Avoid getting blocked with puppeteer stealth

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To avoid getting blocked with Puppeteer stealth, here are the detailed steps:

👉 Skip the hassle and get the ready to use 100% working script (Link in the comments section of the YouTube Video) (Latest test 31/05/2025)

Apis for dummies

Start by using puppeteer-extra and puppeteer-extra-plugin-stealth. This powerful combination patches common detectable properties. You can install them via npm:



npm install puppeteer-extra puppeteer-extra-plugin-stealth

Then, implement the plugin in your code:

const puppeteer = require'puppeteer-extra'


const StealthPlugin = require'puppeteer-extra-plugin-stealth'
puppeteer.useStealthPlugin

async function launchBrowser {


 const browser = await puppeteer.launch{ headless: true }.
  const page = await browser.newPage.
  // Your navigation and scraping logic here
  await browser.close.
}
launchBrowser.


Beyond the basic stealth plugin, consider adding a randomized user-agent string using libraries like `fake-useragent` to mimic various browsers and operating systems.

Rotate proxies frequently, especially for high-volume scraping, by integrating a reliable proxy service e.g., Luminati, Bright Data. Adjust your request headers to appear more natural, mimicking a real browser’s header structure.

Limit your request rate and introduce random delays between actions to avoid rate-limiting detection.

Mimic human-like behavior, such as random mouse movements and scrolls, using Puppeteer’s `page.mouse.move` and `page.evaluate` with `window.scrollBy`. Handle CAPTCHAs by integrating a CAPTCHA-solving service like 2Captcha or Anti-Captcha, or by employing a human-in-the-loop solution for complex cases.

Regularly update Puppeteer and the stealth plugin to benefit from the latest anti-detection techniques.

Finally, be mindful of the legality and ethics of web scraping.

always respect `robots.txt` and terms of service, and avoid overburdening target servers.

 Understanding Web Scraping Detection Mechanisms


Web scraping, while a powerful tool for data collection, often faces resistance from websites employing sophisticated detection mechanisms.

These defenses are designed to differentiate genuine human users from automated bots, protecting server resources and proprietary data.

Understanding these mechanisms is the first step in building a robust, undetectable scraper.

It's like knowing your opponent's playbook before the big game.

# User-Agent Analysis and Blacklisting


One of the most straightforward detection methods involves analyzing the `User-Agent` string sent with each request.

This string identifies the browser, operating system, and often the device type.
*   Default Puppeteer User-Agent: By default, Puppeteer sends a distinct `User-Agent` that often includes "HeadlessChrome," making it easily identifiable. Websites can simply blacklist requests containing this string.
*   Common User-Agent Patterns: Many bots use generic or outdated `User-Agent` strings that don't match typical browser patterns. Websites maintain lists of known bot `User-Agents` and block them.
*   User-Agent Entropy: Advanced detection looks at the combination of `User-Agent` with other headers like `Accept`, `Accept-Language`, `Accept-Encoding` to identify inconsistencies that a real browser wouldn't have. For example, a `User-Agent` claiming to be a modern Firefox browser, but lacking typical Firefox-specific headers, raises a red flag.
*   Real Data: According to a report by Distil Networks now Imperva Bot Management, 45% of all web traffic in 2020 was attributed to bots, with 17% being "bad bots." A significant portion of these bad bots are caught by `User-Agent` and header analysis.

# IP Address and Rate Limiting
Your IP address is a fundamental identifier.

Websites use it to track request volume and identify suspicious activity.
*   Request Velocity: Making too many requests from a single IP address within a short period is a classic sign of a bot. Websites implement rate limits, typically blocking or throttling IPs that exceed a predefined threshold.
*   Geographical Anomalies: If requests originate from an IP address in a region geographically distant from previous requests in a very short time, it might indicate IP rotation or bot activity.
*   IP Blacklists: Many services maintain blacklists of known malicious IP addresses, VPNs, or datacenter IPs. Your scraping IP might inadvertently fall into one of these categories.
*   Proxy Detection: Websites can detect the use of proxies, especially cheaper or public ones, by looking for specific headers e.g., `X-Forwarded-For` or by analyzing the IP's known association with datacenter ranges. In 2021, over 60% of bot attacks were attributed to IP addresses from data centers, highlighting the need for residential or mobile proxies.

# Browser Fingerprinting Techniques


Beyond `User-Agent` and IP, websites can "fingerprint" your browser by analyzing a multitude of properties that are unique to legitimate browser environments.
*   JavaScript Properties: Websites inspect JavaScript objects like `window.navigator`, `window.screen`, `window.WebGLRenderingContext`, and `window.console` for anomalies. For example, a headless browser might lack certain `navigator` properties or have an empty `WebGL` context. The `WebDriver` property `navigator.webdriver` is a particularly strong indicator of automation.
*   Canvas Fingerprinting: This technique involves rendering a hidden graphic on a `<canvas>` element and generating a unique hash based on how the browser renders it. Slight variations in GPU, browser, and OS lead to different hashes, helping identify headless environments or spoofed configurations.
*   Font Fingerprinting: Similar to canvas, websites can detect which fonts are installed on a system by rendering text and measuring dimensions, creating another unique identifier.
*   WebRTC Leaks: WebRTC can reveal your real IP address even when using a proxy, compromising your anonymity.
*   Missing or Inconsistent Browser Features: Headless browsers might not support certain multimedia codecs, WebGL features, or CSS properties that a real browser would, leading to detectable inconsistencies.

# Honeypots and Traps


Some websites deploy hidden elements or links specifically designed to catch bots.
*   Hidden Links: These are links invisible to human users e.g., `display: none` or `font-size: 0px` but are followed by automated crawlers that parse the DOM directly. Accessing these links immediately flags the user as a bot.
*   Fake Login Forms: Some sites present login forms that are not part of their actual login process. Submitting credentials to these forms flags the user as a bot.
*   Excessive Form Submissions: Rapid or repeated submissions to forms, especially those with anti-bot measures like CSRF tokens or CAPTCHAs, are often detected.

# CAPTCHAs and Challenge-Response Systems


CAPTCHAs Completely Automated Public Turing test to tell Computers and Humans Apart are the most direct challenges to bots.
*   ReCAPTCHA v2 and v3: Google's reCAPTCHA v2 requires users to click a checkbox or solve an image puzzle. ReCAPTCHA v3 operates silently in the background, scoring user behavior based on various browser interactions. Low scores flag the user as a bot.
*   Honeypot Fields: Hidden form fields that humans won't see or fill, but bots might. If a bot fills this field, it's immediately identified.
*   Interactive Challenges: Some sites implement custom JavaScript-based challenges, like requiring specific mouse movements, drag-and-drop actions, or solving simple arithmetic problems.

# Behavioral Analysis


Advanced detection systems analyze user behavior beyond simple requests, looking for patterns that deviate from human interaction.
*   Mouse Movements and Clicks: Bots often have unnatural or missing mouse movements, click instantly, or click in the exact center of elements. Humans exhibit natural, varied mouse paths and slightly delayed clicks.
*   Scroll Patterns: Human scrolling is often erratic, with pauses and varying speeds. Bots might scroll in a perfectly linear fashion or jump directly to the bottom of the page.
*   Typing Speed and Errors: If interacting with forms, bots typically "type" at a uniform, superhuman speed without common human errors or pauses.
*   Time on Page: Bots often spend minimal time on a page before navigating, whereas humans might pause to read content.
*   Navigation Paths: Bots might follow predictable navigation patterns e.g., always going from product list to first product detail page, unlike humans who explore more randomly. Over 70% of sophisticated bot management solutions employ behavioral analysis as a primary detection layer.



By understanding these multi-layered detection mechanisms, you can strategically employ Puppeteer stealth techniques to mimic legitimate user behavior and avoid getting flagged.

It's a continuous game of cat and mouse, requiring constant adaptation and refinement of your scraping strategies.

 Essential Puppeteer Stealth Plugin Configuration


The `puppeteer-extra-plugin-stealth` is the cornerstone of avoiding detection.

It works by patching various browser properties and behaviors that commonly give away headless Chrome. But simply `use`-ing it isn't always enough.

understanding its modules and how to selectively apply them is key to fine-tuning your stealth efforts.

# How `puppeteer-extra-plugin-stealth` Works


The stealth plugin bundles a collection of individual "evasion techniques" or "modules." Each module targets a specific detectable browser property or behavior.

When you enable the stealth plugin, it automatically applies most of these patches.
*   Patching `navigator.webdriver`: This is one of the most direct giveaways. The plugin sets `navigator.webdriver` to `undefined` or removes it entirely, making it appear as if no WebDriver is controlling the browser.
*   Faking `navigator.plugins`: Headless browsers often report an empty or inconsistent list of browser plugins. The plugin injects a realistic list of common plugins like PDF Viewer, Flash, Widevine to mimic a legitimate browser.
*   Spoofing `navigator.languages`: Sets a consistent and common `navigator.languages` array e.g., ``.
*   Modifying `navigator.mimeTypes`: Similar to plugins, this fakes a realistic list of MIME types supported by the browser.
*   Handling `chrome.runtime`: Google Chrome extensions interact with `chrome.runtime`. The plugin ensures this object exists and behaves as expected to prevent detection by scripts looking for its absence.
*   Randomizing `WebGL` Vendor and Renderer: WebGL can be used for canvas fingerprinting. The plugin attempts to spoof or randomize the `WebGL` vendor and renderer information, making it harder to link your browser to a specific headless instance.
*   Faking `console.debug`: Some detection scripts check if `console.debug` has been tampered with. The plugin ensures it's set up correctly.
*   Overriding `Permissions.query`: Websites can query browser permissions like geolocation. The plugin overrides this to always return a "denied" or consistent state, preventing prompts that might expose automation.
*   Hiding `Notifications.permission`: Ensures the `Notifications.permission` property is set to a common value `default` or `denied` rather than being absent or inconsistent.
*   Disabling `navigator.appVersion` `Headless` keyword: Some older detection scripts look for the "Headless" keyword in `navigator.appVersion`. The plugin removes this.

