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ja3 ja4 tls fingerprint
A TLS fingerprint is decided before your code runs, before a single header is sent, and before any JavaScript exists to patch. That is the whole reason it works as a detection signal, and the reason no stealth plugin fixes it.
This page is what JA3 and JA4 actually are, why automation stacks stand out, why JA3 is less reliable than it used to be, and the only two things that genuinely change the answer.
When a client opens an HTTPS connection it sends a ClientHello: the TLS version it proposes, the cipher suites it supports and in what order, the extensions it offers, the elliptic curves, the point formats. That message is sent in the clear, and it is entirely determined by the TLS library and how it was configured.
Different software produces different ClientHellos. A browser, a Python HTTP client and a Go program are not trying to look different; they simply link against different TLS implementations with different defaults.
JA3 takes five of those fields, joins them with commas, and hashes the result with MD5. One 32-character string that says which stack you are.
JA4 is the successor, and the readable one. Instead of a single opaque hash it produces a string with parts you can inspect, for example the protocol, the number of ciphers and extensions, and the ALPN value, followed by truncated hashes of the sorted lists.
The d in a JA4 string being a d rather than something else tells an analyst
something. An MD5 hash tells them nothing until they look it up.
JA3 stopped being dependable because modern browsers now randomise the order of TLS extensions on every connection, and extension order is one of the five fields JA3 hashes. The same browser therefore produces a different JA3 hash on every connection. This is the part most guides are still behind on.
Chrome introduced the randomisation deliberately, to stop servers hardcoding assumptions about client behaviour.
That has two consequences worth understanding:
- A JA3 blocklist built on exact hashes decays, because the legitimate browsers it was built from no longer produce a stable value.
- JA4 sorts the lists before hashing, which is precisely why it exists. It is stable across permutation and still distinguishes stacks.
So if you are reading advice about matching a specific JA3 hash, check its date. The ground moved.
The ClientHello is sent by the network stack when the socket opens. At that moment
there is no document, no window, no init script and nothing to override. By the time
any page-level stealth code exists, the fingerprint has already been sent and, if the
server cared, already judged.
This is a different kind of signal from everything else in fingerprinting, and it is
worth naming the difference. navigator.webdriver is a value the browser reports.
A canvas hash is an output the browser produces. A TLS fingerprint is a property of
the program that opened the connection. You cannot report it differently, because you
are not the one reporting it.
The same is true of HTTP/2 settings frames and header ordering, which travel with it and are checked alongside.
Impersonate the handshake. Use a client built to reproduce a specific browser's ClientHello. This is what the various impersonating HTTP libraries do, and it works well for requests that do not need a browser at all. What it does not give you is a browser: no JavaScript execution, no rendering, no DOM.
Make the request from a real browser. If the connection is opened by an actual browser build, the ClientHello is that browser's, because it is that browser. There is nothing to impersonate.
That second one is the position this project is in, and it is worth being precise about what it does and does not buy. The engine here is Firefox, patched in its own source, and the TLS stack is untouched. So the handshake is a real Firefox handshake, not an approximation of one, and it stays correct without anybody maintaining a table of ClientHello templates.
The honest limits, because this is where people overclaim:
- The version has to agree with the user agent. A handshake from one Firefox version underneath a user agent announcing another is a contradiction, and it is the same class of mistake as any other mismatch. This is one reason the user agent here is derived from the engine's real version rather than written by hand.
- A real browser is expensive. If a page does not need JavaScript, an impersonating HTTP client is an order of magnitude cheaper and the right tool.
- TLS being right proves nothing about the rest. It is one layer. The machine you run on still answers for its GPU, its fonts and its audio device.
"The engine is real Firefox, so the handshake is right" is a claim worth checking rather than trusting, and once it was checked here, it wasn't quite true yet.
A same-IP, same-Firefox-version comparison against a stock build turned up a real ClientHello difference: our build offered a 17th cipher suite that stock Firefox of the same version does not. JA3 and JA4 diverged accordingly - one specific pair of hashes on our build, a different pair on stock, both measured through a public TLS fingerprint checking page.
The cause had nothing to do with the TLS stack itself. A single boolean preference controlling that one cipher suite is declared with a channel-gated default in the pref list our fork carries forward from upstream - on release builds it resolves to on. Upstream had since moved that same preference to a flat, ungated default of off for release builds; our fork's copy of the pref declaration had not been carried forward past the point where that changed. The handshake code was never touched. The default one preference resolves to had quietly drifted out of sync with the upstream release it was supposed to match.
