API Plan Finder
Prices and limits match the providers' official pagesChecked 2026-11-11

Headless browser limits: when you hit one

20 provider limits with the provider's own sentence and check date. The link in each section gives the verdicts at twice a typical monthly workload.

Airtop: Too many requests at once

Calls above the concurrency cap wait or are refused.

3 simultaneous sessions 1 deployed agent

Source: airtop.ai/pricing

3 simultaneous sessions 10 deployed agents Integrated Proxy

Source: airtop.ai/pricing

30 deployed agents 30 simultaneous sessions Custom Proxy

Source: airtop.ai/pricing

Checked 2026-11-11

Plans that clear it: Kernel Start-up (150 at once); Anchor Browser Growth (200 at once).

At twice the workload

Anchor Browser: Too many requests at once

Calls above the concurrency cap wait or are refused.

Up to 5 concurrent browsers

Source: anchorbrowser.io/pricing

Up to 25 concurrent browsers

Source: anchorbrowser.io/pricing

Up to 50 concurrent browsers

Source: anchorbrowser.io/pricing

Checked 2026-11-11

At twice the workload

Bright Data: Credits run out

No extra usage: when the included credits are used up, calls stop until the next period or a new plan.

A free tier account has a hard stop when credits are exhausted, never a surprise bill.

Source: docs.brightdata.com/general/account/billing-and-pricing/free-tier.md

Checked 2026-11-11

Plans that clear it: Anchor Browser Starter (extra usage allowed); Anchor Browser Team (extra usage allowed); Anchor Browser Growth (extra usage allowed).

At twice the workload

Bright Data: Too many requests at once

Calls above the concurrency cap wait or are refused.

Simulates Human-Like Browsing Behavior Unlimited Concurrent Requests Ethical Compliance

Source: brightdata.com/pricing/scraping-browser

Pay as you go $ 8 /GB Start free No monthly commitment Built-in proxies and unlocking Puppeteer, Playwright & Selenium supported Unlimited concurrent sessions

Source: brightdata.com/pricing/scraping-browser

71 GB included Built-in proxies and unlocking Puppeteer, Playwright & Selenium supported Unlimited concurrent browsers

Source: brightdata.com/pricing/scraping-browser

Checked 2026-11-11

Plans that clear it: Hyperbrowser Free (1 at once); Browserless Free (2 at once); Airtop Free (3 at once).

At twice the workload

Browser Use: Requests are rejected with 429

A request rate above the limit is refused.

Creates, lists, updates, deletes, event reads, and full run reads max(25, 2 × stored concurrency) requests/second, capped at 100

Source: docs.browser-use.com/cloud/guides/concurrency

Checked 2026-11-11

Plans that clear it: Cloudflare Browser Run Workers Paid (30 requests per second).

At twice the workload

Browser Use: Too many requests at once

Calls above the concurrency cap wait or are refused.

Start with 10 concurrent sessions.

Source: browser-use.com/pricing

Checked 2026-10-16

Plans that clear it: Anchor Browser Starter (25 at once); Airtop Professional (30 at once); Browserless Starter (40 at once).

At twice the workload

Browserbase: Too many requests at once

Calls above the concurrency cap wait or are refused.

Free Plan $0/mo Get started with Browserbase. Explore and prototype ideas. Infrastructure 3 concurrent browsers 1 browser hour

Source: browserbase.com/pricing

Developer Plan $20/mo Build and test real workflows. Prepare for production. Infrastructure 25 concurrent browsers 100 browser hours then $0.12/browser hr

Source: browserbase.com/pricing

Startup Plan $99/mo Run in production with room to grow and scale usage. Infrastructure 100 concurrent browsers 500 browser hours then $0.10/browser hr

Source: browserbase.com/pricing

Checked 2026-11-11

Plans that clear it: Kernel Start-up (150 at once); Anchor Browser Growth (200 at once).

At twice the workload

Browserless: Credits run out

No extra usage: when the included credits are used up, calls stop until the next period or a new plan.

Free plans will actively reject incoming requests after the threshold is met.

Source: browserless.io/pricing

Checked 2026-11-11

Plans that clear it: Anchor Browser Starter (extra usage allowed); Anchor Browser Team (extra usage allowed); Anchor Browser Growth (extra usage allowed).

At twice the workload

Browserless: Too many requests at once

Calls above the concurrency cap wait or are refused.

2 max concurrent browsers

Source: browserless.io/pricing

prototyping:{name:"Prototyping",calls:2e4,monthlyConcurrency:5,yearlyConcurrency:10,monthlyPrice:35,yearlyPrice:25

Source: browserless.io/_next/static/chunks/pages/pricing-bcac00ace4f188c8.js

starter:{name:"Starter",calls:18e4,monthlyConcurrency:30,yearlyConcurrency:40,monthlyPrice:200,yearlyPrice:140

Source: browserless.io/_next/static/chunks/pages/pricing-bcac00ace4f188c8.js

Checked 2026-11-11

Plans that clear it: Kernel Start-up (150 at once); Anchor Browser Growth (200 at once).

