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how to scrape headless blocked
To scrape a site that blocks headless browsers, launch headless with a real, seed-consistent fingerprint and then fix the machine tells that travel with a headless server: a software GPU, a font set that belongs to no real desktop, a screen size no monitor produces, and a missing audio device. Headless mode itself is rarely the signal a site checks, and switching to headful on the same server leaves every one of those tells in place.
At a glance, these are the tells that carry code fixes here, and the fix that holds for each versus the one that backfires:
| Tell | Why it appears in headless | The fix that holds (and the one that backfires) |
|---|---|---|
| Software GPU in the WebGL renderer string | No graphics hardware, so the machine falls back to a software rasterizer | Give the host a real GPU, or stay honest; faking the string makes the pixels contradict it |
| A font set that belongs to no real desktop | A bare container has no fontconfig to resolve or substitute a requested font | A bundled cross-platform font stack; installing more fonts is a stronger tell, not a weaker one |
| Screen and viewport numbers no monitor produces | Headless has no monitor, so availHeight == height claims a desktop with no taskbar |
Let the seeded profile derive the screen; setting your own viewport recreates the tell |
The instinct, once a site starts serving a different page in headless mode, is to switch to headful and hope the resources are worth it. That fixes less than people expect, because the word "headless" is doing the wrong job in that sentence. A site does not have a sensor for the word. It has a sensor for the things that usually travel with it: a software GPU, a font set that belongs to no real desktop, a screen size nobody has, no audio device. Run headful on the same server and every one of those is still true.
This page is a tutorial in the order you would actually work it: launch headless with a real fingerprint, confirm the page loads the way a human's would, then walk the checklist of machine tells that are the real cause, with code for each one.
Launching headless takes one call, and the object you get back is a standard Playwright
Browser with a real fingerprint already applied. Start here, then verify what the page
actually rendered before assuming the mode was the block.
from invisible_playwright import InvisiblePlaywright
with InvisiblePlaywright(seed=42, headless=True) as browser:
page = browser.new_page()
page.goto("https://example.com")
print(page.title())browser here is a real Playwright Browser, so every standard method works exactly
as documented upstream. What is different is what headless=True means underneath:
this engine renders on the code path a visible window uses, and hides the window
itself rather than switching to a stripped rendering mode. On Windows that is a
compositor-level cloak on the window; on Linux it is a private virtual display; on
macOS the window stays transparent with occlusion checks pinned. The point of all
three is the same, and it is worth being specific about it because the same product
did not always get this right: for several releases, headless=True on Windows
rendered the browser on the real desktop anyway, because the hiding mechanism moved
the launching thread to an invisible desktop while the browser's own child
processes inherited the parent process's desktop instead, and stayed visible
regardless. The fix had to move to the window itself, in the browser binary, because
only the window's own owning process can set that attribute. See
headless vs headful for the full account and why it stayed
unnoticed for as long as it did.
None of that buys you a GPU, though. A hidden window on a server with no graphics hardware still renders in software, and that is where the rest of this page lives.
Before changing anything, separate the two. Open a fingerprint page in both modes on the same box you deploy to and diff the reports field by field:
with InvisiblePlaywright(seed=42, headless=False) as browser:
page = browser.new_page()
page.goto("https://example.com/fingerprint")
headful_report = page.evaluate("() => window.__fp_report()")
with InvisiblePlaywright(seed=42, headless=True) as browser:
page = browser.new_page()
page.goto("https://example.com/fingerprint")
headless_report = page.evaluate("() => window.__fp_report()")
diff = {k: (headful_report[k], headless_report[k])
for k in headful_report if headful_report[k] != headless_report[k]}
print(diff)Whatever shows up in diff is the entire real-world difference between the two modes
on that machine. If it is empty, the mode was never your problem, and switching to
headful buys you nothing but memory and, on Linux, a display server. If it is not
empty, work down the checklist below in order, because that is also the order these
tells occur in and the order the general checklist
puts them in as step three.