The consequence was immediate and pre-JavaScript: a production site running a commercial protection stack that fingerprints TLS handshakes closely treated the 17-cipher ClientHello as an instant tell, on a connection that had not sent a single byte of HTTP yet. No amount of page-level stealth work touches this - by the time any script exists to patch anything, the handshake carrying the mismatch has already gone out and, if the server cared, already been judged.
The fix was one line: force that preference to its upstream-current default in the baseline. Re-measuring afterward showed the ClientHello, JA3, JA4 and the broader handshake fingerprint byte-identical to stock Firefox of the same version.
The generalizable point is the maintenance side of "we don't touch the TLS stack": not touching the code is not the same guarantee as staying in sync with every default the code reads, and a forked browser needs an explicit, repeated parity check against the currently shipped upstream release - not a one-time claim - to keep that promise true release over release.
Open one of the public JA3 or JA4 check pages from the browser or client you actually deploy, then open the same page from a stock browser of the same version on the same machine, and compare.
What you are looking for:
- The JA4 string matches the stock browser's, not merely "looks like a browser".
- The ALPN value is what a browser sends.
- If you are behind a proxy, run the check through it, because a proxy that terminates TLS replaces the fingerprint with its own and you are then measuring the proxy.
That last point catches people. A SOCKS5 proxy forwards the TCP stream and your ClientHello arrives intact. Many HTTP proxies terminate and re-establish TLS, so the server sees the proxy's handshake, and whether that is good or bad for you depends entirely on what the proxy is.
Can I change my JA3 fingerprint in Playwright? Not from Playwright, and not from JavaScript. The handshake belongs to the process that opens the socket.
Does playwright-stealth fix TLS fingerprinting? No. It operates inside the page, which is several layers above where this happens.
Is JA3 or JA4 better? JA4 is more robust, because it sorts the lists it hashes and therefore survives the extension-order randomisation that modern browsers do. JA3 is still widely deployed, which is why both get checked.
Why does my JA3 change between requests? Almost certainly extension permutation, which is normal browser behaviour now and not a sign that something is wrong.
Do I need to worry about this at all? Only if the target checks it. Many do not. If your requests are refused before any JavaScript runs and before any page is returned, this layer is a reasonable suspect.
Does a residential proxy fix it? No. A proxy changes where the connection comes from, not what the ClientHello looks like, unless it terminates TLS itself, in which case the fingerprint becomes the proxy's.
See also: the checklist for being detected on one site, where the network layer is step six, Playwright SOCKS5 proxy with authentication, which covers the transport underneath, and why a plain Python requests scraper gets blocked before it sends a header, the non-browser version of this same problem.
From the notes of invisible_playwright, a Firefox patched at the C++ level. The TLS stack is one of the parts we deliberately do not touch, and this page is the reason why.
Documentation
Guides
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Browser Identity
- navigator.webdriver is not the tell you think it is
- hardwareConcurrency, deviceMemory and storage quota
- Screen size and viewport tells in headless browsers
- Playwright headless vs headed: what detectors see
- Playwright User Agent: Why You Should Not Set It
- Client Hints and Sec-Fetch: headers that must agree
- Codec fingerprinting: canPlayType and MediaCapabilities
- Permissions API: the two answers that must agree
- CSS fingerprinting: what media queries reveal
- What privacy.resistFingerprinting actually does
- speechSynthesis.getVoices() returns an empty array
- Browser extensions are a fingerprint surface
- BFCache and pageshow.persisted under browser automation
- Service workers, storage partitioning and automation
- Web Workers: where page-level fingerprint patches fail
- fake-useragent is archived: what changes and what doesn't
- navigator.buildID and the stale build date tell
- navigator.maxTouchPoints and pointer consistency
- navigator.platform and oscpu on a spoofed OS
- navigator.vendor and productSub: the Firefox tells
- Accept-Language header vs navigator.languages
- window.devicePixelRatio: the pref that spoofs it
- Can you be fingerprinted in incognito mode?
- Is changing the user agent enough to avoid detection?
- Can a website tell you are running on a server?
- Can two devices share a browser fingerprint?
- Does clearing cookies stop fingerprint tracking?
- Color-gamut and HDR media queries as a fingerprint
- Battery API fingerprint: does Firefox expose it?
- Is navigator.connection a fingerprint in Firefox?
- Can the Gamepad API fingerprint or detect a bot?
- Do accelerometer and gyroscope APIs leak on desktop?
- prefers-reduced-motion and other OS-setting tells
- Does storage quota estimate reveal disk size?
- Can scrollbar width reveal my operating system?
