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botd explained
BotD is the open-source bot detector from the FingerprintJS team. It is small, it is readable, and reading it changes how you think about this problem, because most of its nineteen detectors are not looking for automation at all.
They are checking whether your browser is telling the truth about which browser it is.
Read from source on 2026-08-29 (fingerprintjs/BotD, src/detectors/ and src/sources/).
app_version distinctive_properties document_element_keys
error_trace eval_length function_bind
languages_inconsistency mime_types_consistence notification_permissions
plugins_array plugins_inconsistency process
product_sub rtt user_agent
webdriver webgl window_external
window_size
Exactly one of those, webdriver,
is the check everybody knows. A handful look for
specific named tools. The rest are engine identity and internal consistency.
| Detector group | The question it asks | Examples named here |
|---|---|---|
| The one everyone knows | Is the automation flag set? | webdriver |
| Engine identity | Does the browser behave like the engine its user agent claims? |
eval_length, product_sub
|
| Named tool fingerprint | Does a value the engine reveals name a specific automation tool? |
error_trace, function_bind, window_external, app_version
|
| Internal consistency | Does a value a real browser always produces show up, intact and correctly typed? |
languages_inconsistency, mime_types_consistence, plugins_inconsistency, rtt, window_size
|
Some values are decided by the JavaScript engine and cannot be changed from JavaScript without being obvious. Two of them, BotD computes and checks against what your user agent claims. A handful of others read that same kind of engine-only value and test it for one named tool's leftover fingerprint, regardless of what the user agent says.
eval_length. eval.toString().length is a fixed number per engine, the same
category of leak as any other native function's own source.
The check compares that number against the engine your user agent claims: 37 must come
from WebKit or Gecko, 39 from Internet Explorer, 33 from Chromium, and any other pairing
is a bot. A Chromium engine claiming to be Firefox still reports 33, the length the check
reserves for Chromium, and fails on a value nobody thinks to spoof.
product_sub. If the browser claims to be Chrome, Safari, Opera or WeChat, then
navigator.productSub
must be 20030107. Firefox reports 20100101. One
comparison, no ambiguity (why a real Firefox reports 20100101).
error_trace. Stack traces are formatted differently by different engines, and
the detector tests the string against a single named signature: PhantomJS.
function_bind checks whether Function.prototype.bind exists as a real
function at all, not what it returns; PhantomJS is the one that fails this, so a
missing bind reads as the same tool error_trace looks for. window_external
matches window.external.toString() against the name of a specific commercial
scraping platform, Sequentum. app_version tests that same kind of version
string for three more names: headless, Electron, SlimerJS.
None of these are secret. They are just values a spoofing layer does not think about, because they are not on the list of "things bots are known for".
This group mostly asks whether a value a real browser always produces is missing, empty, or malformed, not whether a value looks unusual on its own.
languages_inconsistency fires when navigator.language and its older fallbacks
are all undefined, something a real browser never leaves empty.
plugins_inconsistency fires when a browser claiming to be desktop Chrome reports
zero plugins, when even a stock install ships the built-in PDF viewer.
mime_types_consistence checks that navigator.mimeTypes and each of its entries
carry the real MimeTypeArray and MimeType prototypes, not a plain object standing
in for them.
rtt, window_size: values a real machine and a real window have, and a
container often does not.
document_element_keys and distinctive_properties: attributes and globals
that specific automation tools leave behind, which is the closest BotD gets to
looking for bots directly.
Three things follow: spoofing a user agent alone tends to make a browser easier to detect rather than harder, being a genuine instance of the engine you claim passes this whole detector class for free, and the risk BotD does not touch moves to other signals entirely. They are the same three that turn up everywhere in this area.
Spoofing a user agent alone is worse than not spoofing it. Change the string and
you have to change productSub, eval.toString().length, the stack-trace format,
window.external, and the plugin and MIME arrays to match, or you have created the
exact contradiction BotD is built to find. Most user-agent spoofing makes a browser
easier to detect, not harder.
Being a real instance of what you claim passes this whole class for free. A real
Firefox reporting Firefox has the right productSub, the right eval length, the
right stack format and the right plugin array, because they are not claims, they are
the engine. There is nothing to keep consistent because nothing was changed.
The remaining risk moves elsewhere. Passing every one of these nineteen says nothing about whether your GPU string is plausible, your fonts match your platform, or your timezone agrees with your IP. Those are the ones that decide modern outcomes and BotD does not look at them.
BotD is on npm and takes about four lines to run. Do it on the machine that will do the work instead of your laptop, and read which detectors fired rather than the verdict.
If any of the engine-identity or named-tool-fingerprint groups fire, stop and fix that first: it means either the browser you are presenting is not the browser you are running, or a specific automation tool's own fingerprint just showed up, and no amount of work on the other surfaces compensates for that.