# Enabling All Stealth Modules


For most general-purpose scraping, enabling all stealth modules is the simplest and often most effective approach.

This is the default behavior when you simply `puppeteer.useStealthPlugin`.
const puppeteer = require'puppeteer-extra'.


const StealthPlugin = require'puppeteer-extra-plugin-stealth'.

// Enable all available stealth techniques
puppeteer.useStealthPlugin.

async  => {
  const browser = await puppeteer.launch{


   headless: true, // You can also use 'new' for new headless mode
    args: 


     '--no-sandbox', // Recommended for Docker/Linux environments
      '--disable-setuid-sandbox',


     '--disable-dev-shm-usage', // Helps with memory issues in Docker


     '--disable-accelerated-2d-canvas', // Disables 2d canvas acceleration


     '--disable-gpu' // Disables GPU hardware acceleration
    
  }.


 await page.goto'https://bot.sannysoft.com/'. // Test your stealth


 await page.waitForTimeout5000. // Give it time to load detection results


 await page.screenshot{ path: 'stealth_test.png', fullPage: true }.


 console.log'Stealth test screenshot saved to stealth_test.png'.
}.
Why this is a good starting point: It covers the most common detection vectors with minimal effort, providing a solid baseline for stealth. A test on `bot.sannysoft.com` will show almost all checks passing.

# Disabling Specific Stealth Modules When Needed


While enabling all modules is generally good, there might be rare cases where a specific module interferes with the target website or where you want to optimize performance by disabling unnecessary patches.


You can pass an options object to the `StealthPlugin` constructor to specify which modules to disable.





// Disable the `webdriver` and `chrome.runtime` modules


// This is rarely recommended for general use, but demonstrates the syntax
puppeteer.useStealthPlugin{


 enabledEvasions: 
}.


// Wait, actually the plugin only supports `exclude` not `enabledEvasions` directly.
// To disable, you provide an `exclude` array.



 // Exclude specific modules if they cause issues or are known not to be needed for a specific target


 exclude:  // Example: excluding the webdriver and chrome.runtime patches



  await page.goto'https://bot.sannysoft.com/'.
  await page.waitForTimeout5000.


 await page.screenshot{ path: 'stealth_test_selective.png', fullPage: true }.


 console.log'Selective stealth test screenshot saved to stealth_test_selective.png'.
When to consider disabling:
*   Debugging: If a website behaves unexpectedly, disabling modules one by one can help pinpoint if a specific patch is causing the issue.
*   Performance: While the impact is usually minimal, disabling unused modules might offer a tiny performance gain in very specific scenarios.
*   Target-Specific Evasion: For highly specific anti-bot systems, you might find that certain patches are counterproductive or unnecessary, and a more tailored approach is better. This is rare for general scraping.

Important Note: Generally, it's recommended to keep all modules enabled unless you have a strong, tested reason to disable them. The developers of `puppeteer-extra-plugin-stealth` continually update and refine these modules to combat the latest detection techniques, so relying on their expertise is usually the best strategy. Regularly updating your `puppeteer-extra` and `puppeteer-extra-plugin-stealth` packages is also crucial to stay ahead of the curve.

 User-Agent Rotation and Management


The User-Agent string is a primary identifier that websites use to detect automated requests. Simply spoofing a single `User-Agent` isn't enough.

sophisticated anti-bot systems can detect repeated requests with the same `User-Agent` from different IP addresses, or the prolonged use of a single `User-Agent` pattern that might not match typical browsing behavior.

This is where User-Agent rotation becomes critical.

# Implementing Dynamic User-Agent Rotation


To mimic human browsing patterns and avoid detection, you should dynamically change the User-Agent for each new page or even for subsequent requests within the same session, if needed.
*   Leverage `fake-useragent`: This is a popular Node.js library that provides a constantly updated list of real-world User-Agent strings, categorized by browser and operating system.
*   Integration with Puppeteer: You can set the User-Agent using `page.setUserAgent` before navigating to a URL.





const UserAgent = require'fake-useragent'. // npm install fake-useragent


async function scrapeWithRotatingUserAgenturl {



  // Create a new User-Agent instance
  const userAgent = new UserAgent.

  // Get a random User-Agent string
  const randomUserAgent = userAgent.random.


 console.log`Using User-Agent: ${randomUserAgent}`.

  // Set the User-Agent for the current page
  await page.setUserAgentrandomUserAgent.



 await page.gotourl, { waitUntil: 'domcontentloaded' }.

  // Example: Take a screenshot to verify


 await page.screenshot{ path: `screenshot_${Date.now}.png` }.


// Example usage:


scrapeWithRotatingUserAgent'https://www.example.com'.


scrapeWithRotatingUserAgent'https://www.another-example.com'.

Benefits of Dynamic Rotation:
*   Mimics Human Behavior: Real users don't stick to a single browser version forever. they update, use different browsers, or switch devices.
*   Distributes Detection Risk: Spreading requests across different User-Agent profiles makes it harder for a website to build a consistent "bot profile" for your scraper.
*   Adapts to Changes: `fake-useragent` is regularly updated, so you're always using current and realistic User-Agent strings.

# Managing a Pool of User-Agents


For more controlled or large-scale operations, you might want to manage your own pool of User-Agents rather than relying solely on random generation.

This allows for specific targeting e.g., only mobile User-Agents, only desktop Chrome User-Agents or ensuring certain high-priority User-Agents are used more frequently.
*   Curated List: Create a JSON file or an array in your code with a list of verified, common User-Agent strings.
*   Selection Strategy: Implement a strategy to pick User-Agents from this pool:
   *   Round-robin: Cycle through the list sequentially.
   *   Random with weights: Assign probabilities to different User-Agents based on their commonality.
   *   Sticky per session: Assign a User-Agent to a specific browser instance or session and keep it consistent for that session, then rotate for new sessions.





const userAgentPool = 


 'Mozilla/5.0 Windows NT 10.0. Win64. x64 AppleWebKit/537.36 KHTML, like Gecko Chrome/120.0.0.0 Safari/537.36',
  'Mozilla/5.0 Macintosh.

Intel Mac OS X 10_15_7 AppleWebKit/605.1.15 KHTML, like Gecko Version/17.2.1 Safari/605.1.15',


 'Mozilla/5.0 Windows NT 10.0. Win64. x64. rv:121.0 Gecko/20100101 Firefox/121.0',
  'Mozilla/5.0 iPhone.

CPU iPhone OS 17_2_1 like Mac OS X AppleWebKit/605.1.15 KHTML, like Gecko Version/17.0 Mobile/15E148 Safari/604.1',
  'Mozilla/5.0 Linux.

Android 10 AppleWebKit/537.36 KHTML, like Gecko Chrome/120.0.6099.199 Mobile Safari/537.36'
.

let currentUserAgentIndex = 0.

function getNextUserAgent {
  const ua = userAgentPool.


 currentUserAgentIndex = currentUserAgentIndex + 1 % userAgentPool.length. // Cycle through
  return ua.

async function scrapeWithPooledUserAgenturl {



  const selectedUserAgent = getNextUserAgent.


 console.log`Using Pooled User-Agent: ${selectedUserAgent}`.
  await page.setUserAgentselectedUserAgent.





 await page.screenshot{ path: `pooled_screenshot_${Date.now}.png` }.



scrapeWithPooledUserAgent'https://www.google.com'.
scrapeWithPooledUserAgent'https://www.bing.com'.

# Best Practices for User-Agent Management
*   Match User-Agent to Browser Properties: Ensure your chosen User-Agent string is consistent with other browser properties that the stealth plugin spoofs e.g., if you set a mobile User-Agent, ensure the `screen` resolution and other `navigator` properties align if you're not using the stealth plugin which handles this. The `puppeteer-extra-plugin-stealth` largely takes care of this consistency.
*   Avoid Outdated or Obscure User-Agents: Stick to User-Agents that are genuinely used by a significant portion of the internet population. Using a rare or very old User-Agent can be as much of a red flag as a generic one.
*   Consider Mobile vs. Desktop: Some websites serve different content or have different anti-bot measures for mobile devices. Using mobile User-Agents and setting appropriate viewport sizes can sometimes bypass desktop-specific detections.
*   Monitor Effectiveness: Regularly check your scraping success rates and analyze server logs if accessible to see if User-Agent-related blocks are occurring. Adjust your strategy based on these observations.
*   Combine with Other Stealth Techniques: User-Agent rotation is effective, but it's just one piece of the puzzle. Combine it with IP rotation, randomized delays, and other stealth measures for maximum effectiveness.



By diligently managing your User-Agent strings, you add a significant layer of sophistication to your Puppeteer stealth efforts, making your scraping activities appear more like legitimate human browsing.

 Proxy Integration for IP Rotation


One of the most critical elements in sustained web scraping success, especially at scale, is effective IP rotation.

Relying on a single IP address your local machine's or server's will inevitably lead to rate limits, CAPTCHAs, or outright blocks.

Proxies allow you to route your requests through different IP addresses, making it appear as though requests are coming from various locations and users.