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Canvas, WebGL, Fonts and Audio
- Canvas fingerprint noise: why per-call randomising fails
- Firefox WebGL renderer strings: what ANGLE reports
- WebGL parameters: the numbers are the same on every GPU
- Your renderer string says NVIDIA. Your pixels say software.
- Why headless browsers render different fonts
- How to make Linux and macOS report real Windows fonts
- measureText and TextMetrics as a fingerprinting surface
- AudioContext fingerprinting, and why adding noise backfired
- Canvas and WebGL fingerprints, identical across OSes
- Emoji fingerprinting: why emoji look the same on any OS
- Detecting installed fonts in JavaScript by width
- WebGL shader precision as a fingerprint surface
- AudioContext sampleRate and latency as a fingerprint
- Is WebGPU a browser fingerprint?
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Network, Proxy and WebRTC
- WebRTC leak with a proxy in Playwright and Selenium
- WebRTC ICE candidate spoofing: the fields that give it away
- Playwright proxy in Python: per-context, and what leaks
- Playwright proxy not working? SOCKS5 auth in Python
- Playwright timezone does not match the proxy IP
- JA3 and JA4: why a TLS fingerprint cannot be patched
- Playwright in Docker: it runs, and still gets blocked
- Web scraping keeps getting blocked with good proxies
- Python web scraping blocked? The TLS fingerprint reason
- SOCKS5 vs HTTP proxy: what each does in the browser
- WebRTC IPv6 leak: why a proxy does not stop it
- HTTP/2 fingerprint: the layer above the TLS handshake
- TLS fingerprint vs User-Agent: the contradiction
- WebRTC has no ICE candidates behind a proxy
- WebRTC IP that matches the proxy exit, by design
- How to check if a proxy leaks your real IP
- about:webrtc: read your real ICE candidates
- Offline timezone resolution from a proxy exit IP
- Residential vs datacenter vs mobile proxies explained
- Sticky vs rotating proxy sessions: which to use
- Does a proxy leak DNS? DoH and DNS leaks explained
- HTTP/3 and QUIC fingerprint: what a site sees
- What is ASN and IP reputation in bot detection?
- What does a mobile carrier IP look like to a site?
- IPv6 vs IPv4: which does your proxy expose?
- Geolocation API vs IP location: keep them consistent
- Does chaining two proxies help avoid detection?
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The Automation Layer
- Function.prototype.toString and the [native code] check
- The ChromeDriver
cdc_variable, and why renaming it fails - Why an attached debugger makes automation detectable
- Execution context was destroyed, and when it means detection
- Human-like mouse movement: Bezier curves are the easy part
- Why a Playwright upgrade broke 97 of 133 tests overnight
- Playwright persistent profile: what it fixes and breaks
- Why humanized mouse movement can fail on hover()
- Why content_frame() returns None for a cross-origin iframe
- Orphaned Firefox processes on Windows: the killed-runner leak
- Firefox launches but Playwright can't drive it: packaging gap
- Why automating login is riskier than reusing a session
- Playwright new_page vs new_context: the viewport tell
- Playwright dialog and popup handling without a tell
- Playwright download files with Firefox and the tell
- Playwright connect_over_cdp does not work with Firefox
- Playwright mobile emulation on Firefox and isMobile
- Playwright isTrusted: are automated clicks real?
- Playwright set_input_files uploads and the tell
- Can websites detect Playwright? What is actually visible
- Does Playwright Set navigator.webdriver to True?
- Does Playwright Leave Traces a Website Can See?
- Does Playwright Change My Browser Fingerprint?
- Can I Use My Real Browser Profile With Playwright?
- Does Playwright Support Firefox Stealth?
- Is Playwright Firefox Harder to Detect Than Chromium?
- Does Playwright Get Detected on the First Request?
