https://github.com/unclecode/crawl4ai?tab=readme-ov-file
crawl4ai uses Playwright under the hood.
crawl4ai-setup installs Chromium browser inside your Docker container
Playwright is a high-level browser-automation library (maintained by Microsoft) that lets you drive Chromium, Firefox or WebKit programmatically—whether headless or headful. It speaks the browser’s DevTools/WebSocket protocol to do things like:
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Navigate to pages and wait for network-idle or specific elements
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Execute JavaScript in the page context (e.g. to render SPAs or extract data)
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Interact with the page (click, type, scroll, hover) just as a real user would
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Intercept and modify network requests (useful for blocking ads, throttling, or API-only crawling)
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Take screenshots, PDFs, trace performance, record videos, etc.
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How crawl4ai leverages Playwright + Chromium
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Browser Installation via
crawl4ai-setup
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When you run
crawl4ai-setup
, it installs a specific version of the Chromium binary into your Docker image. This ensures that Playwright has a matching browser executable available in the container (no external downloads at runtime).
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Launching a Headless Browser
crawl4ai’s core modules call
chromium.launch()
, creating a fresh browser instance inside Docker. -
Creating Contexts & Pages
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It then opens new browser contexts (isolated sessions) and pages for each target URL:
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Rendering & Extraction
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Because many modern sites render data only after running client-side JavaScript, Playwright ensures the DOM is fully hydrated before crawl4ai extracts HTML or runs
page.evaluate()
to scrape structured content.
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Anti-Bot / Stealth Techniques
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Playwright can mask headless footprints (e.g. user-agent, WebGL vendors, timezone spoofing). crawl4ai may use those capabilities to reduce blocking by sophisticated anti-scraping defenses.
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Data Output
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Once the page is loaded and any necessary interactions (clicking “Load More,” scrolling, form-filling) are complete, crawl4ai grabs the HTML or JSON payload and maps it into your
result/
folder as a timestamped.json
.
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Why this matters
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Reliability: Unlike a simple HTTP fetch, Playwright can handle endless JavaScript-driven content, login flows, single-page apps, and even CAPTCHAs (with additional tooling).
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Reproducibility: By bundling a fixed-version Chromium in Docker, your builds never break when a new browser release slips in.
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Flexibility: You can script virtually any user interaction—so if a site requires clicking through modals or scrolling to load data, Playwright covers it.
In short, crawl4ai sits on top of Playwright + Chromium to give you a “real browser” crawl, packaged neatly inside Docker for consistent, robust scraping of today’s JavaScript-heavy websites.
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