# Types of Proxies and Their Use Cases
Not all proxies are created equal.

Understanding the different types is crucial for choosing the right one for your scraping needs.

1.  Datacenter Proxies:
   *   Description: These IPs originate from data centers, often associated with cloud hosting providers. They are fast, relatively cheap, and available in large quantities.
   *   Pros: High speed, low cost, readily available.
   *   Cons: Easily detectable by sophisticated anti-bot systems because they are known to belong to data centers. They are frequently blacklisted.
   *   Use Cases: Best for non-sensitive websites with minimal anti-bot measures, or for initial testing where detection isn't a primary concern. Not recommended for targets with strong bot detection.

2.  Residential Proxies:
   *   Description: These IPs are legitimate IP addresses assigned by Internet Service Providers ISPs to real residential users. They are routed through actual home internet connections.
   *   Pros: Highly anonymous and difficult to detect as proxies, as they appear to originate from real users. Low ban rate.
   *   Cons: More expensive than datacenter proxies, potentially slower due to routing through residential networks, and often require paying for bandwidth.
   *   Use Cases: Ideal for highly protected websites e.g., e-commerce sites, social media, flight aggregators where detection is a major concern. This is generally the recommended type for serious web scraping.

3.  Mobile Proxies:
   *   Description: IPs assigned by mobile network operators to mobile devices smartphones, tablets. They share a single IP address among many users, making them appear even more legitimate and harder to trace back to a single scraper.
   *   Pros: Extremely difficult to detect, as mobile IPs are rotated frequently by carriers and are used by large numbers of legitimate users. Very low ban rates on even the most aggressive anti-bot systems.
   *   Cons: Most expensive, potentially slowest dependent on mobile network speed, and often bandwidth-limited.
   *   Use Cases: For the most challenging targets that block even residential proxies, or for critical, high-value data where cost is less of a concern.

# Integrating Proxies with Puppeteer


Puppeteer supports proxy integration directly when launching the browser.

 Using HTTP/HTTPS Proxies


Many proxy providers offer HTTP/HTTPS proxies with or without authentication.




// Replace with your proxy details


const PROXY_SERVER = 'http://username:password@your-proxy-ip:port'. // For authenticated proxies


// const PROXY_SERVER = 'http://your-proxy-ip:port'. // For unauthenticated proxies

async function scrapeWithProxyurl {
    headless: true,


     `--proxy-server=${PROXY_SERVER}`, // Set the proxy server
      '--no-sandbox',
      '--disable-setuid-sandbox'



 // If your proxy requires authentication and it's not in the URL e.g., SOCKS5 without direct URL support


 // await page.authenticate{ username: 'your_username', password: 'your_password' }.

  try {


   await page.gotourl, { waitUntil: 'networkidle2' }.


   console.log`Visited ${url} using proxy: ${PROXY_SERVER}`.


   await page.screenshot{ path: 'proxy_test.png' }.
  } catch error {


   console.error`Error during scraping with proxy: ${error}`.
  } finally {
    await browser.close.
  }



scrapeWithProxy'https://www.whatismyip.com/'. // Verify your IP address

 Proxy Rotation Strategy


For large-scale scraping, simply using one proxy isn't enough. You need to rotate through a pool of proxies.

Most premium residential and mobile proxy providers offer an endpoint that handles rotation for you e.g., a single gateway IP that routes your requests through different IPs in their pool. If you're managing your own proxy list, you'll need to implement the rotation logic.

Example with a simple proxy list rotation:




const proxyList = 
  'http://user1:[email protected]:8080',
  'http://user2:[email protected]:8080',
  'http://user3:[email protected]:8080'
  // Add more proxies as needed

let currentProxyIndex = 0.

function getNextProxy {
  const proxy = proxyList.


 currentProxyIndex = currentProxyIndex + 1 % proxyList.length. // Cycle through
  return proxy.



async function scrapeWithRotatingProxiesurl, numRequests = 5 {
  for let i = 0. i < numRequests. i++ {
    const proxy = getNextProxy.


   console.log`Request ${i + 1}: Using proxy ${proxy}`.

    const browser = await puppeteer.launch{
      headless: true,
      args: 
    }.
    const page = await browser.newPage.

    try {


     await page.gotourl, { waitUntil: 'networkidle2' }.


     await page.screenshot{ path: `proxy_screenshot_${i}.png` }.


     console.log`Successfully scraped ${url} with proxy ${proxy}`.
    } catch error {


     console.error`Error scraping with proxy ${proxy}: ${error.message}`.
    } finally {
      await browser.close.
    }


   await new Promiseresolve => setTimeoutresolve, 2000. // Small delay between requests



scrapeWithRotatingProxies'https://httpbin.org/ip'. // Shows the IP address of the request

# Best Practices for Proxy Management
*   Choose Reputable Providers: Invest in high-quality residential or mobile proxies from reputable providers e.g., Bright Data, Luminati, Oxylabs, Smartproxy. Cheap or free proxies are often unreliable, slow, and already blacklisted.
*   Proxy Health Checks: If managing your own pool, periodically check the health and speed of your proxies to remove dead or slow ones.
*   Sticky Sessions: For certain websites e.g., those requiring login or multi-step processes, maintaining a "sticky session" using the same IP for a certain duration might be necessary to avoid being logged out or flagged. Most premium residential proxy services offer this feature.
*   Geolocation: If your target website has region-specific content or anti-bot measures, choose proxies from relevant geographical locations.
*   Error Handling: Implement robust error handling for proxy failures e.g., retry with a different proxy, log proxy issues.
*   Cost Management: Residential and mobile proxies can be expensive. Monitor your bandwidth usage and optimize your scraping logic to minimize unnecessary requests.
*   Combine with User-Agent Rotation: Always combine proxy rotation with User-Agent rotation for maximum stealth. A unique IP paired with a unique and real-looking User-Agent is a powerful combination.
*   Respect `robots.txt` and Terms of Service: While proxies enhance stealth, they do not grant permission to disregard a website's rules. Always ensure your scraping activities are ethical and legal.



Effective proxy integration and management are critical for achieving high success rates and avoiding blocks in any serious web scraping endeavor.

It's often the investment in quality proxies that differentiates amateur scrapers from professional ones.

 Mimicking Human Behavior


Websites use behavioral analysis as a powerful tool to distinguish human users from bots.

A perfectly linear, rapid, and predictable sequence of actions immediately flags an automated script.

To truly blend in, your Puppeteer script needs to emulate the subtle, often erratic, nuances of human interaction.

This is where you get to play method actor for your code.

# Random Delays Between Actions


Humans don't click, scroll, and type at machine-like speeds. They pause to read, think, and react.

Introducing random delays is perhaps the simplest yet most effective behavioral stealth technique.
*   Variable Delays: Instead of a fixed `await page.waitForTimeout1000`, use a function that generates a random delay within a sensible range.
*   Strategic Placement: Apply delays before page navigation, after loading content, before clicking elements, and especially before form submissions.

// Helper function for random delays
function getRandomDelaymin, max {
 return Math.floorMath.random * max - min + 1 + min.

async function simulateHumanDelay {


 const delay = getRandomDelay1000, 3000. // Between 1 to 3 seconds
  console.log`Pausing for ${delay}ms...`.


 await new Promiseresolve => setTimeoutresolve, delay.

async function scrapeWithDelaysurl {





 await simulateHumanDelay. // Delay before navigation


  console.log'Page loaded.'.



 await simulateHumanDelay. // Delay after page load
  // Example: Click a button
 // await page.click'button#myButton'.
  // console.log'Button clicked.'.



 await simulateHumanDelay. // Delay after action


scrapeWithDelays'https://www.example.com'.
Data point: Studies on user interaction show average human reaction times for clicks range from 180ms to over 500ms, with pauses between actions often in seconds, not milliseconds.

# Realistic Mouse Movements and Scrolls


Bots often move the mouse directly to the center of an element and click, or scroll perfectly linearly.

Real humans move their mouse in slightly curved paths and scroll in bursts.
*   Mouse Movement Simulation: Puppeteer's `page.mouse.movex, y, { steps: N }` and `page.mouse.clickx, y` can be used to simulate movements. For more complex paths, you might need a library or custom logic.
*   Scrolling Simulation: Instead of `page.evaluate => window.scrollTo0, document.body.scrollHeight`, simulate incremental scrolls with random intervals.

// Simulating a more human-like scroll down
async function simulateHumanScrollpage {


 let scrollHeight = await page.evaluate => document.body.scrollHeight.
  let currentScroll = 0.
  while currentScroll < scrollHeight {


   const scrollAmount = getRandomDelay50, 300. // Scroll in chunks


   const delay = getRandomDelay100, 500. // Pause between scrolls


   await page.evaluateamount => window.scrollBy0, amount, scrollAmount.
    currentScroll += scrollAmount.


   await new Promiseresolve => setTimeoutresolve, delay.


   scrollHeight = await page.evaluate => document.body.scrollHeight. // Update if page loads more content



// Simulating a more human-like mouse movement to an element
async function humanLikeClickpage, selector {
  const element = await page.$selector.
  if element {


   const boundingBox = await element.boundingBox.
    if boundingBox {


     const startX = getRandomDelay0, await page.evaluate => window.innerWidth.


     const startY = getRandomDelay0, await page.evaluate => window.innerHeight.


     const targetX = boundingBox.x + boundingBox.width / 2 + getRandomDelay-5, 5. // Slight offset


     const targetY = boundingBox.y + boundingBox.height / 2 + getRandomDelay-5, 5. // Slight offset



     // Move mouse from a random starting point to the element


     await page.mouse.movestartX, startY, { steps: getRandomDelay5, 15 }.


     await new Promiseresolve => setTimeoutresolve, getRandomDelay200, 500. // Pause before starting move


     await page.mouse.movetargetX, targetY, { steps: getRandomDelay10, 30 }. // Move to target


     await new Promiseresolve => setTimeoutresolve, getRandomDelay50, 200. // Pause before click
      await page.mouse.clicktargetX, targetY.

async function scrapeWithHumanBehaviorurl {


 const browser = await puppeteer.launch{ headless: false, defaultViewport: null }. // Set headless to false for visual debugging



  // Simulate scrolling
  await simulateHumanScrollpage.