At twice the workload

Cloudflare Browser Run: Credits run out

No extra usage: when the included credits are used up, calls stop until the next period or a new plan.

Workers Free plan accounts are limited to 10 minutes of Browser Run usage per day. If you exceed that limit, you will receive a 429 error until the next UTC day.

Source: developers.cloudflare.com/browser-run/limits/

Checked 2026-11-11

Plans that clear it: Anchor Browser Starter (extra usage allowed); Anchor Browser Team (extra usage allowed); Anchor Browser Growth (extra usage allowed).

At twice the workload

Cloudflare Browser Run: Requests are rejected with 429

A request rate above the limit is refused.

Total requests (Quick Actions only) 3 1 every 10 seconds

Source: developers.cloudflare.com/browser-run/limits/

Total requests per second (Quick Actions only) 3 30 per second

Source: developers.cloudflare.com/browser-run/limits/

Checked 2026-11-11

At twice the workload

Cloudflare Browser Run: Too many requests at once

Calls above the concurrency cap wait or are refused.

Concurrent browsers (Browser Sessions only) 3 browsers 10 browsers ( averaged monthly ), then $2.00 per additional browser

Source: developers.cloudflare.com/browser-rendering/pricing/

Checked 2026-11-11

Plans that clear it: Anchor Browser Starter (25 at once); Airtop Professional (30 at once); Browserless Starter (40 at once).

At twice the workload

Hyperbrowser: Too many requests at once

Calls above the concurrency cap wait or are refused.

All four products · 1 concurrent session · 7 days of data retention

Source: hyperbrowser.ai/pricing

30,000 credits for all four products 25 concurrent sessions

Source: hyperbrowser.ai/pricing

100,000 credits for all four products 100 concurrent sessions

Source: hyperbrowser.ai/pricing

Checked 2026-11-11

Plans that clear it: Kernel Start-up (150 at once); Anchor Browser Growth (200 at once).

At twice the workload

Kernel: Too many requests at once

Calls above the concurrency cap wait or are refused.

5 concurrent browsers

Source: kernel.sh/pricing

10 concurrent browsers unlimited proxy usage

Source: kernel.sh/pricing

150 concurrent browsers custom (byo) proxies

Source: kernel.sh/pricing

Checked 2026-11-11

Plans that clear it: Anchor Browser Growth (200 at once).

At twice the workload

Lightpanda: Credits run out

No extra usage: when the included credits are used up, calls stop until the next period or a new plan.

The free plan stops until its monthly pool resets.

Source: lightpanda.io/docs/run-on-lightpanda-cloud/limits-and-billing

Checked 2026-11-11

Plans that clear it: Anchor Browser Starter (extra usage allowed); Anchor Browser Team (extra usage allowed); Anchor Browser Growth (extra usage allowed).

At twice the workload

Lightpanda: Too many requests at once

Calls above the concurrency cap wait or are refused.

10 browser hours per month 5 concurrent sessions Community support (Discord)

Source: lightpanda.io/pricing

300 browser hours per month 30 concurrent sessions Email + Slack support

Source: lightpanda.io/pricing

Checked 2026-11-11

Plans that clear it: Browserless Starter (40 at once); Anchor Browser Team (50 at once); Browserless Scale (80 at once).

At twice the workload

Steel: Requests are rejected with 429

A request rate above the limit is refused.

Requests per minute 60 600 Custom

Source: steel.dev/pricing

Checked 2026-11-11

Plans that clear it: Browser Use Pay as you go (25 requests per second); Cloudflare Browser Run Workers Paid (30 requests per second).

At twice the workload

Steel: Too many requests at once

Calls above the concurrency cap wait or are refused.

Concurrent browser sessions 10 100 1,000+

Source: steel.dev/pricing

Checked 2026-11-11

Plans that clear it: Kernel Start-up (150 at once); Anchor Browser Growth (200 at once).

At twice the workload

ZenRows: Credits run out

No extra usage: when the included credits are used up, calls stop until the next period or a new plan.

On Free there are no top-ups: you wait for the next monthly refresh or upgrade to a paid plan.

Source: zenrows.com/pricing

Checked 2026-11-11

Plans that clear it: Anchor Browser Starter (extra usage allowed); Anchor Browser Team (extra usage allowed); Anchor Browser Growth (extra usage allowed).

At twice the workload

ZenRows: Too many requests at once

Calls above the concurrency cap wait or are refused.

Free Test everything. $ 0 /mo 5,000 credits/month · no card Everything unlocked except standalone Residential Proxies 5 concurrent requests Community support

Source: zenrows.com/pricing

Checked 2026-11-11

Plans that clear it: Browser Use Pay as you go (10 at once); Anchor Browser Starter (25 at once); Airtop Professional (30 at once).

At twice the workload