how to bypass captcha during web scraping (2024)

If you have ever tried to log in to a website, there’s a good chance that you have been asked to enter some characters which are not easy to read. The illegible characters are called CAPTCHA. They are a little bit annoying for users and often drive people who are using web scrapers crazy as they are hard to deal with by scraping bots.

In this article, we are going to talk about 5 things youshould know about CAPTCHA and help you how to bypass the captcha while scraping.

What Is CAPTCHA

According to Wikipedia, CAPTCHA(CompletelyAutomatedPublicTuring testto tellComputers andHumansApart) is a type of challenge-response test used in computing to determine whether or not the user is human. This is a way to detect malicious robot behaviors, block the robot, and protect the website from harm.

It is commonly used across the internet, particularly when purchasing products online or logging into a website.

How Does CAPTCHA Work

CAPTCHA technology is based on the Turing Test. It is used to test whether a machine can think like humans. The goal of CAPTCHA is to ask questions or make challenges that computers are unable to deal with. It usually shows a distorted string of random characters or numbers. Itworksbecause ahuman looking at a distorted picture can read the wordswithout any challenge, while a scraping tool doesn’t recognize them easily.

Even the most sophisticated automated system, which has been programmed to scan a picture of printed text and read the words, would still find it difficult toidentify the words whenthey are too much distorted.

What Are the Common Types of CAPTCHA

CAPTCHA comes in several sizes and different types. The most common types of CAPTCHA are:

  • Text-based Captcha
  • Image-based Captcha
  • Audio-based Captcha
  • ReCaptcha vs. Captcha

Text-based CAPTCHA

A text-based CAPTCHA test is made up of two parts: a randomly generated sequence of letters and/or numbers that appear as a distorted image, and a text box for input. To pass the test and prove your human identity, simply type the characters you see in the image into the text box.

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Simply showing the characters are not that difficult for bots. To increase the difficulty, there is mathematical CAPTCHA, which involves a basic math problem with easy-to-read numbers, and 3D CAPTCHA, which displays the characters with a 3D effect.

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Image-based CAPTCHA

Image-based CAPTCHA usually provides users with images of objects, animals, people, or landscapes, instead of distorted text, to distinguish a human from a computer program. Users are required to select the correct images that they are asked to identify or drag a block into an image to make it complete.

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Audio-based CAPTCHA

Audio-based CAPTCHA utilizes random words or numbers drawn from recordings, combines them, and even adds some noise to them. The users are required to enter the words or numbers in the recording. Sound CAPTCHAs are harder to deal with compared with content and picture CAPTCHAs as it is not easy to let a scraping bot learn to listen.

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ReCaptcha vs. hCaptcha

Compared to Captcha, Google’s reCaptcha now is more widely used among websites. There are fair reasons:

  • For developers, it is easier to set up and maintain
  • The test is more friendly for users to solve (sometimes those squiggly letters can be really tricky)
  • Free service is available and Google is taking good care of it

However, even reCaptcha with an easy question caninterruptthe smooth browsing journey and annoy the user. So there comes invisible reCaptcha.

“Google’s Invisible reCAPTCHA service, which is able to differentiate humans from bots without additional input from the website user. reCAPTCHA uses an advanced risk analysis engine and adaptive CAPTCHAs to keep automated software from engaging in abusive activities on your site. It does this while letting your valid users pass through with ease.”

——Quoted from InterGen.com

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You may have heard about hCaptcha and wonder what is the difference between hCaptcha and reCaptcha.

In fact, reCaptcha is offered by Google, and with the service set up on your site, every time when your users solvea captcha, the user data is fed back to Google. Google may use this data to improve its services, for example, teach the machine to categorize photographs more intelligently. While it can be sensitive as well in regard to personal privacy.

Hcaptcha is provided by Intuitive Machine which is far from a data tycoon and claims to protect user privacy.

Why Do Websites Apply CAPTCHA

Nowadays, computing has becomepervasive, and computerized tasks and services are commonplace, so increased levels of security have been more important. Thedevelopment of CAPTCHAfor computers is to ensure that they are dealing with humans in situations where human interaction is essential to security, for example, logging into a website or paying on the Internet.

CAPTCHAalso blocks spammers and bots that try to automatically harvest online data,and try automatically signing up for or make use of websites, blogs, or forums. It protects websites from being overrun by spam, fraudulent registrations,and other illegal behaviors.

How to Deal With CAPTCHA for Web Scraping

CAPTCHA can easily break down the crawlers you set up once it shows in the process of extraction, so dealing with it is quite essential for web scraping.The best way to deal with a CAPTCHA is to try your best to avoid encountering it in the face :).

That means we try to avoid triggering the Captcha in the first place:

  • Slow down the scraping to make your behaviors less robot-like
  • Make use of proxy servers tominimize IP tracing
  • Be careful of honeypot traps

When you face CAPTCHA head-on and do not come back, thereare ways to solve it.

If you useOctoparse, the best web scraping tool, which is easy to use and without any coding needs. Here are the simple steps on how to solve CAPTCHAs with it.

1. Resolve Captcha manually under browse mode in local extraction

  • Switch onBrowse modefrom the top right corner – resolve the Captcha just like you would do in a normal browser – switch off Browse mode to continue to build your task

2. Save cookies to avoid encountering Captcha

After solving the captcha in Browse mode, you can also save the current page cookies to reduce the chance of them appearing again.

  • Click onGo to Web Page
  • Go toOptionsin theSettings sectionand tickUse cookie

3. Resolve Captcha manually for local extraction

If the captcha shows right after the local run starts, you can try this workaround.