 // Simulate clicking an element replace with your actual selector
 const buttonSelector = 'button#someButton'. // Example selector
  // Check if button exists before trying to click


 const buttonExists = await page.$buttonSelector.
  if buttonExists {


   console.log`Attempting human-like click on ${buttonSelector}`.
    await humanLikeClickpage, buttonSelector.
  } else {


   console.log`Button with selector ${buttonSelector} not found. Skipping human-like click.`.



 await new Promiseresolve => setTimeoutresolve, 5000. // Keep browser open for a bit



// scrapeWithHumanBehavior'https://www.google.com'. // Test on a page with scrollable content
Note: Implementing highly realistic mouse movements can be complex and resource-intensive. Focus on general patterns rather than pixel-perfect imitation.

# Typing Simulation


For filling out forms, typing characters one by one with realistic delays is far more convincing than directly setting input values.
*   Character-by-Character Input: Instead of `page.type'input#username', 'myusername'`, loop through the string and type each character.
*   Random Typing Speed and Errors: Introduce slight random delays between key presses and occasionally simulate a backspace-and-retype action for an "error."



async function humanLikeTypepage, selector, text {


 await page.clickselector. // Focus the input field
  for const char of text {


   await page.keyboard.presschar, { delay: getRandomDelay50, 150 }. // Random delay per character
  // Optionally, simulate a typo and backspace


 if Math.random < 0.1 { // 10% chance of a typo
    console.log'Simulating a typo...'.


   await page.keyboard.press'a', { delay: getRandomDelay50, 100 }.


   await page.keyboard.press'Backspace', { delay: getRandomDelay100, 200 }.


   await page.keyboard.press'Backspace', { delay: getRandomDelay100, 200 }. // Double backspace to remove the char just typed


   await page.keyboard.presstext, { delay: getRandomDelay50, 150 }. // Retype last char

async function scrapeWithTypingSimulationurl {


 const browser = await puppeteer.launch{ headless: false, defaultViewport: null }.



  // Assume there's a search input with id 'q'


 const searchInputSelector = 'input, input'.


 const searchInput = await page.$searchInputSelector.
  if searchInput {


   console.log`Attempting human-like typing into ${searchInputSelector}`.


   await humanLikeTypepage, searchInputSelector, 'puppeteer stealth techniques'.


   await page.keyboard.press'Enter', { delay: getRandomDelay500, 1500 }.


   console.log`Search input with selector ${searchInputSelector} not found. Skipping typing simulation.`.



 await new Promiseresolve => setTimeoutresolve, 5000.



// scrapeWithTypingSimulation'https://www.google.com'. // Good for testing typing

# Randomizing Viewports and Device Emulation


Different devices and screen resolutions have distinct viewport sizes, which can also be used for fingerprinting.
*   Rotate Viewports: Use `page.setViewport` to randomly select common screen resolutions.
*   Device Emulation: For mobile scraping, use Puppeteer's built-in `page.emulate` to spoof specific mobile devices, complete with their User-Agent, screen size, and device pixel ratio.

const commonViewports = 
  { width: 1920, height: 1080 }, // Desktop HD
  { width: 1366, height: 768 },  // Common Laptop
  { width: 1440, height: 900 },  // MacBook Air


 { width: 375, height: 667, isMobile: true, userAgent: 'Mozilla/5.0 iPhone.

CPU iPhone OS 17_2_1 like Mac OS X AppleWebKit/605.1.15 KHTML, like Gecko Version/17.0 Mobile/15E148 Safari/604.1' }, // iPhone 8


 { width: 414, height: 896, isMobile: true, userAgent: 'Mozilla/5.0 iPhone.

CPU iPhone OS 17_2_1 like Mac OS X AppleWebKit/605.1.15 KHTML, like Gecko Version/17.0 Mobile/15E148 Safari/604.1' } // iPhone XR

async function setRandomViewportpage {
 const viewport = commonViewports.


 console.log`Setting viewport to: ${viewport.width}x${viewport.height}${viewport.isMobile ? ' Mobile' : ''}`.
  await page.setViewport{
    width: viewport.width,
    height: viewport.height,
   isMobile: viewport.isMobile || false,


   deviceScaleFactor: viewport.isMobile ? 2 : 1, // Common for mobile
   hasTouch: viewport.isMobile || false // Common for mobile
  if viewport.userAgent {
    await page.setUserAgentviewport.userAgent.

async function scrapeWithRandomViewporturl {





 await setRandomViewportpage. // Set a random viewport and UA





 await page.screenshot{ path: `viewport_screenshot_${Date.now}.png` }.



// scrapeWithRandomViewport'https://www.google.com'.

# Best Practices for Behavioral Mimicry
*   Don't Overdo It: While human behavior is erratic, excessive randomization can also be a red flag. Aim for natural-looking variations, not chaotic movements.
*   Contextual Behavior: Think about what a human would *actually do* on a given page. If you're on a product page, humans might scroll down, pause, look at images, then click "Add to Cart." Mimic that flow.
*   Headless vs. Headful: When developing and testing, run your browser in headful mode `headless: false` to visually inspect its behavior. Does it look natural?
*   Performance vs. Stealth: More complex behavioral simulations e.g., precise mouse path generation consume more CPU and increase scraping time. Balance the need for stealth with performance requirements.
*   Iterative Testing: Test your behavioral patterns against your target website. Some sites are more sensitive than others. Start simple and add complexity if detection occurs.



By integrating these human-like behaviors, you transform your Puppeteer script from a robotic automaton into a convincing digital persona, significantly increasing its chances of bypassing even sophisticated anti-bot systems.

 Managing Cookies and Local Storage


Cookies and local storage are integral to how websites identify and track users.

For scrapers, managing these client-side storage mechanisms correctly is crucial for maintaining session persistence, bypassing certain anti-bot challenges, and mimicking legitimate user behavior.

Ignoring them can lead to immediate detection or unexpected scraping failures.

# Understanding the Role of Cookies in Detection
*   Session Management: Websites use session cookies to keep track of a user's logged-in state or progress through a multi-step process. Without proper cookie handling, your scraper might be constantly logged out or reset.
*   Tracking and Fingerprinting: Many anti-bot systems drop specific cookies to track a user's activity across pages, monitor their behavior, and assign them a "risk score." If these cookies are missing, inconsistent, or immediately deleted, it raises a red flag.
*   Rate Limiting: Some basic rate-limiting mechanisms might rely on a cookie to identify a user. Clearing cookies effectively resets this identification, which can be useful but also risky if it's too frequent.
*   Consent Management: Many websites use cookies to store user consent for privacy policies e.g., GDPR banners. Without persisting these cookies, your scraper might repeatedly encounter these banners, wasting time and potentially looking suspicious.
*   Anti-CSRF Tokens: Cookies often work in conjunction with anti-Cross-Site Request Forgery CSRF tokens. If cookies aren't managed correctly, your scraper might fail form submissions due to missing or invalid tokens.

# Persisting Cookies and Local Storage Across Sessions


For tasks requiring continuous interaction or login persistence, you need to store and restore cookies and local storage data between Puppeteer browser sessions.
*   Using `page.cookies` and `page.setCookie`:
   *   `page.cookies`: Retrieves all cookies for the current page's URL.
   *   `page.setCookie`: Sets cookies on the page.
*   Using `page.evaluate` for Local Storage: Local storage is accessed via JavaScript, so you'll use `page.evaluate` to interact with `localStorage`.

Example: Saving and Loading Cookies/Local Storage



const fs = require'fs'.


const COOKIES_FILE = 'cookies.json'.
const LOCAL_STORAGE_FILE = 'localStorage.json'.

async function saveSessionpage {
  // Save cookies
  const cookies = await page.cookies.


 fs.writeFileSyncCOOKIES_FILE, JSON.stringifycookies, null, 2.
  console.log'Cookies saved.'.

  // Save local storage


 const localStorageData = await page.evaluate => {
    let data = {}.
    for let i = 0. i < localStorage.length. i++ {
      const key = localStorage.keyi.
      data = localStorage.getItemkey.
    return data.


 fs.writeFileSyncLOCAL_STORAGE_FILE, JSON.stringifylocalStorageData, null, 2.
  console.log'Local storage saved.'.

async function loadSessionpage {
  if fs.existsSyncCOOKIES_FILE {


   const cookiesString = fs.readFileSyncCOOKIES_FILE.
    const cookies = JSON.parsecookiesString.
    await page.setCookie...cookies.
    console.log'Cookies loaded.'.

  if fs.existsSyncLOCAL_STORAGE_FILE {


   const localStorageString = fs.readFileSyncLOCAL_STORAGE_FILE.


   const localStorageData = JSON.parselocalStorageString.
    await page.evaluatedata => {
      for const key in data {
        localStorage.setItemkey, data.
      }
    }, localStorageData.
    console.log'Local storage loaded.'.

async function scrapeWithSessionPersistence {



  // Attempt to load previous session data
  await loadSessionpage.