A server with no graphics hardware falls back to a software rasterizer, and WebGL says so in plain text:
const gl = document.createElement('canvas').getContext('webgl');
const dbg = gl.getExtension('WEBGL_debug_renderer_info');
gl.getParameter(dbg.UNMASKED_RENDERER_WEBGL);
// "ANGLE (Microsoft, Microsoft Basic Render Driver Direct3D11 vs_5_0 ps_5_0, D3D11)"That string comes from the
WEBGL_debug_renderer_info
extension, and it is the loudest tell in a headless deployment:
not automation, but truth - nothing was overridden, the machine really has no GPU.
Overriding the string in JavaScript to claim an NVIDIA card is not a fix, it
is a worse problem, because now the string disagrees with the pixels. A canvas hash
and a WebGL render are outputs, not values you can set, and a rasterizer draws
different antialiasing edges and different floating-point rounding than a real card
does. We shipped exactly this contradiction once: a
persona claimed a GTX 980, the render came from a software path on headless Linux,
and a commercial detector's tampering flag went from clean on Windows with a real GPU
to flagged on the exact same seed on a GPU-less host. The fix was never "claim it
harder." It was giving the machine a GPU, or being honest that the render is
software:
with InvisiblePlaywright(seed=42, headless=True) as browser:
page = browser.new_page()
page.goto("https://example.com/fingerprint")
vendor, renderer = page.evaluate("""() => {
const gl = document.createElement('canvas').getContext('webgl');
const dbg = gl.getExtension('WEBGL_debug_renderer_info');
return [gl.getParameter(dbg.UNMASKED_VENDOR_WEBGL),
gl.getParameter(dbg.UNMASKED_RENDERER_WEBGL)];
}""")
assert "Basic Render Driver" not in renderer, "software rasterizer, check the host has a real GPU"If your seed does draw that check, the deploy target is the thing to fix, not the string.
Ask for a platform in the user agent and a headless container will usually answer with a different one, not because it removed fonts, but because a bare container has no fontconfig telling it which real font to substitute when a page asks for one that is not there. The three causes are the same ones that produce a wrong canvas hash: missing font resolution, a different rasteriser configuration, and a measurement technique that inherits both. Check what your build actually reports before assuming it matches the platform you claim:
with InvisiblePlaywright(seed=42, headless=True) as browser:
page = browser.new_page()
page.goto("https://example.com")
families = ["Segoe UI", "Calibri", "Cambria", "Tahoma", "Verdana"]
detected = page.evaluate("""(candidates) => {
const span = document.createElement('span');
span.style.position = 'absolute';
span.style.fontSize = '72px';
span.textContent = 'mmmmmmmmmmlli';
document.body.appendChild(span);
span.style.fontFamily = 'monospace';
const base = span.offsetWidth;
const out = [];
for (const family of candidates) {
span.style.fontFamily = `"${family}", monospace`;
if (span.offsetWidth !== base) out.push(family);
}
span.remove();
return out;
}""", families)
print(detected)Installing more fonts is not the fix, and can make it worse: a large mixed set that does not belong to the claimed platform is a stronger tell than a small honest one. The fix that actually holds is a font stack that does not read the host at all, which is what this product bundles into the engine on all three platforms, so the same identity reports the same fonts whether the machine underneath is Windows, Linux or a container with nothing installed.
