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hcaptcha explained
hCaptcha is a real captcha, not a background score wearing a captcha's name. Most of the time a visitor never sees it: an invisible pass runs first and only escalates to a visible puzzle when that pass is unsure. When it escalates, the puzzle is an actual image-classification task, select every image matching a label, the same family of thing reCAPTCHA v2 and GeeTest ask for.
Be clear about what this page is before reading further, because that distinction
matters more here than on most pages in this corpus. This page explains the mechanism,
read from hCaptcha's own documentation and independent, checkable sources. It is not
instructions for solving the puzzle automatically, and invisible_playwright includes
no puzzle-solving or captcha-solving capability, for hCaptcha or any other vendor. That
boundary is stated once here, plainly, and repeated at the end of this page.
hCaptcha is a product of Intuition Machines, Inc., described in its own materials as "the world's most widely used independent CAPTCHA service," positioned against Google's reCAPTCHA on privacy and reach: "Unlike reCAPTCHA, we work in every country," with a claimed "Zero-PII architecture" and compliance with GDPR, CCPA, LGPD and PIPL. Its homepage describes current scale as "hundreds of millions of people around the world" and "the largest independent service of its kind," without a specific volume figure.
An independent reference work places its introduction in 2018. The most concrete public data point on adoption is independently reported rather than hCaptcha's own: Cloudflare's April 2020 switch away from reCAPTCHA, citing Google's advertising business, reCAPTCHA being blocked in China alongside every other Google service, and a newly announced reCAPTCHA price that would have cost Cloudflare, in its own account, millions of dollars a year to keep using for free.
hCaptcha's own developer documentation describes the flow in two stages. First, "the
user starts an hCaptcha evaluation: they click the checkbox or submit button, or you
trigger it programmatically" through hcaptcha.execute(widgetID). Second, once that
evaluation finishes, "the hCaptcha script inserted a unique token into your form data,"
which the integrating site's own backend then has to check.
The part that matters for automation is what happens between those two steps. A widget
configured with data-size="invisible" renders nothing, and per hCaptcha's own
documentation, "the widget will be rendered in the background and only presented when a
challenge is required." Whether a challenge is required is a per-session decision:
"the user will only be presented with a hCaptcha challenge if that user meets challenge
criteria." hCaptcha's FAQ names the inputs to that decision only at the category level:
"computed confidence in the visitor's humanity, the site difficulty setting, and other
security factors." Neither document lists the specific signals or weights behind that
confidence figure, and no page in this corpus claims to know them.
The clearest description of the invisible pass's intent comes from hCaptcha's own
Pro-tier documentation, describing its highest-friction-reduction mode: an evaluation
"derived from thousands of factors," built to "minimize challenges to real people to
less than 0.1% of users, while still increasing the costs of an attack in virtually all
cases." That shape, thousands of undisclosed factors feeding one pass/challenge
decision, matches the risk engines covered elsewhere in this corpus for
Turnstile and
Arkose Labs: broad category claims, no published
field list. One input is visible in the API itself: the server-side verification call
accepts an optional remoteip parameter, recommended "for accuracy," about as direct a
confirmation as a vendor gets that the requesting address feeds the decision too.
When the invisible pass escalates, a Basic (free, "Publisher") account has four fixed difficulty modes to pick from: "Easy, Medium, Difficult, and Auto." hCaptcha's own FAQ states a completed challenge takes "about the same as a traditional captcha: 3-10 seconds depending on the difficulty mode," the same rough time budget as a reCAPTCHA v2 checkbox-and-grid flow.
hCaptcha's own documentation does not spell out the puzzle's visual format in technical detail. An independent, encyclopedic reference describes it as asking a visitor to "select all images matching a generated query, called a label," which matches how hCaptcha's own data-labeling materials describe the underlying task category: bounding boxes, polygons, landmarks and attribute categorization on images and video. The puzzle a visitor solves and the annotation task a machine-learning customer pays for are, per that framing, the same category of work, which is the subject of the next section.
