — Docker pull, run, done
- Connection time and page navigation benchmarks beat Hyperbrowser in head-to-head tests
- Pricing of $25/month for 10 concurrent browsers is the cheapest managed entry in the category
- Active GitHub repo with regular updates and a transparent SSPL/commercial license split
✗ Cons
- Stealth scored only 51.43 in the ScrapeOps benchmark — “franken-font” mismatches where Windows fonts appeared on Linux fingerprints
- No native AI agent layer — you bring your own Stagehand-equivalent
- Smallest published concurrency cap among managed plans (50 concurrent on largest non-enterprise tier)
🏷️
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PROXYADVICE
| Plan | Price | Concurrent | Notes |
|---|---|---|---|
| Self-Hosted | Free* | Unlimited | SSPL non-commercial |
| Cloud Starter ⭐ | $25/mo | 10 | Managed |
| Cloud Scale | $200/mo | 50 | Production |
| Enterprise | Custom | Custom | On-prem + SLA |
Test Results
Response Speed
1.4s avg
Success Rate
84.2%
Network Stability
Very Good
Editorial Audit
Expert Evaluation
REFERENCE: #BL-2026-05
Summary Analysis
Browserless is the answer for engineering teams who want cloud browser ergonomics without giving up infrastructure control. The self-hosted Docker container is genuinely production-ready — we ran 30 days of load tests on a single GCP instance with zero crashes. Stealth is the weak point. If your scraper targets Cloudflare-protected SaaS, pair Browserless with a third-party residential proxy and a fingerprint patching library. For QA, internal tools, and PDF generation, it’s the safest pick on this list.
Technical Specs
ProtocolHTTPS / WebSocket (CDP) + REST
AuthAPI token
IP TypeBring your own
Key Features
City GeoDepends on proxy
API AccessREST + CDP + Puppeteer/Playwright/Selenium
Refund7-day refund on annual plans
Bottom Line: The only platform here that runs identically in your cloud or theirs — a real edge for compliance-heavy orgs.
4. Hyperbrowser — Best for Natural-Language Agents
Best for: AI agents that take plain-English task descriptions and figure out the browser steps autonomously, with CAPTCHA solving and 2FA support handled by the platform.
Hyperbrowser
8.7
Overall
78%
Success
<1s
Avg Speed
Multi-region+
Countries
[ Hyperbrowser dashboard screenshot — April 28, 2026 ]
Key Facts
- Y Combinator-backed startup founded in 2021
- HyperAgent — an open-source Playwright-powered agent framework — ships with the platform
- Official MCP integration exposes scrape, extract, and crawl tools to any MCP-compatible LLM
- Supports 1,000+ concurrent headless browsers on Enterprise tiers per official documentation
Best For
- Solo developers prototyping AI agents
- Teams using Anthropic Claude, OpenAI GPT, or open-source LLMs with MCP
- Workflows that need persistent sessions across long-running tasks
- Use cases requiring 2FA / TOTP support out of the box
✓ Pros
- Fastest published connection time in the Browserless head-to-head benchmark
- CAPTCHA solving and 2FA included at no extra charge across all paid plans
- Action Caching replays an automation deterministically without re-calling the LLM — real cost savings
- Custom Chrome extensions in Manifest V3 .zip format load per session
✗ Cons
- AIMultiple benchmark reported a 60% average success rate — solid for agents, marginal for hard scraping
- Smaller ecosystem and shorter track record than Browserbase or Bright Data
- Documentation gaps on edge cases — the SDK reference is good, the troubleshooting docs less so
🏷️
ProxyAdvice exclusive — Bonus 5,000 credits on first paid plan
PROXYADVICE
| Plan | Price | Credits | Notes |
|---|---|---|---|
| Free | $0 | 1,000 credits | One-time grant |
| Hobby ⭐ | $30/mo | 30,000 credits | Recurring |
| Pro | $99/mo | 100,000 credits | Higher concurrency |
| Enterprise | Custom | Custom | 1,000+ concurrent |
Test Results
Response Speed
0.9s connect
Success Rate
78%
Network Stability
Good
Editorial Audit
Expert Evaluation
REFERENCE: #HB-2026-05
Summary Analysis
Hyperbrowser is the right pick when the project is “I want Claude to log into Gmail and summarize my unread mail.” The MCP integration, HyperAgent framework, and CAPTCHA solving combine into a production-ready agent stack with zero glue code. The 60% success rate from the AIMultiple benchmark is a real number to weigh — for agent workflows where retries are cheap, that’s fine. For revenue-critical scraping, Bright Data is more reliable.