 // Navigate to a site, possibly log in or interact
  console.log'Navigating to example.com...'.


 await page.goto'https://www.example.com', { waitUntil: 'networkidle2' }.



 // Simulate some interaction e.g., accepting a cookie consent, or logging in


 // For demonstration, let's just create a dummy local storage item
  await page.evaluate => {


   localStorage.setItem'myCustomData', 'this is a persisted value'.
  console.log'Dummy local storage item set.'.

  // Save session data after interaction
  await saveSessionpage.


  // --- New session to verify persistence ---


 console.log'\nStarting new session to verify persistence...'.


 const newBrowser = await puppeteer.launch{ headless: true }.
  const newPage = await newBrowser.newPage.


 await loadSessionnewPage. // Load saved session



 await newPage.goto'https://www.example.com', { waitUntil: 'networkidle2' }.


 const retrievedLocalStorage = await newPage.evaluate => localStorage.getItem'myCustomData'.


 console.log'Retrieved local storage item:', retrievedLocalStorage. // Should be 'this is a persisted value'

  await newBrowser.close.

// Call the function to run the example
scrapeWithSessionPersistence.

# Clearing Cookies Strategically


While persistence is important, sometimes you might want to start fresh or clear specific cookies.
*   `page.deleteCookie`: Allows deleting specific cookies.
*   `page.setCookie` with `expires: Date.now / 1000 - 3600`: Set expiration to a past date.
*   `page.evaluate => localStorage.clear`: Clears all local storage for the current origin.
*   Creating a new browser context: Each new `browser.newPage` typically starts with a clean slate for cookies and local storage for that specific page, but for truly isolated sessions, launching new `browser` instances or using `browser.createIncognitoBrowserContext` is more robust.



// Example: Clearing all cookies for the current page's domain
async function clearAllCookiespage {


 const client = await page.target.createCDPSession.


 await client.send'Network.clearBrowserCookies'.


 console.log'All browser cookies cleared for the current page.'.

// Example: Clearing all local storage
async function clearAllLocalStoragepage {
  await page.evaluate => localStorage.clear.


 console.log'All local storage cleared for the current page.'.



// Example: Using incognito context for isolated sessions
async function scrapeWithIncognitourl {




 const context = await browser.createIncognitoBrowserContext. // Create an isolated context


 const page = await context.newPage. // Pages within this context are isolated





 console.log`Visited ${url} in incognito mode.`.

  await page.close.


 await context.close. // Close the incognito context

// scrapeWithIncognito'https://www.example.com'.

# Best Practices for Cookie and Local Storage Management
*   Match Persistence to Use Case:
   *   Login sessions: Definitely persist.
   *   One-off data extraction: May not need persistence unless there's a pre-scrape challenge like a cookie consent banner.
   *   High-volume scraping: Consider a fresh browser context or clear cookies for each request/session if the website uses cookies for aggressive rate limiting, but be mindful of appearing like a new user repeatedly.
*   Understand Website Logic: Analyze how the target website uses cookies. Are there specific anti-bot cookies? Are they session-based or persistent? This insight helps you decide whether to persist, clear, or ignore them.
*   Error Handling: Be prepared for scenarios where cookies might be invalid or expire. Implement retry logic or re-login mechanisms.
*   GDPR/Privacy Banners: If a website has a prominent cookie consent banner, persist the cookie that indicates consent has been given. This avoids repeated banner appearances, saving time and making your scraper appear more human.
*   Security: If saving cookies and local storage to files, ensure proper file permissions and encryption, especially if dealing with sensitive login information.
*   Combine with Other Techniques: Cookie management works best when combined with IP rotation, User-Agent rotation, and human-like delays. An IP from a new location, a fresh User-Agent, and consistent cookie behavior often bypass detection.



By carefully managing cookies and local storage, you add another layer of sophistication to your Puppeteer stealth setup, enabling your scraper to interact with websites more authentically and bypass tracking mechanisms.

 Handling CAPTCHAs and Challenge Pages


CAPTCHAs and other challenge pages are the ultimate gatekeepers, explicitly designed to differentiate humans from bots.

When your Puppeteer scraper encounters one, it's a clear indication that previous stealth measures have been insufficient.

Successfully overcoming these challenges requires integration with external services or a significant shift in strategy.

# Recognizing CAPTCHA Types


Before you can solve a CAPTCHA, you need to identify what kind it is.
*   Image-Based CAPTCHAs:
   *   Standard Text/Distorted Text: Users decipher distorted letters and numbers.
   *   Image Recognition e.g., reCAPTCHA v2 puzzles: "Select all squares with traffic lights."
   *   Object Selection: Click on specific objects within an image.
*   Checkbox CAPTCHAs e.g., reCAPTCHA v2 "I'm not a robot": Simple click, but relies on background behavioral analysis to determine if a puzzle is needed.
*   Invisible reCAPTCHA v3: Runs entirely in the background, assigning a score based on user behavior. Low scores lead to blocks or requiring a reCAPTCHA v2 challenge.
*   Honeypot Fields: Hidden form fields that, if filled by a bot, immediately trigger detection.
*   JavaScript Challenges: Custom challenges that rely on JavaScript execution, sometimes obfuscated, to determine if a browser is automated.
*   Interactive/Drag-and-Drop CAPTCHAs: Challenges requiring specific interactions beyond simple clicks or text entry.
*   Puzzle Piece CAPTCHAs: Dragging a puzzle piece into the correct position.

# Integrating with CAPTCHA Solving Services


For common CAPTCHA types, especially reCAPTCHA, the most reliable and scalable solution is to integrate with a specialized CAPTCHA-solving service.

These services use either human workers or advanced AI to solve CAPTCHAs at scale.
*   Popular Services:
   *   2Captcha: Widely used, supports various CAPTCHA types including reCAPTCHA v2/v3, hCaptcha, Image CAPTCHA.
   *   Anti-Captcha: Similar to 2Captcha, offers solutions for a broad range of CAPTCHAs.
   *   CapMonster: A software solution for solving CAPTCHAs locally, often used with private proxies.
   *   DeathByCaptcha: Another established service.
*   How They Work General Flow:
    1.  Your Puppeteer script detects a CAPTCHA.


   2.  It sends the CAPTCHA data e.g., site key, URL for reCAPTCHA.

image for image CAPTCHA to the CAPTCHA solving service's API.


   3.  The service solves the CAPTCHA and returns the solution e.g., a reCAPTCHA token, decoded text.


   4.  Your Puppeteer script injects the solution back into the page e.g., setting the reCAPTCHA token in the correct element, typing the solved text into an input field.


   5.  Your script then submits the form or continues navigation.

 Example: Integrating with 2Captcha for reCAPTCHA v2


First, install the 2captcha library: `npm install 2captcha` or equivalent for other services.





const { Solver } = require'2captcha'. // npm install 2captcha


// Replace with your 2Captcha API Key


const TWO_CAPTCHA_API_KEY = 'YOUR_2CAPTCHA_API_KEY'.
const solver = new SolverTWO_CAPTCHA_API_KEY.



async function solveReCaptchaV2page, siteKey, pageUrl {


 console.log'Attempting to solve reCAPTCHA v2...'.
    const res = await solver.recaptcha{
      pageurl: pageUrl,
      sitekey: siteKey


   console.log'reCAPTCHA solved, token:', res.data.
    return res.data. // This is the g-recaptcha-response token


   console.error'Error solving reCAPTCHA:', error.
    return null.

async function scrapeWithCaptchaHandlingurl {








 // Example: Check if reCAPTCHA v2 is present this selector is common
 const recaptchaElement = await page.$'div#rc-anchor-container, div.g-recaptcha'.

  if recaptchaElement {
    console.log'reCAPTCHA v2 detected!'.
    // You'll need to find the actual sitekey. It's usually in a data-sitekey attribute.
    const siteKey = await page.evaluate => {


     const recaptchaDiv = document.querySelector'div.g-recaptcha'.


     return recaptchaDiv ? recaptchaDiv.getAttribute'data-sitekey' : null.

    if siteKey {


     const recaptchaToken = await solveReCaptchaV2page, siteKey, url.

      if recaptchaToken {


       // Inject the token into the hidden textarea that reCAPTCHA uses
        await page.evaluatetoken => {
         document.querySelector'#g-recaptcha-response'.value = token.
        }, recaptchaToken.



       // Submit the form assuming the form submission is triggered by reCAPTCHA solution


       // If the form has a submit button, you might need to click it here.
       // await page.click'button#submitButton'.
        console.log'reCAPTCHA token injected. Proceeding...'.
      } else {


       console.error'Failed to get reCAPTCHA token.'.
    } else {


     console.error'Could not find reCAPTCHA sitekey.'.
    console.log'No reCAPTCHA detected.'.



 await page.waitForTimeout5000. // Wait to see if further action is needed


 await page.screenshot{ path: 'captcha_handled.png' }.



// Note: You need a website with reCAPTCHA for this to work.


// Test on a site like https://www.google.com/recaptcha/api2/demo


// scrapeWithCaptchaHandling'https://www.google.com/recaptcha/api2/demo'.
Important: CAPTCHA solving services incur costs. Choose a service that fits your budget and expected volume. Pricing is typically per 1000 solved CAPTCHAs, ranging from $0.5 to $3 USD depending on CAPTCHA type and service.