A headless browser has no monitor, so every screen value it reports was decided by
something other than a monitor, and the relationships between them are the actual
signal. The one that catches almost everyone:
screen.availHeight
equal to screen.height means the browser is claiming a Windows desktop with no
taskbar, which almost nobody has.
with InvisiblePlaywright(seed=42, headless=True) as browser:
page = browser.new_page()
page.goto("https://example.com")
screen = page.evaluate("""() => ({
width: screen.width, height: screen.height,
availWidth: screen.availWidth, availHeight: screen.availHeight,
outerWidth: window.outerWidth, outerHeight: window.outerHeight,
innerWidth: window.innerWidth, innerHeight: window.innerHeight,
dpr: window.devicePixelRatio,
})""")
assert screen["availHeight"] < screen["height"], "no taskbar reported, this is a headless tell"
assert screen["outerHeight"] > screen["innerHeight"] > 0, "no browser chrome reported"
assert screen["innerWidth"] <= screen["width"], "viewport bigger than the screen it lives in"Do not fix this by setting an explicit viewport and calling it done. new_page()
already opens a viewport that fits inside the seeded screen, with the screen, the
device pixel ratio and the colour scheme derived from the same profile as everything
else, so the taskbar relationship holds without anyone remembering to subtract one
value from another. Passing your own viewport= kwarg overrides that, and asking for
one larger than the seeded screen recreates the exact impossible relationship the
check above catches.
A single green run of the checks above is not a pass, because this domain is not deterministic. Run the same identity ten times, and open the PNG rather than trusting the text log:
with InvisiblePlaywright(seed=42, headless=True) as browser:
page = browser.new_page()
page.goto("https://example.com/fingerprint")
page.screenshot(path="fp_headless.png")A screenshot shows what the page actually rendered, including the parts an extractor never thought to look at. And pin the seed while you debug: the same seed produces the same GPU string, the same fonts and the same screen every time, so a run that fails once can be replayed exactly instead of hoping the next random draw reproduces the failure.
Headless mode is a rendering path, not a signal a site checks for directly. The block comes from what the path usually runs on top of: a GPU that is not there, a font set that belongs to no claimed platform, a screen that describes no monitor. Fix those four in order, on the machine you actually deploy to, and confirm each one with the same comparison this page opened with: headful against headless, on the same box, field by field. If the diff is empty once you are done, the mode was never the problem, and if it is not, you now know exactly which field to chase next.
Does headless mode get detected? Rarely by itself. What gets detected is the software GPU, the smaller font set, the missing audio device and the odd screen size that usually come bundled with it, and a headful browser on the same server still has all four.
Will switching to headful fix my block? Sometimes, and less often than people expect. It changes the rendering path and leaves every hardware tell in place, so it fixes cases where the site checked the rendering path specifically and nothing else.
Why does my renderer string say NVIDIA if the machine has no GPU? Because something set it to say that, and the pixels are still drawn by whatever rasterizer is actually on the box. That mismatch is worse than an honest software string, because it is a claim the render contradicts.
Do I need to install more fonts in my container? Only the ones that belong to the platform you claim, and only if you can match the set closely. A bigger mixed set is a stronger tell than a small honest one, not a weaker one.
Why is availHeight equal to height a problem? Because a real Windows desktop
has a taskbar cutting into the available area, and reporting no difference says the
machine has no taskbar, which almost nobody's does.
How many times should I test before trusting a result? At least ten. A verdict that shows up once in ten runs is a verdict, and a single clean run in a nondeterministic domain proves nothing.
See also: the entry point for this whole cluster, the general checklist for one site blocking you, and how to test whether your browser is detected for the comparison method used throughout this page.
- Headless vs headful, for the compositor-level fix and the thread-versus-process bug behind the Windows regression described above.
-
WebGL renderer strings and
renderer string vs render, for the GPU string and the
tampering flag it produced when the render disagreed with it. The extension itself is
documented at MDN's
WEBGL_debug_renderer_info. - Why headless renders different fonts, for the three causes behind a mismatched font set.
-
Screen size and viewport tells in headless browsers,
for the taskbar relationship and the rest of the screen checklist, and MDN's
Screen.availHeightfor the property itself. - Playwright in Docker, for the same six tells read as a container problem instead of a headless one.
Written while maintaining invisible_playwright, a Firefox patched at the C++ level driven by stock Playwright. The Windows hiding bug described above shipped for several releases before anyone noticed, because the test suite validating it used a different mechanism than the one it was meant to check.
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