- Why Playwright's bundled Firefox is easy to detect
- ghost-cursor human mouse paths with Playwright
- Stock Playwright, patched Firefox: how they connect
- Intercept and mock network requests with page.route
- Record and replay HTTP traffic with HAR in Playwright
- Record a Playwright trace to debug a failed scrape
- Record a video of a Playwright browser session
- Save and reuse login with storage_state in Playwright
- Read and set cookies in a Playwright context
- Set geolocation and permissions per Playwright context
- Handle HTTP basic auth in Playwright (http_credentials)
- Isolate identities with a browser context per session
- Drag and drop elements in Playwright with drag_to
- When to use an HTTP client vs a real browser
- Migrating from requests + BeautifulSoup to a browser
-
AI Agents and Frameworks
- AI browser agents and stealth: what fits and what does not
- browser-use gets detected: what you can and cannot change
- crawl4ai stealth mode and custom browser engines
- Give a LangChain agent an invisible_playwright browser
- Feed invisible_playwright pages into a RAG index
- Computer-use agents and browser fingerprint detection
- Give an MCP browser server a stealth Firefox engine
- Give each AI agent a reproducible browser identity
- Run parallel browser agents with distinct fingerprints
- Why AI browser agents have their own timing signal
- Running an AI browser agent headless on a server
- Give a browser agent a persistent logged-in session
- smolagents: hand the agent an invisible_playwright tool
- Stagehand and stealth: why a Firefox engine won't drop in
- DOM-reading vs screenshot agents: which stealth helps
- Back a computer-use agent with a real browser engine
- AI agent retry loops trip rate limits, not fingerprints
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Detectors, Explained
- What bot.sannysoft.com actually checks, row by row
- How CreepJS decides you are lying
- What BotD actually detects, and what it does not
- Why a FingerprintJS visitor ID changes
- reCAPTCHA v3 score: why a fresh browser scores badly
- BrowserLeaks canvas and WebGL hash, explained
- What BrowserLeaks actually tests, surface by surface
- Browser trust scores explained: what the number means
- How do websites detect bots?
- What is a browser fingerprint?
- What data does a website collect about your browser?
- Does a VPN stop browser fingerprinting?
- Do websites know you are using a script?
- How accurate is browser fingerprinting?
- Can a website detect a virtual machine?
- Can websites detect a datacenter or proxy IP?
- getClientRects fingerprinting: subpixel geometry as ID
- Notification.permission as a bot-detection signal
- speechSynthesis voices as a cross-platform fingerprint
- Can a website detect typing by keystroke timing?
- Can a website detect Clipboard API access?
- What are mouse-dynamics behavioural biometrics?
-
Testing and Troubleshooting
- How to test bot detection without a false pass
- Playwright detected as a bot: the checklist to fix it
- Firefox preferences that silently do nothing
- Slow browser launch: a per-request timeout is not a budget
- Playwright screenshot returns noise: readback fix
- Canvas fingerprint changes every run: use a seed
- Playwright TargetClosedError: the causes and the fixes
- Why am I blocked with a clean fingerprint?
- Why Does My Playwright Script Get Blocked?
- Is Playwright headless detectable? What sites check
- Can You Run Playwright Without Being Detected?
- Why Playwright Works Locally but Fails in the Cloud
- Does Playwright Trigger reCAPTCHA More Often?
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Scraping with Playwright
- How to scrape without getting blocked
- How to scrape a site that blocks headless browsers
- How to scrape infinite scroll pages with Playwright
- How to rotate proxies when scraping with Playwright
- How to scrape data behind a login with Playwright
- How to run Playwright in Docker without getting detected
- How to use invisible_playwright in Docker
- Playwright bot detection: how to avoid it in Python
- How to scrape paginated pages with Playwright
- How to download files with Playwright
- How to upload files with Playwright, and verify it landed
- How to handle cookie consent banners in Playwright
- How to handle popups and modals in Playwright
- How to take full-page screenshots with Playwright
- How to generate a PDF with Playwright and Firefox
- How to wait for content to load in Playwright
- How to retry failed requests when scraping Playwright
- How to scrape pages in parallel with Playwright
- How to rate limit your own Playwright scraper
- How to scrape HTML tables with Playwright
- How to scrape iframe content with Playwright
- How to scrape shadow DOM content with Playwright
- How to capture XHR and API responses in Playwright
- How to scrape geotargeted content with Playwright
- How to scrape real estate listings with Playwright
- How to scrape job postings with Playwright
- How to scrape e-commerce product pages with Playwright
- How to track product prices with Playwright
- How to scrape hotel room prices with Playwright
- How to scrape flight prices with Playwright
- How to scrape classifieds listings with Playwright
- How to scrape vacation rental listings with Playwright
- How to scrape car listings with Playwright
- How to scrape apartment rentals with Playwright