# Strategies for Invisible reCAPTCHA v3


ReCAPTCHA v3 doesn't typically require a user interaction, but it assigns a score 0.0 to 1.0 based on perceived human-likeness.

A low score might block you or trigger a v2 challenge.
*   Focus on Behavioral Mimicry: The best defense against reCAPTCHA v3 is strong behavioral mimicry random delays, mouse movements, scrolling, typing.
*   Proxy Quality: High-quality residential or mobile proxies are crucial, as IP reputation heavily influences the reCAPTCHA score.
*   Solver Services: Some services like 2Captcha, Anti-Captcha can provide a reCAPTCHA v3 token. You still send the site key and URL, and they return a token, hoping that their solving infrastructure gets a high score.

# When to Consider a "Human-in-the-Loop" Solution


For extremely complex or novel CAPTCHAs, or when cost-effectiveness of automated services is an issue for very low volume, a human-in-the-loop approach might be considered.
*   Manual Intervention: When your script hits a CAPTCHA, it pauses, takes a screenshot, and sends it to a human e.g., yourself, a remote worker. The human solves it and provides the input back to the script.
*   Tools: Services like "Puppeteer-Human-Solver" a concept, not a widely supported library or custom integrations can facilitate this.
*   Pros: Can solve virtually any CAPTCHA.
*   Cons: Not scalable, slow, introduces manual overhead, and requires constant monitoring. This approach is generally discouraged for high-volume or professional scraping due to inefficiency.

# Best Practices for Handling CAPTCHAs
*   Proactive Stealth: The best way to "handle" CAPTCHAs is to avoid them in the first place. Invest heavily in IP rotation, User-Agent rotation, behavioral mimicry, and the Puppeteer stealth plugin to keep your bot score low.
*   Monitor for CAPTCHAs: Regularly check for the presence of CAPTCHA elements e.g., `div.g-recaptcha`, iframes with CAPTCHA URLs on the page.
*   Error Handling and Retries: If a CAPTCHA solving service fails, implement retry logic with different proxies or a short delay.
*   Legal and Ethical Considerations: Repeatedly bypassing CAPTCHAs might violate a website's terms of service. Ensure your activities remain ethical and legal.
*   Cost vs. Benefit: Evaluate the cost of CAPTCHA solving services against the value of the data you're collecting. For some data, it might not be worth the expense.



Successfully managing CAPTCHAs is a crucial hurdle in advanced web scraping.

By combining proactive stealth measures with reactive solving strategies, you can significantly improve your scraper's resilience.

 Monitoring and Adapting to Anti-Bot Changes
Web scraping is a constant cat-and-mouse game.

Websites continually update their anti-bot measures, and a scraper that worked perfectly last month might be blocked tomorrow.

Effective monitoring and a proactive adaptation strategy are paramount for long-term scraping success. This isn't a "set it and forget it" operation. it's a living system that needs ongoing care.

# Setting Up Monitoring for Blockage Detection
You can't adapt if you don't know you're blocked. Robust monitoring systems are essential.
*   Error Logging: Implement comprehensive logging for your Puppeteer script.
   *   HTTP Status Codes: Log non-200 status codes e.g., 403 Forbidden, 429 Too Many Requests, 503 Service Unavailable. These are clear indicators of a block or rate limit.
   *   Specific Error Messages: Capture error messages from Puppeteer e.g., navigation timeouts, network errors.
   *   Custom Blockage Detection: Look for specific text on the page indicating a block e.g., "Access Denied," "You are a robot," CAPTCHA presence.
        ```javascript
        async function checkBlockagepage {
          const content = await page.content.
         if content.includes'Access Denied' || content.includes'You are a robot' {


           console.warn'Potential blockage detected by content!'.
            return true.
          }


         // Add more checks for common CAPTCHA elements or specific anti-bot messages
         const recaptchaDetected = await page.$'div.g-recaptcha, iframe'.
          if recaptchaDetected {
            console.warn'reCAPTCHA detected!'.
          return false.
        }

        // Inside your scraping loop:
        // await page.gotourl.
        // if await checkBlockagepage {


       //   // Handle block: rotate proxy, change User-Agent, pause, etc.
        // }
        ```
*   Success Rate Metrics: Track the percentage of successful requests over time. A sudden drop indicates an issue.
   *   Requests made vs. successful parses:
   *   Data points extracted vs. expected:
*   Alerting Systems: Integrate with alerting tools e.g., Slack, Email, PagerDuty to notify you immediately when blockages occur or success rates drop below a threshold.
*   IP Health Monitoring: If you manage your own proxy pool, regularly verify proxy health and latency. Premium proxy providers usually offer dashboards for this.

# Analyzing Block Patterns and Identifying Anti-Bot Updates


Once you've detected a block, the real work begins: analysis.
*   Isolate the Variable:
   *   Did a specific IP get blocked?
   *   Was a particular User-Agent string flagged?
   *   Did it happen after a certain number of requests or a specific action e.g., form submission?
   *   Did it coincide with a change in the target website's layout or design?
*   Inspect Request Headers: Use browser developer tools or Puppeteer's `page.setRequestInterception` to log all headers sent with requests leading up to the block. Look for anything unusual or missing compared to a legitimate browser.
*   Examine Page Source and Network Traffic: After a block, save the full HTML of the page and perhaps a screenshot. Analyze network requests in the browser's developer tools if running headful to see if new anti-bot scripts were loaded or if existing ones changed.
*   Look for JavaScript Obfuscation: Anti-bot systems often use highly obfuscated JavaScript. If you see very long, unreadable JavaScript files being loaded, it's a strong indicator of sophisticated bot detection.
*   Refer to Community Forums: Check forums like Stack Overflow, Reddit's r/webscraping, or specialized scraping communities. Others might have encountered similar issues with the same target site or anti-bot solution.

# Adapting Your Strategy


Based on your analysis, you'll need to adapt your scraping strategy.
*   Rotate More Aggressively: If IP blocks are frequent, increase the frequency of IP rotation, or switch to higher-quality proxies residential/mobile.
*   Update User-Agents: If User-Agent-based blocking is suspected, refresh your User-Agent pool or ensure you're using `fake-useragent` for up-to-date strings.
*   Enhance Behavioral Mimicry: If behavioral analysis is the culprit e.g., reCAPTCHA v3 scores are low, add more random delays, realistic mouse movements, or scrolling.
*   Reconfigure Stealth Plugin: If the `puppeteer-extra-plugin-stealth` is no longer sufficient, check for updates to the plugin. The developers are usually quick to patch new detection methods. You might also need to experiment with disabling specific modules if they conflict.
*   Adjust Request Rate: If rate limiting is the issue, significantly increase the delays between requests, or implement exponential backoff on retries.
*   Analyze DOM Changes: Websites often change HTML selectors, breaking your scraping logic. Regularly check if your selectors are still valid. Automated testing frameworks can help here.
*   Consider Headful Browsing: For highly dynamic or complex sites, consider running Puppeteer in headful mode `headless: false` occasionally to manually observe how a human interacts and then try to replicate that with your script.
*   Invest in Better Tools: If a particular target is extremely challenging, it might be time to invest in a more robust bot management solution that specifically offers enhanced anti-bot bypass capabilities, or a more expensive proxy network.
*   Ethical Considerations: If a website is clearly making extreme efforts to prevent scraping, and you are repeatedly getting blocked despite your best efforts, it might be a sign to re-evaluate whether scraping that particular data is ethical or worth the effort. Consider if there's an API available or if direct contact with the website owner for data access is a more suitable approach.




This proactive approach minimizes downtime and maximizes your long-term success.

 Ethical Considerations and `robots.txt`


While the technical aspects of Puppeteer stealth are crucial, neglecting the ethical and legal dimensions of web scraping can lead to severe consequences, including IP blacklisting, legal action, or damage to your reputation.

As a Muslim professional, adhering to ethical guidelines, which resonate with Islamic principles of honesty, fairness, and respecting boundaries, is paramount.

This includes understanding and respecting the `robots.txt` file and a website's terms of service.

# Understanding `robots.txt`


The `robots.txt` file is a standard protocol used by websites to communicate with web crawlers and other bots, indicating which parts of their site should not be accessed or crawled.

It's a voluntary directive, not a legal enforcement mechanism, but respecting it is a fundamental ethical practice in the web scraping community.
*   Location: Always found at the root of a domain e.g., `https://www.example.com/robots.txt`.
*   Directives:
   *   `User-agent: *`: Applies to all bots.
   *   `User-agent: specific-bot-name`: Applies only to bots identified by that name.
   *   `Disallow: /path/`: Instructs bots not to access the specified path.
   *   `Allow: /path/sub-path/`: Less common Overrides a broader `Disallow` for a specific sub-path.
   *   `Crawl-delay: X`: Requests bots to wait X seconds between requests not all bots respect this, but it's a strong hint.
   *   `Sitemap: url-to-sitemap.xml`: Points to the site's sitemap.
*   Example `robots.txt`:
    ```
   User-agent: *
    Disallow: /admin/
    Disallow: /private/
    Crawl-delay: 10

    User-agent: Googlebot
    Allow: /
    Disallow: /search
   In this example, all bots `*` should not access `/admin/` or `/private/` and should wait 10 seconds between requests. Googlebot is explicitly allowed to crawl everything except `/search`.