What is BotD? The open-source bot detector from the FingerprintJS team. It runs in the page and returns a verdict rather than a fingerprint.
Is BotD the same as FingerprintJS? No. FingerprintJS identifies a visitor across sessions. BotD answers a different question: is this automation.
Why does most of it not look like bot detection? Because most detectors check which browser engine you really are, by testing behaviours that differ between engines. A browser claiming one engine and behaving like another is the finding.
Can I pass it by setting navigator.webdriver to undefined? No. That is
one detector out of nineteen.
Does passing BotD mean I am undetected? It means one open-source detector found nothing. Commercial systems combine far more, including things no in-page script can see.
- BotD's own GitHub repository,
fingerprintjs/BotD,src/detectors/andsrc/sources/, read 2026-08-29, for the nineteen detector names and the values each one compares. -
MDN:
Navigator.webdriver, retrieved 2026-08-29, for the one detector everybody already knows. -
MDN:
Navigator.productSub, retrieved 2026-08-29, for the fixed value Firefox reports that theproduct_subdetector checks against. -
PhantomJS, read 2026-08-29, the named signature
the
error_tracedetector matches against in a stack trace, and the tool a missingFunction.prototype.bindreads as underfunction_bind. - This project's own detection gates, which run BotD against the product before every release and read which detectors fired rather than only the verdict.
See also: what sannysoft checks, which is the older list of the same kind, and how CreepJS detects tampering, which takes the consistency idea considerably further.
From the notes of invisible_playwright. We gate every release on BotD, so the detector names and the compared values above come out of its source and not out of memory.
Documentation
- Installation
- Quickstart
- Configuration
- Pinning fingerprint fields
- CLI reference
- Differences from Playwright
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?
- Why the same canvas draws differently on Windows and Linux
-
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?
- ERR_HTTP2_PROTOCOL_ERROR in Playwright: causes and how to diagnose it
- ERR_TUNNEL_CONNECTION_FAILED in Playwright: what it means and how to fix it
- ERR_SOCKS_CONNECTION_FAILED in Playwright: what it means and how to fix it
- net::ERR_CONNECTION_RESET in Playwright
- net::ERR_PROXY_CONNECTION_FAILED in Playwright
- net::ERR_ABORTED in Playwright
- net::ERR_NAME_NOT_RESOLVED in Playwright
- net::ERR_CERT_AUTHORITY_INVALID in Playwright
- net::ERR_EMPTY_RESPONSE in Playwright
- net::ERR_CONNECTION_REFUSED in Playwright
- net::ERR_INVALID_AUTH_CREDENTIALS in Playwright
- JA4H: The HTTP-Header-Order Fingerprint, Explained
- How to check a proxy's status before you rely on it
-
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
- Playwright 1.61's WebAuthn Virtual Authenticator
- Playwright 1.62: Headless No Longer Shares the OS Clipboard
- Closed shadow roots: what Playwright cannot see
- Running Playwright Firefox on ARM64 Linux
- What is headless browser automation, and what differs
- Python browser automation without Selenium: the options
- Is Python good for automation? Yes, and here is why
-
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
- Playwright 1.62 Ships MCP In the Box
-
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?
- How Cloudflare Turnstile actually works
- How DataDome's bot detection actually works
- How Kasada's bot detection actually works
- PerimeterX (now HUMAN Bot Defender): what the sensor actually checks
- How Akamai Bot Manager actually works
- Imperva (Incapsula), Explained
- F5 Distributed Cloud Bot Defense (Shape), Explained
- Fastly Bot Management, Explained
- reCAPTCHA Enterprise vs reCAPTCHA v3
- Arkose Labs (FunCaptcha), Explained
- AWS WAF Bot Control, Explained
- Anubis: The Proof-of-Work Firewall, Explained
- Cloudflare's AI Labyrinth, Explained
- Beyond robots.txt: How Sites Actually Block AI Crawlers Now
- Vercel Bot Protection (BotID), Explained
- GeeTest v4 (Slide/Click Captcha), Explained
- Honeypot Fields and Hidden Links: How Sites Trap Scrapers
- Private Access Tokens (Privacy Pass), Explained
- hCaptcha, Explained
- hCaptcha Enterprise vs Standard
- Cloudflare Bot Management, Explained
- Queue-it virtual waiting rooms, explained for automation
-
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?
- net::ERR_SSL_PROTOCOL_ERROR in Playwright
- net::ERR_CONNECTION_TIMED_OUT in Playwright
- net::ERR_NETWORK_CHANGED in Playwright
- TimeoutError: Timeout 30000ms Exceeded
- 'Playwright "Frame Was Detached" Error'
- Playwright "Protocol Error (Page.navigate)"
- Playwright Strict Mode Violation: Resolved to N Elements
- Playwright "Element Is Not Attached to the DOM"
- Playwright "Subtree Intercepts Pointer Events"
- Content-Security-Policy Blocks Playwright's Injected Scripts
- Playwright "Executable Doesn't Exist" After Install
- 'Playwright "Page Crashed" Error'
- Does Playwright Trigger hCaptcha More Often?
