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css media query fingerprinting
CSS fingerprinting identifies a machine using only stylesheet media queries and system colours, with no JavaScript at all. Media queries reveal the pointer type, the operating-system dark-mode setting, display resolution and colour gamut, the screen size, and accessibility preferences; CSS system colours reveal the operating system itself. Each is read by loading a different resource per branch, so the server learns the answer from which request arrives.
Almost everything written about what a browser fingerprint is assumes JavaScript. Disable it, block it, patch it, and the discussion is about what a script can read.
CSS does not need a script. A stylesheet can ask what kind of pointer you have, whether your system is in dark mode, how many colours your display shows, and how large it is, and it can report the answer by loading a different background image per branch. No JavaScript runs, so no page-level stealth layer is involved at all.
This page covers what the features expose, the two places where CSS and JavaScript can disagree about the same machine, the system-colour surface almost nobody knows about, and what a consistent answer looks like.
A stylesheet exfiltrates data with no JavaScript at all by loading a different image per media-query branch, so the browser that requests one image rather than another has answered the query. The pattern is a few lines of CSS and has been known for years:
@media (pointer: fine) { body { background-image: url("/p?fine"); } }
@media (pointer: coarse) { body { background-image: url("/p?coarse"); } }
@media (prefers-color-scheme: dark) { body { border-image: url("/c?dark"); } }Only the matching branch loads its image, so the server learns the answer from which request arrives. Repeat across a dozen features and you have a fingerprint assembled entirely from network requests.
Two consequences worth being explicit about:
- Blocking or patching JavaScript does nothing here. There is no function to override and no object to inspect.
- It works on the first paint, before any script you inject has a chance to run, which sidesteps the timing problem that page-level patches have anyway.
Estimates of how much entropy this reaches vary, and the useful number is not the total. It is that these values are free to collect and are rarely part of anyone's checklist.
Not every media feature carries useful entropy. The ones that identify a machine fall into five groups: pointer and hover capabilities, colour scheme, display characteristics, accessibility preferences, and size.
| Media feature | What it reveals |
|---|---|
pointer, any-pointer, hover, any-hover
|
Input devices: mouse vs touch, and whether the device has both |
prefers-color-scheme |
OS dark-mode setting, close to a coin flip across real users |
resolution, color-gamut
|
Display panel class (p3 marks a modern, wide-gamut display) |
prefers-reduced-motion, prefers-contrast, forced-colors, inverted-colors
|
Accessibility preferences; a non-default value is rare and identifying |
width, height, device-width, device-height
|
Screen and viewport size, and the CSS/JavaScript consistency trap below |
Pointer and hover.
pointer,
any-pointer, hover, any-hover. A desktop with a
mouse reports fine and hover. A phone reports coarse and none. A touchscreen
laptop reports both, through the any- variants, which is how a device with two input
methods is distinguished from one with a single method.
Colour scheme.
prefers-color-scheme
is the operating system's dark mode setting,
and it is close to a coin flip across real users, so it is a genuine bit rather than a
constant.
Display characteristics. resolution and color-gamut describe the panel.
color-gamut: p3 says a modern, better-than-average display; see
color-gamut as a display fingerprint for how
that one media query alone narrows the field.
Accessibility preferences. prefers-reduced-motion, prefers-contrast,
forced-colors, inverted-colors. Almost everyone leaves these at the default, which
is exactly why a non-default value is informative: it is rare.
Size. width, height, device-width, device-height, and the interaction with
resolution. Which brings us to the trap.
In Firefox, the size a media query resolves against and the size screen.width
reports come from different code inside the browser - two separate paths to the same
physical fact. Patch only the JavaScript side and the two disagree about the same
machine; this is a mistake specific to spoofing, and it is invisible unless you look
for it directly.
Concretely, spoofing only the JavaScript side produces a browser where:
screen.width // 1920
matchMedia('(device-width: 1920px)').matches // false, the real panel is something elseOne line of CSS and one line of JavaScript, and they disagree about the machine they are running on. That is not an unusual value, it is a contradiction, and contradictions are what the checks in this whole subject are built on.
