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3 posts tagged with "captcha"

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Bypassing CAPTCHA with Puppeteer

· 8 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

Bypassing CAPTCHA with Puppeteer

As of October 2024, the use of Puppeteer, a powerful Node.js library for controlling headless Chrome or Chromium browsers, has emerged as a popular tool for automating web interactions. However, CAPTCHAs (Completely Automated Public Turing test to tell Computers and Humans Apart) continue to pose significant obstacles to seamless automation. This research report delves into the cutting-edge strategies and techniques for bypassing CAPTCHAs using Puppeteer, exploring a range of sophisticated approaches that leverage advanced technologies and methodologies.

The importance of CAPTCHA bypass techniques has grown in parallel with the increasing sophistication of CAPTCHA systems. While CAPTCHAs serve a crucial role in preventing malicious bot activities, they also present challenges for legitimate automated processes, including web scraping, testing, and data collection. Recent studies have shown remarkable progress in this field, with some techniques achieving success rates as high as 94.7% in solving image-based CAPTCHAs.

This report will examine various strategies, including advanced image recognition techniques, audio CAPTCHA solving methods, browser fingerprinting evasion, machine learning-based prediction, and distributed solving networks. Each of these approaches offers unique advantages and has demonstrated significant potential in overcoming modern CAPTCHA systems.

As we explore these techniques, it's important to note the ethical considerations and potential legal implications of CAPTCHA bypassing. While this research focuses on the technical aspects and capabilities of these methods, their application should always be considered within appropriate and lawful contexts. The ongoing cat-and-mouse game between CAPTCHA developers and bypass techniques continues to drive innovation on both sides, shaping the future of web security and automation.

Looking for CAPTCHA bypassing guide for Playwright? We got you covered!

Playwright CAPTCHA: Tested Libraries and 1,200 Provider Requests

· 14 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

Playwright CAPTCHA: Tested Libraries and 1,200 Provider Requests

Updated 2026-09-27

Clarified ScrapingAnt's role in avoiding risk-triggered CAPTCHAs and its limit with mandatory challenges. The paid-provider results and open-source observations remain from September 23; no experiments were rerun for this update.

Updated 2026-09-23

Replaced the old mixed-framework examples, invented solver endpoint and unsupported bypass claims with tested integrations and a reproducible evidence packet. The comparison contains 100 requests per provider/CAPTCHA pair, across six cases and two funded services. Playwright has no built-in stealth mode, and a returned CAPTCHA token is not proof that a protected submission succeeded.

If a CAPTCHA stops your Playwright script, first decide what you need to test. For your own application's automated tests, use provider test keys and verify the acceptance and rejection paths. For a live integration, record both the solver's response and the target server's decision. Clicking a checkbox, receiving HTTP 200, or obtaining a token is not enough.

This guide compares five library approaches and shows how to run the tested examples. The paid comparison contains 1,200 provider requests, including the original 120 observations and 1,080 additional requests. All paid failures remain in the results. The separate introductory four-task experiment is excluded from that denominator.

ML Models for Auto-Detecting and Bypassing CAPTCHAs

· 8 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

ML Models for Auto-Detecting and Bypassing CAPTCHAs

The internet is a big and always expanding space that contains information on almost every possible issue.

Nevertheless, most of this data is hidden behind websites that use CAPTCHAs to prevent web bots from getting their content.

CAPTCHA bypassing is becoming more prevalent, as they can help to get data from the websites for different purposes.

This article examines various CAPTCHA types and how to bypass CAPTCHA in web scraping.