hCaptcha's business model is unusual among captcha vendors in that the company is explicit, in its own public materials, about running a second product built on the same challenges visitors solve. hCaptcha's own labeling page pitches a data-annotation service directly at "companies working on artificial intelligence and machine learning applications," describing the same task types, bounding boxes, polygons, landmarks, categorization, that show up in the visual puzzle, and framing the pitch around solving "the most labor intensive problem in machine learning: labeling massive amounts of data in a timely, affordable, and reliable way."
hCaptcha's own FAQ is specific about what it does not do with the data it collects: "we are not in the business of selling individually targeted ads," and it works "to protect your personal data and limit collection rather than selling it to others." That is a claim about advertising and personal data, narrower than a claim that labeled answers are never monetized, and it should be read exactly that narrowly. An independent reference states plainly that "hCaptcha makes revenue by selling its datasets to 3rd party companies," and a blog post from HUMAN Protocol, the labor marketplace hCaptcha is connected to, describes hCaptcha compensating the sites that embed it for "the work their users do as they verify their humanity," framing that work as "annotation," a "vital part of building and improving machine intelligence." The same post draws a clean line on the other side of that arrangement: "Enterprise integrators... like Cloudflare pay IM [Intuition Machines] for more features, rather than being compensated." Free-tier integrations sit inside a labor-and-payment loop; Enterprise integrations pay cash instead.
That split, an ad-and-labeling-funded free tier against a directly paid Enterprise tier, is one axis of what actually changes between the two, and it is covered in full, alongside the pricing figures and the feature differences that are more than framing, on hCaptcha Enterprise vs Standard.
The puzzle, or the invisible pass, produces a token, and hCaptcha's own documentation is
direct that the token proves nothing until a server checks it. The check is a
server-to-server call to https://api.hcaptcha.com/siteverify, POSTing the site's secret
key and the token (an optional remoteip, plus a sitekey to stop a token being
replayed under a different site's key, are also accepted). The response is JSON: a
success boolean, a challenge_ts timestamp, the hostname, error-codes on failure,
and, Enterprise-only, a score/score_reason pair carrying the risk assessment itself.
A token "can only be used once and must be verified within a short period of time," a
default of 120 seconds, the same single-use, time-boxed shape as
the Turnstile token.
Read this section carefully, because it is the point of this page. invisible_playwright
is a patched Firefox that answers the JavaScript-visible parts of a browser fingerprint
honestly, canvas and WebGL output, font enumeration, timing consistency, whether the
engine claiming to be a real browser actually behaves like one. Whatever hCaptcha's
undisclosed "thousands of factors" include on the fingerprint side, a genuinely real
engine answers that category the way any other real instance of that engine does, for
the same reason argued on the Turnstile page
and the GeeTest page.
That is where the honest boundary sits, and it sits well short of the puzzle. Selecting
the images that match a label is a human-interaction and image-recognition problem, not
a fingerprint problem, and no amount of engine-level realness answers it for you.
invisible_playwright does not solve, automate past, or sell a solution to hCaptcha's
visual challenge, and it never will as a feature of this project. A tool claiming to
"bypass hCaptcha" is describing a different, separate product category, commercial
captcha-solving services exist for exactly this reason, not something this project
does, sells, or intends to build.
Is hCaptcha a real captcha, like GeeTest, or a silent score, like Turnstile? Both, in sequence. An invisible risk pass runs first and handles most sessions with no visible step at all; only the sessions it leaves unsure escalate to an actual visual puzzle.
What does the hCaptcha puzzle actually ask you to do? Per independent description of the format, select every image matching a given label, in the same family as a reCAPTCHA v2 image grid, taking roughly 3 to 10 seconds by hCaptcha's own account of typical completion time.
Does hCaptcha publish what its invisible pass checks? No. hCaptcha's own materials
describe the decision only at category level, "computed confidence," "thousands of
factors," an accepted remoteip parameter, without publishing the specific signals or
their weights.
Is it true that hCaptcha sells the data from the puzzles people solve? Its own labeling product pitches image and video annotation directly to AI and ML companies using the same task categories as the visitor-facing puzzle, and an independent reference states it sells datasets to third parties; hCaptcha's own privacy FAQ denies selling individually targeted ads or personal data specifically, a narrower claim than a denial that labeled answers are monetized.