The same applies to the pointer capabilities: a touchscreen laptop reporting coarse to
CSS while the JavaScript side claims a desktop persona is the same class of mismatch.
This project handles both in the browser's own media-feature code, so the CSS device
size comes from the same profile as screen, and the pointer capabilities report a
mouse rather than whatever hardware the host happens to have.
console.log(screen.width, screen.height);
console.log(matchMedia(`(device-width: ${screen.width}px)`).matches); // want true
console.log(matchMedia('(pointer: fine)').matches,
matchMedia('(any-pointer: coarse)').matches);If the second line is false, something is spoofing one side only.
CSS system colour keywords -
ButtonFace, ButtonText, Canvas, CanvasText, Highlight, HighlightText,
Menu, Field, and a few dozen more - resolve to the operating system's own interface
palette, readable with no permission and one function call. This surface is
genuinely obscure, and it is checked in production:
const d = document.createElement('div');
d.style.color = 'ButtonText';
d.style.backgroundColor = 'ButtonFace';
document.body.appendChild(d);
getComputedStyle(d).color; // an RGB triple from the OS themeThose values are the actual theme colours. On Windows they come from the Win32 palette. On Linux they resolve through the desktop theme, and the RGB values are different, even when the user agent says Windows.
So a browser claiming Windows and returning a Linux theme's palette has answered the platform question twice with two different answers, from a surface most people have never enumerated. A commercial fingerprinting service hashes exactly this set.
This project pins the full palette to the Windows default so it matches the claimed platform, with one exception worth knowing: when the persona is a dark-theme user, the palette is skipped and the dark-mode preference is set instead, because pinning a light palette onto a dark-mode profile would create the contradiction it exists to prevent.
Working from all of the above:
-
Pointer and hover describe one plausible input device, and agree between the
any-variants and the plain ones. -
The CSS device size matches
screen, exactly. -
prefers-color-schemematches the system-colour palette. Dark mode with a light palette is a contradiction. - Accessibility preferences are at their defaults unless you have a reason, because non-default values are rare and therefore identifying.
color-gamutandresolutionsuit the display you claim.- Everything is stable for the session. A colour scheme that flips mid-session is a browser nobody has.
CSS fingerprinting matters not because it is the strongest signal but because it is the one that operates below every layer people normally work at. There is no script to patch, so the values have to be right at the source or not at all.
The two traps are the practical takeaway. CSS and JavaScript reach the screen size by
different routes inside the browser, and the system-colour palette is a platform tell
sitting in plain sight, readable with one getComputedStyle call.
Can a website fingerprint me with CSS alone? Yes. Media queries can load different resources per branch, so the server learns the answer without any script running.
Does blocking JavaScript stop CSS fingerprinting? No. That is the point of it.
What is prefers-color-scheme worth to a tracker? Roughly one bit, and a reliable
one, because real users are split between the two settings.
Why would CSS and screen.width disagree? Because the browser resolves them through
different code, so spoofing one and not the other leaves them inconsistent.
Are CSS system colours really used for fingerprinting? Yes, by hashing the resolved values of the system keywords. They also reveal the operating system independently of the user agent.
Should I set unusual accessibility preferences? No. Almost everyone is at the default, so anything else narrows you down rather than hiding you.
See also: screen size and viewport tells, which is the JavaScript half of the size question, why headless browsers render different fonts, another platform tell that no script controls, and the checklist for being detected on one site.
- MDN's reference for the
@mediaat-rule and the individual media features named above. - Published work on CSS-based fingerprinting, which is where the load-an-image-per-branch technique is described.
- This project's own media-feature and system-colour handling, and the reason the palette is skipped for dark-theme personas.
From the notes of invisible_playwright, a Firefox patched at the C++ level. The system-colour palette is pinned here because a commercial detector was hashing it and catching the host operating system through it.
Documentation
Guides
-
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