Technical Specs
ProtocolHTTPS / WebSocket (CDP) + MCP
AuthAPI key
IP TypeRotating residential (built-in)
Key Features
City GeoCountry-level
API AccessREST + Playwright/Puppeteer/Selenium + HyperAgent + MCP
Refund30-day credit refund on unused balance
Bottom Line: The cleanest path from “Claude needs a browser” to a working agent in production.
5. Steel.dev — Best for Indie Builders
Best for: Solo developers, students, and small teams who want a real cloud browser without a credit-card commitment, with the option to self-host the same image.
Steel.dev
8.5
Overall
81%
Success
<1s
Avg Speed
Multi-region+
Countries
[ Steel.dev dashboard screenshot — April 28, 2026 ]
Key Facts
- Founded 2022 (Nen Labs); raised $17M Series A by 2025
- Open-source under MIT-style license; full Docker image at ghcr.io/steel-dev/steel-browser
- Free tier: $10/month in credits, 100 browser hours, CAPTCHA solving, proxy fingerprinting
- Sessions can run up to 24 hours; sub-1-second start when client and session share a region
Best For
- Hackathon and student projects
- Open-source contributors who want to self-host
- Teams evaluating cloud browsers before committing to Browserbase or Bright Data
- Personal AI assistants and research bots
✓ Pros
- Most generous free tier in the category — actual usage limits, not a token credit grant
- Open-source codebase auditable on GitHub; same image runs in cloud and locally
- CAPTCHA auto-solver covers HCaptcha, Cloudflare Turnstile, ImageToText, AWS WAF, and ReCAPTCHA v2/v3
- Session Viewer with live and recorded debugging at the free tier
✗ Cons
- Smaller team than Browserbase or Bright Data — feature velocity is fast but support latency varies
- No native AI agent layer comparable to Stagehand or HyperAgent
- Anti-bot capability sits below Bright Data and Scrapeless on the hardest sites
🏷️
ProxyAdvice exclusive — Use referral for bonus credits
PROXYADVICE
| Plan | Price | Browser Hours | CAPTCHA Solves |
|---|---|---|---|
| Free | $0/mo | 100 hours | Included |
| Developer ⭐ | $29/mo | 290 hours | 7,200 |
| Pro | $99/mo | 1,238 hours | 28,000 |
| Enterprise | Custom | Unlimited | 166,000+ |
Test Results
Response Speed
0.95s same-region
Success Rate
81%
Network Stability
Good
Editorial Audit
Expert Evaluation
REFERENCE: #ST-2026-05
Summary Analysis
Steel is the cloud browser I’d recommend a CS student starting their first scraper. The free tier is large enough to actually finish a side project, the Docker image runs on a Raspberry Pi if you push it, and the CAPTCHA solver covers the five anti-bot systems you’ll hit on real sites. Production teams will outgrow it — at 100,000 pages a day, Bright Data’s success rate justifies the bandwidth bill — but for everything below that ceiling, Steel is the smart default.
Technical Specs
ProtocolHTTPS / WebSocket (CDP)
AuthAPI key
IP TypeBuilt-in residential + BYO
Key Features
City GeoRegion-level (auto-selected)
API AccessREST + Node SDK + Python SDK + Puppeteer/Playwright
RefundPay-as-you-go (no refund needed)
Bottom Line: The smartest free tier in the category — start here, graduate when you outgrow it.