- How to track product stock and restocks with Playwright
- How to scrape location-based store prices with Playwright
- How to scrape flexible-date fare calendars with Playwright
- How to scrape product reviews with Playwright
- How to scrape reviews and ratings with Playwright
- How to scrape news article text with Playwright
- How to scrape business directory listings with Playwright
- How to scrape event and ticket listings with Playwright
- How to scrape restaurant menu data with Playwright
- How to scrape stock and financial data with Playwright
- How to scrape social media profiles with Playwright
- How to scrape forum and community threads with Playwright
- How to scrape image galleries with Playwright
- How to scrape video listings and metadata with Playwright
- How to scrape map-based local results with Playwright
- How to scrape sports scores and stats with Playwright
- How to scrape cryptocurrency prices with Playwright
- How to scrape deals and coupon codes with Playwright
- How to scrape to CSV with Playwright
- How to scrape to JSON Lines with Playwright
- How to scrape into a SQLite database with Playwright
- How to export scraped data to Excel with Playwright
- How to extract JSON-LD structured data with Playwright
- How to extract Open Graph and meta tags with Playwright
- How to extract links and build a crawl frontier in Playwright
- How to scrape RSS and Atom feeds with Playwright
- How to download images in bulk with Playwright
- How to extract clean article text with Playwright
- How to scrape a sitemap.xml with Playwright
- How to scrape into a pandas DataFrame with Playwright
- How to clean scraped prices and dates with Playwright
- Scrape search results by driving a form in Playwright
- Scrape a map-based search with Playwright
- Scrape autocomplete and typeahead inputs with Playwright
- Scrape date-picker calendars with Playwright
- Crawl list pages to detail pages with Playwright
- Scrape lazy-loaded images with Playwright
- Extract data from canvas charts with Playwright
- Scrape a multi-step wizard flow with Playwright
- How to resume an interrupted scrape with Playwright
- Incremental scraping: only new items since last run
- Handle 403 and 429 backoff mid-scrape in Playwright
- Scrape load-more button pages with Playwright
- Scrape nested pagination with Playwright
- Scrape an SPA that changes URL via history API
- Use BeautifulSoup with invisible_playwright
- Run stealth Playwright tests with pytest fixtures
- Run invisible_playwright concurrently with asyncio
- Run invisible_playwright in GitHub Actions CI
- Can you run invisible_playwright serverless?
- Run invisible_playwright in Celery task workers
- Schedule invisible_playwright scrapes with cron
- Run invisible_playwright headful on a server with Xvfb
- Use invisible_playwright in an Airflow DAG
- Combine invisible_playwright with httpx for speed
- Wrap invisible_playwright in a FastAPI service
- Run invisible_playwright in a Jupyter notebook
- Block images to speed up scraping (and when not to)
- Wait for a specific API response in Playwright
Comparisons
- Playwright stealth in Python: three levels that work
- Firefox or Chromium for anti-detect automation
- Chromium is not Chrome, and detectors know the difference
- Playwright stealth vs Camoufox: two patched Firefoxes
- Playwright stealth vs Patchright: driver vs engine
- Playwright stealth vs undetected-chromedriver and nodriver
- playwright-stealth vs a patched engine: page vs browser
- puppeteer-extra-plugin-stealth: unmaintained since 2024
- selenium-stealth hasn't been updated since December 2021
- pyppeteer's own maintainer says to switch to Playwright
- invisible_playwright vs rebrowser-patches: the same CDP fix
- invisible_playwright vs fingerprint-suite: injection vs engine
- invisible_playwright vs playwright-with-fingerprints
- invisible_playwright vs Scrapling
- invisible_playwright vs Ulixee Hero
- invisible_playwright vs SeleniumBase UC Mode
- Splash is unmaintained, and it was never a real browser
- invisible_playwright vs DrissionPage
- WebDriver BiDi vs CDP: does the new protocol hide you
- invisible_playwright vs hrequests
- zendriver vs invisible_playwright: Chrome CDP vs Firefox
- botasaurus vs invisible_playwright: framework vs library
- curl_cffi vs invisible_playwright: TLS client vs browser
- pydoll vs invisible_playwright: CDP without a driver
- selenium-driverless vs invisible_playwright stealth
- puppeteer-real-browser vs invisible_playwright
- Migrating from Selenium to Playwright for stealth
- Migrating from Puppeteer to Playwright for stealth
- undetected-chromedriver vs a patched Firefox browser
- scrapy-playwright vs a patched Firefox for stealth
- playwright-extra stealth plugins vs a patched browser
- tls-client vs a real browser: when TLS is enough
- Anti-detect browser or Playwright stealth: which you need
- undetected-playwright vs a patched Firefox binary
Integrations
- Using invisible_playwright with CodeceptJS
- Using invisible_playwright with Crawlee for Python
- Using invisible_playwright with Crawlee for JavaScript
- Using invisible_playwright with scrapy-playwright
- Using invisible_playwright with Robot Framework Browser
- Cypress, WebdriverIO, TestCafe and Nightwatch integration
- Using invisible_playwright with Microsoft's Playwright MCP
- Using the engine from Go, Java, C#, Ruby and Rust
docs/ source folder