- Keep Playwright Firefox memory flat on long runs
- Playwright Firefox: SEC_ERROR_UNKNOWN_ISSUER
- Playwright ERR_BLOCKED_BY_CLIENT via page.route
- Missing fonts in Docker break Playwright screenshots
- First Firefox launch fails on Windows, then works
- Selenium detected by Cloudflare: the defaults that fail
- Playwright blocked by CORS policy: not bot detection
-
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 star 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
- Scrape local business results from a map with Playwright
- How to scrape sports stats and box scores 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
- How to scrape course catalogs with Playwright
- How to scrape store locator pages with Playwright
- How to scrape stock levels with Playwright
- How to scrape accordion and tab content with Playwright
- How to scrape size charts with Playwright
- How to scrape delivery slots with Playwright
- How to scrape appointment availability with Playwright
- How to scrape auction listings with Playwright
- How to scrape public transport timetables with Playwright
- How to scrape GraphQL endpoints with Playwright
- How to scrape virtual scrolling tables with Playwright
- How to scrape shipping rates with Playwright
- How to scrape cursor-based pagination with Playwright
- How to scrape multi-select facet filters with Playwright
- How to scrape currency exchange rates with Playwright
- How to scrape WebSocket streams with Playwright
- How to scrape book metadata with Playwright
- How to scrape professional directories with Playwright
- How to scrape range slider filters with Playwright
- How to scrape currency and locale switchers with Playwright
- How to scrape software changelogs and release notes with Playwright
- How to scrape breadcrumb hierarchies with Playwright
- How to scrape microdata and RDFa markup with Playwright
- How to scrape server-sent events with Playwright
- How to scrape open data portals with Playwright
- How to scrape infinite carousels with Playwright
- How to scrape printer-friendly pages with Playwright
- How to handle A/B test variants when scraping with Playwright
- How to scrape recipe data with Playwright
- How to scrape vehicle recall notices with Playwright
- How to scrape public tender notices with Playwright
- How to scrape nutrition labels with Playwright
- How to scrape podcast episode listings with Playwright
- How to scrape weather station data with Playwright
- How to scrape newsletter archives with Playwright
- How to scrape wine and spirits catalogs with Playwright
- How to scrape insurance quotes with Playwright
- How to scrape fitness class schedules with Playwright
- How to scrape flight seat maps with Playwright
- How to scrape concert and tour dates with Playwright
- How to scrape museum and gallery exhibition dates with Playwright
- How to scrape warranty terms with Playwright
- How to scrape sortable data tables with Playwright
- How to scrape salary and pay scale data with Playwright
- How to scrape live sports scores with Playwright
- How to scrape video game prices with Playwright
- How to scrape domain WHOIS records with Playwright
- How to scrape podcast transcripts with Playwright
- How to scrape patent listings with Playwright
- How to scrape clinical trial listings with Playwright
- How to Handle a PDF That Opens in a New Tab with Playwright
- Does Playwright Support Firefox Extensions?
- Automating an Email OTP / Verification-Link Login with Playwright
- Automating TOTP-Based 2FA Login with Playwright
- How to Scrape a Sandboxed Iframe with Playwright
- Select from dropdowns with Playwright, native and custom
- Download and read PDFs linked from a page with Playwright
- How to scrape parking rates with Playwright
- How to scrape EV charging availability with Playwright
- How to scrape fuel prices with Playwright
- How to scrape ferry schedules with Playwright
- How to scrape library catalog availability with Playwright
- How to scrape package tracking status with Playwright
- How to scrape flight status boards with Playwright
- How to scrape snow reports with Playwright
- How to scrape pet adoption listings with Playwright
- How to scrape construction permit records with Playwright
- How to scrape court docket listings with Playwright
- How to scrape scholarship listings with Playwright
- How to scrape conference agendas with Playwright
- How to scrape package download statistics with Playwright
- How to scrape bank interest rates with Playwright
- How to scrape energy tariff comparisons with Playwright
- How to scrape school term calendars with Playwright
- How to scrape spare part compatibility with Playwright
- How to scrape numbers rendered as images with Playwright
- How to scrape CSS pseudo-element content with Playwright
- Puppeteer scraping examples, and what a real defense does
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 2023
- selenium-stealth hasn't been updated since November 2020
- 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
- How to Read a Stealth-Browser Benchmark Without Being Misled
- Web Scraping Proxy Costs: Build vs. Buy Your Stealth Stack
- Why Playwright Locators Never Throw StaleElementReferenceException
- invisible_playwright vs browser-use: different jobs
- Selenium vs Playwright: the differences that matter
- Alternative Chromium browsers for automation: what differs
- Browser automation testing tools: where each one fits
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