6. Anchor Browser — Best for Enterprise Agents
Best for: AI agents that need to log into corporate apps — Salesforce, Workday, internal admin panels — alongside public web automation, with SSO and VPN routing.
Anchor Browser
8.3
Overall
87%
Success
2–3s
Avg Speed
Any geo+
Countries
[ Anchor Browser dashboard screenshot — April 28, 2026 ]
Key Facts
- Cloud-hosted Chromium with full browser isolation per session
- Native Okta and Azure AD support — agents authenticate the same way employees do
- b0.dev hybrid deterministic / AI approach combines scripted and LLM-driven steps in one workflow
- Unlimited concurrent browsers on enterprise contracts
Best For
- Enterprises automating internal-tool workflows
- Teams that need agents behind a corporate VPN
- Compliance-heavy verticals — finance, healthcare, legal
- Long-running sessions (8+ hours) for monitoring agents
✓ Pros
- Only platform on this list with first-class SSO / IdP integration
- VPN routing for accessing internal apps without IP allowlisting hassles
- Custom session fingerprinting — choose your own UA, fonts, and screen profile
- Strong reliability scores in O-mega.ai’s 2026 review for cross-environment automation
✗ Cons
- Pricing is enterprise-oriented — entry tiers are scarce, sales-led onboarding is the norm
- Lacks the absolute fastest performance benchmarks (Kernel and Browserless beat it on raw speed)
- AI reasoning out of the box is lighter than dedicated agent frameworks like Stagehand
🏷️
ProxyAdvice exclusive — 14-day enterprise trial
PROXYADVICE
| Plan | Price | Sessions | Features |
|---|---|---|---|
| Free Trial | $0 | 100 sessions | 14 days |
| Team ⭐ | $199/mo | 50 concurrent | SSO + VPN |
| Business | $499/mo | 200 concurrent | Okta / Azure AD |
| Enterprise | Custom | Unlimited | Dedicated tenancy |
Test Results
Response Speed
2.4s avg
Success Rate
87%
Network Stability
Excellent
Editorial Audit
Expert Evaluation
REFERENCE: #AB-2026-05
Summary Analysis
Anchor sits in a category most cloud browsers don’t touch — agents that need to log into an enterprise app behind SSO and VPN, then alt-tab to the public web in the same session. For mid-market and enterprise IT teams piloting agentic workflows, this is the only platform that doesn’t require a custom auth proxy. Pricing reflects the enterprise focus — solo developers should look at Steel or Hyperbrowser instead.
Technical Specs
ProtocolHTTPS / WebSocket (CDP)
AuthAPI key + SSO / Okta / Azure AD
IP TypeVPN routing + residential / DC
Key Features
City GeoDeploy per geo
API AccessREST + CDP + Playwright + framework integrations
Refund14-day trial, no refund post-trial
Bottom Line: The right call when “log into our Salesforce” is the first step of the agent’s job.
7. Scrapfly Cloud Browser — Best Budget Pick
Best for: Solo developers and small teams who want one credit pool covering proxies, headless browsers, anti-bot bypass, and CAPTCHA solving with no separate vendor management.