Does invisible_playwright solve hCaptcha's puzzle for me? No. That is a human-interaction, image-recognition challenge, not a browser-fingerprint check, and this project does not include a puzzle-solving or captcha-solving capability of any kind, for hCaptcha or any other vendor.
Does a real, engine-level browser help against hCaptcha at all? Only against whatever portion of the invisible pass reads genuine browser-engine behavior, canvas, WebGL, font and timing consistency, the same category argued throughout this corpus. It has no effect on the puzzle interaction itself.
Is hCaptcha the same thing whether I'm on the free tier or Enterprise? The underlying widget and verification mechanism described on this page is shared. What changes across tiers, difficulty controls, risk-score visibility, custom challenges, and the labeling-versus-cash relationship, is covered on hCaptcha Enterprise vs Standard.
- hCaptcha, Developer Guide, retrieved 2026-08-30, for the
two-stage widget flow, the
hcaptcha.execute()trigger, and thesiteverifyendpoint, its parameters, response fields and the single-use/120-second token behavior. - hCaptcha, Invisible Captcha, retrieved
2026-08-30, for the
data-size="invisible"behavior and the challenge-criteria framing. - hCaptcha, Configuration, retrieved
2026-08-30, for the documented widget parameters (
data-size,data-theme, the callback hooks) and confirmation that difficulty selection is not a client-side option. - hCaptcha, Pro Features, retrieved 2026-08-30, for the "99.9% Passive" mode description and its "thousands of factors" / "less than 0.1%" framing.
- hCaptcha, Frequently Asked Questions, retrieved 2026-08-30, for the challenge-decision factors ("computed confidence... site difficulty... other security factors"), the four Basic-tier difficulty modes, the 3-10 second completion-time figure, and the privacy/no-targeted-ads statement.
- hCaptcha, Pricing and Plans, both retrieved 2026-08-30, for tier positioning referenced briefly here (full comparison on the Enterprise-vs-Standard page).
- hCaptcha, homepage and About, both retrieved 2026-08-30, for the "hundreds of millions of people," "largest independent service," "every country," "Zero-PII architecture" claims, and the company's relationship to Intuition Machines.
- hCaptcha, Data Labeling, retrieved 2026-08-30, for the annotation-service pitch to AI/ML companies and its overlap with the puzzle.
- HUMAN Protocol, "How does hCaptcha fit into HUMAN Protocol?", retrieved 2026-08-30, for the integrator-compensation model and the explicit statement that Enterprise customers like Cloudflare pay Intuition Machines rather than being paid.
- HandWiki, HCaptcha, retrieved 2026-08-30, an independent encyclopedic mirror, for the 2018 introduction date, the "select all images matching a generated query, called a label" challenge description, the claim that hCaptcha "makes revenue by selling its datasets to 3rd party companies," and the ~10-million-users-per-month 2019 adoption figure.
- BleepingComputer, "Cloudflare drops Google's reCAPTCHA due to privacy concerns", published 2020-04-13, retrieved 2026-08-30, independent corroboration of Cloudflare's April 2020 move to hCaptcha and its stated reasons (privacy, China accessibility, cost).
See also: Does Playwright Trigger hCaptcha More Often? for what a Playwright session specifically does to the invisible pass described above; hCaptcha Enterprise vs Standard for the tier comparison this page defers to; GeeTest v4 (Slide/Click Captcha), Explained and Arkose Labs (FunCaptcha), Explained for two other vendors whose visible puzzle sits behind a similar undisclosed risk pass; and How Cloudflare Turnstile actually works for the non-interactive counterpart of the same fingerprint-versus-human-gate split.
From the notes of invisible_playwright, a Firefox patched at the C++ level and driven by stock Playwright. This page explains a mechanism and a business model, not a workaround: the product does not solve captchas, and a claim that any tool defeats hCaptcha's puzzle step is a different promise than anything documented here.
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?
- 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
-
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
-
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
-
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?
- Playwright Firefox: SEC_ERROR_UNKNOWN_ISSUER
- Playwright ERR_BLOCKED_BY_CLIENT via page.route
-
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
- 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
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
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