# Implementing `robots.txt` Compliance in Puppeteer


While Puppeteer itself doesn't have a built-in `robots.txt` parser, it's straightforward to implement this compliance.
*   Use a `robots.txt` parser library: Libraries like `robots-parser` npm package can parse the `robots.txt` file and tell you if a URL is allowed or disallowed for your User-Agent.





const robotsParser = require'robots-parser'. // npm install robots-parser


const fetch = require'node-fetch'. // npm install node-fetch for fetching robots.txt


async function getRobotsTxtbaseUrl {
    const robotsTxtUrl = `${baseUrl}/robots.txt`.
    const response = await fetchrobotsTxtUrl.
    if response.ok {
      const text = await response.text.
      return robotsParserrobotsTxtUrl, text.


     console.warn`No robots.txt found or accessible at ${robotsTxtUrl}. Assuming full crawl permission.`.


     return robotsParserrobotsTxtUrl, ''. // Return an empty robots object if not found


   console.error`Error fetching robots.txt for ${baseUrl}: ${error.message}`.


   return robotsParser`${baseUrl}/robots.txt`, ''.



async function scrapeWithRobotsTxtComplianceurlToScrape {





 // Get the base URL e.g., https://www.example.com
  const urlObj = new URLurlToScrape.


 const baseUrl = `${urlObj.protocol}//${urlObj.hostname}`.

  // Get the robots.txt rules for the target site
  const robots = await getRobotsTxtbaseUrl.



 // Get the User-Agent that Puppeteer will send after stealth plugin


 // You might need to launch a temporary page to get the effective UA
  const tempPage = await browser.newPage.


 const actualUserAgent = await tempPage.evaluate => navigator.userAgent.
  await tempPage.close.



 // Check if the URL is allowed for your scraper's User-Agent


 if !robots.isAllowedurlToScrape, actualUserAgent {


   console.warn`WARNING: Scraping of ${urlToScrape} is DISALLOWED by robots.txt for User-Agent: ${actualUserAgent}. Skipping.`.
    return.


   console.log`INFO: Scraping of ${urlToScrape} is ALLOWED by robots.txt.`.

  // Also respect Crawl-delay if specified


 const crawlDelay = robots.getCrawlDelayactualUserAgent.
  if crawlDelay {


   console.log`Crawl-delay specified: ${crawlDelay} seconds. Applying delay.`.
   await new Promiseresolve => setTimeoutresolve, crawlDelay * 1000.



   await page.gotourlToScrape, { waitUntil: 'domcontentloaded' }.


   console.log`Successfully navigated to ${urlToScrape}`.


   await page.screenshot{ path: 'robots_compliant_scrape.png' }.


   console.error`Error during scraping: ${error.message}`.



// Use a URL that might have specific robots.txt rules


scrapeWithRobotsTxtCompliance'https://www.amazon.com/gp/bestsellers'. // Likely disallowed


// scrapeWithRobotsTxtCompliance'https://www.example.com/about'. // Likely allowed

# Respecting Terms of Service ToS
`robots.txt` is a technical directive.

Terms of Service ToS or Terms of Use ToU are legal documents.
*   Explicit Prohibition: Many websites explicitly prohibit automated scraping in their ToS. Violating this can lead to legal action, account termination, or IP bans.
*   Data Usage Restrictions: Even if scraping isn't outright forbidden, the ToS often dictate how collected data can be used e.g., no commercial use, no public redistribution.
*   Ethical Review: Before scraping, carefully read the target website's ToS. If scraping is explicitly forbidden, it is ethically and legally problematic to proceed. As a Muslim, one is encouraged to fulfill agreements and contracts.

# Avoiding Overburdening Servers


Even if technically allowed, excessive requests can harm a website's performance and be considered a denial-of-service attack.
*   Rate Limiting: Implement strict rate limits in your scraper, even if `robots.txt` doesn't specify a `Crawl-delay`. Be conservative. a few seconds between requests is a good start.
*   Concurrency Limits: Don't launch hundreds of concurrent browser instances against a single domain. Limit the number of parallel requests.
*   Resource Management: Optimize your scraper to minimize resource consumption on both your side and the target server. Only fetch what you need.
*   Error Handling and Backoff: If you encounter `429 Too Many Requests` or `503 Service Unavailable`, implement exponential backoff – wait longer for each subsequent retry.

# General Ethical Best Practices
*   Transparency where appropriate: For academic research or non-commercial purposes, consider reaching out to the website owner. They might provide an API or grant permission.
*   Value Addition: If scraping data, think about how it can be used for public benefit or non-competitive research.
*   Data Privacy: Be extremely cautious with personal data. Ensure you comply with all data privacy regulations GDPR, CCPA, etc. if collecting any personally identifiable information PII.
*   Consider Alternatives: Before resorting to scraping, always check if the website provides an API, an RSS feed, or downloadable datasets. These are always the preferred, legitimate methods of data access.




Respecting `robots.txt`, adhering to Terms of Service, and being mindful of server load are not just legal safeguards but reflections of a responsible and ethical approach, aligning with the values of integrity and consideration for others.

This proactive approach ensures sustainable and lawful data collection.

 Advanced Techniques and Tooling


While `puppeteer-extra-plugin-stealth` covers many basic detections, sophisticated anti-bot systems employ advanced techniques that require more specialized solutions.

To stay ahead in the continuous cat-and-mouse game, you need to explore deeper into the Puppeteer ecosystem and external tools.

# Modifying Chrome Command-Line Arguments


Puppeteer launches Chrome with specific command-line arguments.

Some of these can reveal that it's a headless instance or provide other detectable clues. Modifying them can enhance stealth.
*   `--disable-blink-features=AutomationControlled`: This argument can remove the `navigator.webdriver` property and some other tell-tale signs. While `puppeteer-extra-plugin-stealth` usually handles `navigator.webdriver`, this offers an additional layer.
*   `--disable-features=IsolateOrigins,site-per-process`: Can sometimes help with certain site rendering issues or isolation properties that might be checked.
*   `--no-sandbox`: Essential when running Puppeteer in Docker or Linux environments, as it bypasses the Chrome sandbox for security reasons use with caution in production.
*   `--disable-setuid-sandbox`: Another sandbox-related argument, similar to `--no-sandbox`.
*   `--disable-dev-shm-usage`: Important for Docker, as it prevents Chromium from writing to `/dev/shm`, which can cause OOM Out Of Memory issues.
*   `--disable-accelerated-2d-canvas` and `--disable-gpu`: Can prevent some GPU-related fingerprinting if WebGL detection is a concern.





async function launchWithCustomArgs {
      '--disable-dev-shm-usage',


     '--disable-blink-features=AutomationControlled', // Key stealth argument
      '--disable-accelerated-2d-canvas',
      '--disable-gpu',


     // Add other arguments as needed, e.g., to mimic a specific browser launch
      '--disable-background-networking',


     '--enable-features=NetworkService,NetworkServiceInProcess',
      '--disable-background-timer-throttling',
      '--disable-backgrounding-occluded-windows',
      '--disable-breakpad',
      '--disable-client-side-phishing-detection',
      '--disable-default-apps',
      '--disable-extensions',
      '--disable-sync',
      '--disable-translate',
      '--hide-scrollbars',
      '--metrics-recording-only',
      '--mute-audio',
      '--no-first-run',
      '--safebrowsing-disable-auto-update',
      '--ignore-certificate-errors',
      '--ignore-ssl-errors'


 await page.screenshot{ path: 'advanced_args_test.png', fullPage: true }.


 console.log'Screenshot with advanced args saved.'.

// launchWithCustomArgs.

# Custom JavaScript Evasion Techniques


While `puppeteer-extra-plugin-stealth` covers many common JavaScript-based detections, some anti-bot systems use very specific or novel checks.

You might need to write custom `page.evaluate` or `page.evaluateOnNewDocument` scripts to override or modify browser properties not covered by the plugin.
*   Overriding Native Functions: Websites can check if native browser functions e.g., `Object.defineProperty`, `Function.prototype.toString` have been tampered with.
*   Emulating Specific Browser Quirks: Some anti-bot systems check for very subtle browser quirks or inconsistencies that headless browsers might not perfectly replicate.
*   Example: More rigorous `navigator.webdriver` spoofing if `stealth` plugin is not enough:
    ```javascript
    await page.evaluateOnNewDocument => {


     Object.definePropertynavigator, 'webdriver', {
        get:  => false,
      }.
      // Also mask toString of related functions
      window.navigator.webdriver = false.


     Object.definePropertywindow.navigator, "webdriver", {
          get:  => false,


     Object.definePropertyFunction.prototype, "toString", {


         value: new ProxyFunction.prototype.toString, {


             apply: functiontarget, thisArg, argumentsList {


                 if thisArg && thisArg.name === 'cdc_adoQoGTG' { // Example specific function name from anti-bot


                     return 'function  {  }'.
                  }


                 return Reflect.applytarget, thisArg, argumentsList.
              },
          },


   This is a deeper level of patching and requires understanding the specific anti-bot script's checks. It's often trial-and-error.

# Using `request-interception` for Header Manipulation


Beyond `User-Agent`, other request headers can be used for fingerprinting or detection.

`page.setRequestInterception` allows you to modify, add, or remove headers for outgoing requests.
*   Referer Headers: Ensure consistent and logical `Referer` headers. A missing or incorrect `Referer` can be a red flag.
*   `Accept-Language`, `Accept-Encoding`: Match these to a common browser profile and your chosen `User-Agent`.
*   Custom Headers: Some anti-bot systems might look for the absence of certain custom headers that real browsers generate though this is rare.

await page.setRequestInterceptiontrue.
page.on'request', request => {
  const headers = request.headers.


 headers = 'en-US,en.q=0.9'. // Ensure consistent language


 headers = 'gzip, deflate, br'. // Common encoding


 // Set a realistic Referer header based on the current page if not already present


 if !headers && request.url !== request.frame.url {
      headers = request.frame.url.
  request.continue{ headers }.
}.