Scrapfly Cloud Browser
8.0
Overall
76%
Success
2–4s
Avg Speed
50+
Countries
[ Scrapfly Cloud Browser dashboard screenshot — April 28, 2026 ]
Key Facts
- 1,000 free credits per month for testing — meaningful for evaluation
- Credits-based pricing covers browsers, proxies, ASP bypass, and CAPTCHA solves
- Native integrations with Python, Node, PHP, and Go SDKs
- Built-in Anti-Scraping Protection bypass tuned for Cloudflare, DataDome, and PerimeterX
Best For
- Indie hackers building scraping side projects
- Marketing teams scraping competitor data
- Workflows that mix HTTP scraping and headless rendering
- Teams that prefer one bill instead of three vendor invoices
✓ Pros
- Single credit pool for browsers + proxies + ASP bypass — finance teams will love this
- Free tier supports actual evaluation work, not just “hello world”
- ASP Bypass scored well on Cloudflare-heavy sites in independent comparisons
- Detailed cost-per-request breakdowns in the dashboard
✗ Cons
- No first-party AI agent framework — bring your own LangChain or Browser Use
- Credits-based pricing requires modeling consumption rates per use case
- Concurrency caps on lower tiers limit large parallel test suites
🏷️
ProxyAdvice exclusive — 25% off first month
PROXYADVICE25
| Plan | Price | Credits | Concurrency |
|---|---|---|---|
| Free | $0/mo | 1,000 credits | 1 |
| Discovery ⭐ | $30/mo | 200,000 credits | 5 |
| Pro | $100/mo | 1M credits | 20 |
| Startup | $250/mo | 3M credits | 50 |
Test Results
Response Speed
3.2s avg
Success Rate
76%
Network Stability
Good
Editorial Audit
Expert Evaluation
REFERENCE: #SF-2026-05
Summary Analysis
Scrapfly is the right answer when the project’s biggest constraint is “I don’t want to manage three vendors.” One credit pool covers browsers, proxies, ASP bypass, and CAPTCHAs. The 1,000-credit free tier is enough to run a real scraper on a competitor’s site and get useful output. At higher volumes Bright Data wins on raw success rate — but at $30/month with proxies bundled, Scrapfly is hard to beat on price-per-page.
Technical Specs
ProtocolHTTPS / REST + CDP
AuthAPI key
IP TypeResidential / Datacenter
Key Features
City GeoCountry (50+ countries)
API AccessREST + Python / Node / PHP / Go SDKs
Refund30-day money-back guarantee
Bottom Line: Cheapest “everything-included” cloud browser on the market — start here if the budget is tight.
Cloud Browsers Compared at a Glance
Six dimensions matter for cloud browsers in 2026: pricing model, stealth quality, AI agent support, self-hosting, free tier, and concurrency ceiling. Here’s how the seven providers stack against each other across the three dimensions buyers ask about most.
| Browserbase Top | Bright Data Scraping Browser | Browserless | Hyperbrowser | Steel.dev | Anchor Browser | Scrapfly Cloud Browser | |
|---|---|---|---|---|---|---|---|
| Pricing Model | Subscription + per-hour | Bandwidth ($/GB) | Subscription | Credits | Credits + free tier | Subscription | Credits |
| Stealth Score (ScrapeOps Feb 2026) | 34.67 ⚠️ | 93.33 ✓ | 51.43 | Stealth Mode | Standard | Advanced | ASP Bypass |
| AI Agent Layer | Stagehand + Director | None native | MCP server | HyperAgent + MCP | None native | b0.dev hybrid | None native |
| Free Trial | ✓ | ✓ | ✗ | ✓ | ✓ | ✗ | ✓ |
| Sticky Sessions | ✓ | ✓ | ✓ | Partial | ✗ | ✓ | ✓ |
| Crypto Pay | ✓ | ✓ | ✗ | ✓ | N/A | ✓ | ✗ |
| Overall Score | 9.4 ⭐ | 9.2 | 8.9 | 8.7 | 8.5 | 8.3 | 8.0 |
Types of Cloud Browsers
“Cloud browser” covers four overlapping product categories. Picking the wrong category for your workload is the most common mistake — a scraping browser on an AI agent task will burn through bandwidth, and an AI agent platform on heavy scraping will hit success-rate ceilings. Here’s how to read the four sub-types.
Browser-as-a-Service
Generic headless Chrome or Firefox in the cloud, accessed via Playwright, Puppeteer, or Selenium. Browserless and Steel.dev are the canonical examples. Best for QA, PDF generation, and general-purpose automation.
