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headless fonts differ
Run the same page headless and headful on the same machine and the text is not identical. Different widths, different antialiasing, sometimes a different typeface entirely. Screenshot tests that pass locally fail in CI for this reason, and the same difference is a fingerprinting signal.
Both problems have the same three causes.
The common belief is that a headless browser ships fewer fonts. It usually ships the same ones. What it lacks is the desktop environment that tells it which font to use when a page asks for something that is not installed.
On Linux that is fontconfig. A desktop session has a populated fontconfig with
aliases, so a request for Helvetica resolves to Nimbus Sans or Liberation Sans, and
generic families like sans-serif map to something reasonable. A bare container
often has a minimal fontconfig and a handful of fonts, so the same request falls
through to whatever DejaVu is present.
The page did not change. The resolution of "the font you asked for is missing" did.
Even with identical fonts, glyphs are drawn differently depending on subpixel antialiasing, hinting level, and whether a GPU is doing the work.
A desktop session usually has subpixel rendering on, with hinting settings from the user's preferences. A headless container has neither, so it falls back to grayscale antialiasing and default hinting. Same glyph, same size, different pixels, and therefore a different canvas hash for any text you draw.
This is why a canvas fingerprint can differ between two machines that report an identical font list. The list is not the whole story: the rendering is.
Font detection on the web is mostly indirect. You cannot enumerate installed fonts from JavaScript in a modern browser, so scripts measure instead: render a string in a candidate font with a known fallback, compare the width, and if it differs the font exists.
That technique inherits every difference above. A machine whose fallback resolution differs will report a different set of fonts as installed, even though nothing was installed or removed. Two containers from the same image can disagree if their fontconfig caches were built at different times.
Fonts are one of the highest-entropy signals a browser exposes, and unlike most of them they are hard to fake convincingly, for a reason worth stating plainly:
The claimed platform implies a font set. Windows means Segoe UI, Calibri, Cambria, Tahoma and a specific set of CJK fonts. macOS means San Francisco, Helvetica Neue, Menlo. A generic Linux container means DejaVu and Liberation and not much else.
So a browser announcing Windows in its user agent, on a font set that is plainly the Linux default, has contradicted itself. No property override fixes this, because nothing was overridden: the fonts really are the fonts, and the measurement really does measure them.
This is the same shape as the WebGL renderer string, and the software WebGL renderer problem. It is not an automation tell. It is a this is a server tell, and the two need different fixes.
Since there is no API that lists installed fonts, detection works by measurement. The technique is the same everywhere:
// render a string in a candidate font, with a known fallback behind it
// if the width differs from the fallback alone, the candidate exists
const probe = (family) => {
span.style.fontFamily = `"${family}", monospace`
return span.offsetWidth
}A script does this for a list of a few hundred candidate families and keeps the ones whose width differs from the fallback. The output is a set, and the set is the fingerprint.
Which means the answer is decided by what is installed, and installed sets are strongly platform-shaped:
- Windows ships Segoe UI, Calibri, Cambria, Candara, Consolas, Constantia, Corbel, Tahoma, Verdana, Georgia, Trebuchet MS, Impact, Comic Sans MS, Franklin Gothic, plus a large CJK set. Office adds a further block that most Windows machines have and most non-Windows machines do not.
- macOS ships San Francisco, Helvetica Neue, Menlo, Monaco, Optima, Palatino, Avenir, Geneva, Lucida Grande.
- A typical Linux desktop ships DejaVu, Liberation, Noto and often Ubuntu or Cantarell, and almost none of the above.
- A container frequently ships DejaVu and nothing else, or literally no fonts, in which case every probe returns the fallback width and the detected set is empty. An empty font set is its own strong signal, because no real desktop has one.
So a browser claiming Windows in its user agent, on a machine whose detected set is DejaVu and Liberation, has been caught by a comparison instead of by any single value. This is the same shape as the WebGL renderer problem: the claim and the hardware disagree, and the disagreement is what gets read.
There is one more wrinkle worth knowing. The order of the resulting list can carry information too, since some implementations report fonts in the order the system returns them, which reflects how they were installed. Two machines with identical sets can differ in sequence.
For test flakiness, make the environment explicit rather than hoping it matches: pin the same fonts and the same fontconfig into the image the tests run in, and accept that "same as my laptop" is not a thing you get for free.
For fingerprint consistency, the options are worse than people expect:
- Installing the right fonts is necessary and not sufficient. The set has to match the claimed platform closely enough, including the fonts nobody thinks of, and installing Microsoft's fonts on Linux is a licensing question before it is a technical one.
- Hooking the font enumeration in JavaScript does not work, because there is no enumeration to hook. The measurement is rendering, and to change the measurement you have to change what gets rendered.
- Making the font stack self-contained inside the browser does work, and is what this project does: the engine carries its own font bundle and ignores the host's entirely, on all three platforms, so the answer is the same whether the machine underneath is Windows, Linux or a container with no fonts at all. It is also the most work of the three by a wide margin, since each operating system has its own font backend to intercept.
The short summary is that fonts are cheap to check and expensive to get right, which is exactly why detectors like them.
Draw text to a canvas and hash it, on the machine that will run the job, then do the same on a normal desktop. If the hashes differ, everything above is in play.
Then compare the font set your browser reports against what the platform in your user agent would have. That single comparison catches more misconfigured setups than any other check in this area, and it costs one page load.
Why do headless browsers render different fonts? Because font rendering comes from the operating system, and a headless container usually has a different, much smaller font set than a desktop. The browser is not doing anything different.
Will installing more fonts fix it? No, and it can make things worse. The set has to match the platform you claim, not simply be larger.
What fonts does a real Windows machine have? A recognisable core set that ships with the OS, plus whatever applications added. A Linux container typically has DejaVu and Liberation and little else, which is a one-line check against a Windows user agent.
Can fonts be spoofed from JavaScript? The enumeration can be filtered. The metrics cannot, because measuring text is the OS doing the work, and measurement is what serious checks use.
Does this matter if I am not hiding automation? Yes, if you claim a platform you are not on. It says nothing about automation and everything about where you run.
See also: WebGL renderer strings, which is the same shape of problem on different hardware, why the speech voice list is empty, which is the same problem again on a surface nobody checks, and the checklist for one site failing, where fonts are step three.
From the notes of invisible_playwright, a Firefox patched at the C++ level that bundles its own fonts on Windows, Linux and macOS.
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?
-
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?
-
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?
-
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
-
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?
-
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