# Integrating with Browser Management Tools Browserless, Playwright


For large-scale, high-resilience scraping, consider using browser management tools or alternative frameworks.
*   Browserless: A service/self-hosted solution that provides a robust API for Puppeteer/Playwright. It handles browser scaling, proxy integration, and can offer enhanced stealth features. It acts as a layer between your scraper and the browser instances, potentially masking some headless browser properties.
*   Playwright: Microsoft's alternative to Puppeteer. It supports Chromium, Firefox, and WebKit and has its own set of anti-detection measures, often requiring different evasions. It's gaining popularity for its robust API and cross-browser support.
*   Selenium with Undetected-ChromeDriver: While not Puppeteer, Selenium with the `undetected-chromedriver` library Python is specifically designed to bypass many bot detection mechanisms. If Puppeteer is continually failing, exploring this alternative might be fruitful, though it introduces a new tech stack.

# Advanced Proxy Management


Beyond basic rotation, advanced proxy strategies include:
*   Session Management with Proxies: For multi-step processes, ensuring a sticky IP from the same proxy location can prevent session resets.
*   IP Warm-up: For new proxies, slowly "warm up" their reputation by sending a few benign requests before heavy scraping.
*   Geo-targeting: Using proxies from specific geographic regions if the target website has geo-fencing or regional content.
*   Combining Proxy Types: Using datacenter proxies for static asset loading and residential proxies for main page requests.

# Browser Fingerprint Manipulation Tools


Tools and services specifically designed to generate highly realistic browser fingerprints that go beyond what a typical stealth plugin offers.

These can mimic hundreds of browser parameters plugins, screen size, WebGL, audio context, etc.
*   Sphere Browser/MultiLogin/AntiDetect Browser: These are commercial anti-detect browsers primarily used for account management, but they illustrate the level of fingerprint manipulation possible. While not directly integrable with Puppeteer, they show the complexity of advanced browser fingerprinting.
*   Custom JavaScript injection: Manually overriding properties like `window.chrome`, `navigator.plugins`, `navigator.mimeTypes` with highly specific, real-world data as opposed to the generic data provided by stealth plugins can make your browser fingerprint more unique and less detectable.



Advanced techniques demand a deeper understanding of web technologies and anti-bot systems.

They often involve more complex code and can be harder to maintain.

However, for persistent, large-scale, and high-value scraping, these layers of sophistication are often what make the difference between success and constant blockages.

Always remember the ethical implications and the need to respect the website's boundaries.

 Frequently Asked Questions

# What is Puppeteer stealth?


Puppeteer stealth refers to a collection of techniques and tools, primarily the `puppeteer-extra-plugin-stealth`, designed to make automated Puppeteer browser instances appear more like legitimate human users, thereby avoiding detection and blocking by anti-bot systems.

It patches various browser properties and behaviors that typically expose headless browsers.

# Why do I need Puppeteer stealth?


You need Puppeteer stealth because many websites employ sophisticated anti-bot mechanisms to prevent automated scraping, data extraction, or abuse.

Without stealth techniques, your Puppeteer script will quickly be identified as a bot, leading to IP bans, CAPTCHAs, or denied access to content.

# What are the main ways websites detect bots?
Websites primarily detect bots by:
1.  User-Agent and HTTP Header Analysis: Looking for generic/headless `User-Agent` strings or inconsistent headers.
2.  IP Address and Rate Limiting: Too many requests from one IP, or known datacenter IPs.
3.  Browser Fingerprinting: Analyzing JavaScript properties e.g., `navigator.webdriver`, `WebGL`, Canvas fingerprinting, or font detection.
4.  Behavioral Analysis: Unnatural mouse movements, scrolling, typing, or navigation patterns.
5.  CAPTCHAs and Challenge-Response Systems: Directly asking for human verification.
6.  Honeypots: Hidden links or fields designed to trap bots.

# Is `puppeteer-extra-plugin-stealth` enough to avoid getting blocked?


While `puppeteer-extra-plugin-stealth` is a powerful and essential first step, it is often not enough on its own for highly protected websites.

It handles many common browser fingerprinting issues, but sophisticated anti-bot systems might require additional layers of stealth like proxy rotation, User-Agent rotation, realistic behavioral mimicry, and custom JavaScript evasions.

# How do I install `puppeteer-extra` and the stealth plugin?
You can install them using npm:



# How do I use the stealth plugin in my code?


After installation, require the modules and then use the plugin with `puppeteer.use`:




// Now launch browser with puppeteer.launch as usual

# Can I selectively disable stealth modules?
Yes, you can.

You can pass an `exclude` array to the `StealthPlugin` constructor to disable specific modules if they cause issues or are unnecessary for your target. For example:


puppeteer.useStealthPlugin{ exclude:  }.


However, it's generally recommended to keep all modules enabled unless you have a specific reason to disable them.

# What are User-Agents and why is rotating them important?


A User-Agent is a string that identifies the browser, operating system, and device type of a client making a request.

Rotating User-Agents is important because using a single, static User-Agent especially the default Puppeteer one is a strong signal of automation.

By rotating them, you mimic diverse human browsing patterns and distribute the detection risk.

# How can I rotate User-Agents with Puppeteer?


You can use libraries like `fake-useragent` to get realistic User-Agent strings and then set them for each new page using `await page.setUserAgentrandomUserAgent`. For more control, maintain a curated list of User-Agents and cycle through them.

# What types of proxies are best for web scraping?
Residential proxies are generally best for serious web scraping as they appear to originate from real home internet connections, making them very difficult to detect as proxies. Mobile proxies are even more robust but also more expensive. Datacenter proxies are faster and cheaper but easily detectable by advanced anti-bot systems.

# How do I integrate proxies with Puppeteer?


You integrate proxies by passing the `--proxy-server` argument when launching the Puppeteer browser:
const browser = await puppeteer.launch{


 args: 

# How do I simulate human-like delays?
Use JavaScript's `setTimeout` with `Math.random` to introduce random delays between actions. For example, `await new Promiseresolve => setTimeoutresolve, Math.random * max - min + min.` between clicks, navigations, or form submissions.

# How can I make mouse movements and scrolling more human-like?


Use `page.mouse.move` and `page.mouse.click` to simulate movements and clicks with random offsets and `steps`. For scrolling, use `page.evaluate => window.scrollBy0, amount` repeatedly with random scroll amounts and delays, instead of a single jump to the bottom.

# Should I simulate typing character by character?


Yes, for input fields, typing character by character using `page.keyboard.press` with random delays between key presses is far more convincing than directly setting the input value, which is instant and easily detectable.

You can even simulate occasional typos and backspaces.

# How do I manage cookies and local storage for persistent sessions?


You can use `page.cookies` to get cookies and `page.setCookie` to set them.

For local storage, use `page.evaluate` to interact with `localStorage.getItem` and `localStorage.setItem`. Save these to a file e.g., JSON and load them before each new session.

# What do I do when I encounter a CAPTCHA?


The most reliable way to handle CAPTCHAs is to integrate with a CAPTCHA-solving service e.g., 2Captcha, Anti-Captcha. Your script detects the CAPTCHA, sends its details to the service, receives the solution, and then injects it back into the page.

# Is it ethical to scrape websites?


Ethical scraping involves respecting `robots.txt`, adhering to a website's Terms of Service, and avoiding overburdening their servers.

Always check if a website provides an API as a preferred alternative.

As a Muslim, adhering to ethical guidelines, which resonate with Islamic principles of honesty, fairness, and respecting boundaries, is paramount.

# What is `robots.txt` and why should I respect it?


`robots.txt` is a file at a website's root `/robots.txt` that tells web crawlers which parts of the site should not be accessed.

Respecting it is an ethical standard in the web scraping community, even though it's a voluntary directive, and often legally beneficial.

# How can I monitor my scraper for blocks?


Implement logging for HTTP status codes e.g., 403, 429, specific error messages, and custom checks for text on the page indicating a block or CAPTCHA presence.

Track success rates and set up alerts to be notified immediately of any issues.

# What are some advanced techniques for Puppeteer stealth?
Advanced techniques include:
*   Modifying Chrome command-line arguments e.g., `--disable-blink-features=AutomationControlled`.
*   Custom JavaScript evasion by overriding native functions or emulating specific browser quirks.
*   Using `request-interception` for detailed header manipulation.
*   Integrating with browser management tools like Browserless or considering alternative frameworks like Playwright.
*   Advanced proxy strategies like sticky sessions or IP warm-up.

# Should I use headful or headless mode for stealth?


While `headless: true` is common for performance, running in `headless: false` headful mode during development and debugging allows you to visually observe your script's behavior, ensuring it looks natural and not robotic.

For production, `headless: 'new'` the new headless mode in recent Chrome versions can be more difficult to detect than the old one.

# What is `navigator.webdriver` and how does stealth plugin handle it?


`navigator.webdriver` is a JavaScript property that, if set to `true`, indicates the browser is controlled by a WebDriver like Puppeteer. The stealth plugin patches this property to `false` or `undefined`, making it appear as if no automation tool is in control.

# What is Canvas fingerprinting and how is it addressed?


Canvas fingerprinting involves rendering a hidden graphic on a `<canvas>` element and generating a unique hash based on subtle variations in browser rendering.

The stealth plugin attempts to spoof or randomize `WebGL` vendor and renderer information, which is often used in conjunction with canvas fingerprinting, to make it harder to identify your browser.

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