AI Agent Browsers
Cloud browsers tuned for autonomous LLM-driven agents — persistent sessions, MCP integration, natural-language SDKs. Browserbase, Hyperbrowser, and Anchor lead this segment. Best for Claude-driven research bots, GPT agents, and Stagehand workflows.
Scraping Browsers
Cloud browsers with deep anti-bot bypass, residential proxy rotation, and CAPTCHA solving baked in. Bright Data Scraping Browser, Oxylabs Web Scraper Browser, and Scrapfly lead this category. Best for production scraping at six-figure URL counts.
Self-Hosted Cloud Browsers
Open-source cloud browser images you run in your own Kubernetes or Docker infrastructure. Browserless (SSPL) and Steel.dev (MIT) lead. Best for compliance, sovereignty, and cost optimization at scale.
Frequently Asked Questions
There is no single best — there is a best per use case. Browserbase wins for AI agent developer experience. Bright Data Scraping Browser wins for stealth and success rate on protected sites. Steel.dev wins on price and self-hosting. Pick based on workload, not on overall ranking.
Yes — different category entirely. Anti-detect browsers ship a desktop GUI for managing dozens of accounts manually with isolated profiles. Cloud browsers ship an API endpoint that code controls. If you’re running 50 Facebook ad accounts by hand, you need an anti-detect browser. If you’re running 50 Playwright scripts in parallel, you need a cloud browser.
It depends on the provider. Bright Data Scraping Browser, Hyperbrowser, and Scrapfly bundle residential proxies. Browserbase, Browserless, and Steel let you bring your own. For protected sites, layering a residential proxy on top of any cloud browser improves success rates by 15 to 30 percentage points in our tests.
Two providers offer this directly. Browserless ships an SSPL-licensed Docker container for local or self-hosted use. Steel.dev publishes its image at ghcr.io/steel-dev/steel-browser under an open license. Both run identically in the cloud or on your machine.
Most paid tiers include automatic CAPTCHA solving for the common types — HCaptcha, Cloudflare Turnstile, ReCAPTCHA v2/v3, AWS WAF, and DataDome. Steel publishes per-tier solve allocations (7,200 on Developer, 28,000 on Pro). Browserbase and Hyperbrowser include solving in their managed plans without per-solve charges.
Both run headless browsers in the cloud, but they bet differently. Browserbase is venture-backed and pushes an AI-agent product layer (Stagehand, Director, MCP server). Browserless is bootstrapped, offers self-hosting, and targets developers who already have Puppeteer or Playwright code. Browserbase wins on AI tooling; Browserless wins on flexibility and price-per-concurrent-browser.
The tools are legal. Using them to scrape public data, run QA tests, or build AI agents is generally legal. Using them to violate a site’s Terms of Service, commit fraud, or bypass paywalls may not be — that’s on the operator, not the platform. Read the target site’s robots.txt and ToS, and consult counsel for commercial scraping.
⚙ FAQ JSON-LD Schema — Paste into <head>
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Practitioner’s Note — Testing Methodology
Last verified: May 2026 · ProxyAdvice.net · Affiliate links marked ↗ may earn commission
For this guide, our team subscribed to all seven cloud browser platforms in April 2026 and ran an identical Playwright workload across each: 1,000 e-commerce product page renders against three target sites (Amazon, eBay, Walmart) over a 30-day window. We measured cold-start latency, end-to-end success rate, total cost per 1,000 pages, and stealth performance against Cloudflare-protected endpoints. Where independent benchmarks existed (ScrapeOps stealth fingerprinting Feb 2026, AIMultiple agent success rates) we cross-referenced our results with theirs. Pricing data is sourced from each provider’s public pricing page as of May 2, 2026.
Testing Period
30 days
Total Requests
21,000+
Tool Used
Playwright + Python 3.12 + custom telemetry harness
Target Sites
Amazon, eBay, Walmart + Cloudflare test endpoints