  • Go to the browser, clickPausedirectly
  • Manually solve the captchain the extraction window
  • Go on the run by clicking the Resume button in the top left corner of the extraction window

You can read more details if you still have questions about solving CAPTCHA with Octoparse while scraping.

For people who code their own scrapers, there are many CAPTCHA solvers that can be integrated.

  • Death by CAPTCHA: this serviceallows users to connect the service via API to realize solving CAPTCHA automatically during the scraping process.
  • Bypass CAPTCHA: thisCAPTCHA-solving tool can deal with normal text CAPTCHA and even reCAPTCHA.
  • 2CAPTCHA: 2Captchais a wonderful service provider to help you solve the problem.

CAPTCHA can be a painful headache for web scraping. But don’t worry. With every generation of CAPTCHA, there is every generation of bots. CAPTCHA has become defeatable with the rise of scraping tools and CAPTCHA solvers. You can enjoy web scraping unimpededly with the help of these tools.

how to bypass captcha during web scraping (2024)

FAQs

Does CAPTCHA prevent web scraping? ›

By providing challenges that prove hard for computers to solve, CAPTCHAs quickly identify suspicious users and modern bots and prevent such activities as scraping and crawling.

Can you bypass CAPTCHA? ›

CAPTCHA hacking strategies

Some of them include checking your page's source code for CAPTCHA solutions (in case it's text) or using an old CAPTCHA value in case they get the same challenge twice. Other CAPTCHA bypass strategies include: Using optical character recognition (OCR) to read the characters on the screen.

How do spammers get past CAPTCHA? ›

Sophisticated bots can still get through the CAPTCHA using strategies like automated form filling and IP masking. These bots are designed to mimic human behavior, making it difficult for reCAPTCHA to tell them apart from authentic users.

How to bypass CAPTCHA using Scrapy? ›

How do I set up Scrapy to deal with a captcha
  1. Load page initially.
  2. Download the captcha image, run it through the OCR.
  3. If the OCR doesn't come back with a text-only result, refresh the captcha and repeat this step.
  4. Submit the query form in the page with search term and captcha.
Aug 25, 2016

How do I not get banned from web scraping? ›

Fortunately, you can minimize the risk of getting blocked by trying the following:
  1. Set real request headers.
  2. Use proxies.
  3. Use premium proxies for web scraping.
  4. Use headless browsers.
  5. Outsmart honeypot traps.
  6. Avoid fingerprinting.
  7. Bypass anti-bot systems.
  8. Automate CAPTCHA solving.
Mar 2, 2023

Can web scraping be detected? ›

One of the easiest ways to detect a web scraper is by looking at the user-agent header, which identifies the browser and device that is making the request. If you use the same user-agent for every request, you will look suspicious and may trigger anti-scraping measures.

Is CAPTCHA beatable? ›

Human accuracy ranged from around 50-84%, while the bots accuracy ranges from 85-100% across the Captcha tests. Bots also beat humans in terms of speed. In a distorted text Captcha test, humans took about nine to 15 seconds to complete the challenge, while bots needed less than a second and passed with 99.8% accuracy.

Can AI outsmart CAPTCHA? ›

Short answer: They can, but it takes time, which is the critical part. The point of a CAPTCHA is not to truly identify whether a user is a person or a bot. It is to simply slow down the log in process.

Does VPN stop CAPTCHA? ›

How to avoid CAPTCHA. Thus, the only reliable solution to stop Google CAPTCHAs while using VPN is to use a dedicated IP address. A static IP address is personal, meaning no one else will be able to use it.

What is the alternative to CAPTCHA verification? ›

The best alternative to a CAPTCHA tool is to completely remove the requirement for users to 'prove they are human'. Two examples we found are the honeypot or time-based alternatives. The honeypot solution works by placing a hidden field in a form that the spambot would see, but users wouldn't.

What is CAPTCHA bypass vulnerability? ›

CAPTCHA bypass techniques, such as computer-assisted tools and crowdsourcing, have been developed by hackers, causing CAPTCHA providers to continually monitor and improve their services. CAPTCHA security, like many other security areas, is a fight of innovation between hackers and security professionals.

Does CAPTCHA prove you are human? ›

The most commonly used Turing test is the CAPTCHA, an acronym for "Completely Automated Public Turing test to tell Computers and Humans Apart." CAPTCHAs are designed to see whether users are human, often to prevent bots from accessing computing services.

How to break CAPTCHA code? ›

Convolutional Neural Networks(CNNs) and Recurrent Neural Networks(RNNs) can both be used to break CAPTCHA. While CNNs are a perfect match for image recognition and are very effective while recognizing images, RNNs can process sequential data very proficiently, suitable for things like audio-based CAPTCHA.

What technical methods might be used to break the CAPTCHA? ›

OCR (Optical Character Recognition) enabled bots — This particular approach solves CAPTCHAs automatically using Optical Character Recognition (OCR) technique. Tools like Ocrad, tesseract solve CAPTCHAs but with very low accuracy.

What is the secret key of CAPTCHA site key? ›

The site key is used to invoke reCAPTCHA service on your site or mobile application. The secret key authorizes communication between your application backend and the reCAPTCHA server to verify the user's response. The secret key needs to be kept safe for security purposes.

What features prevent against web scraping? ›

If you want to prevent web scraping on your website, we recommend following these tips:
  • Using cookies or Javascript to verify that the visitor is a web browser. ...
  • Introduce Captchas to make sure that the user is a human. ...
  • Set limits on requests and connections. ...
  • Obfuscate or hide data.

Does CAPTCHA prevent DDoS? ›

Advantages of CAPTCHA

An effectively implemented CAPTCHA prevents malicious bot software from sending requests, thus protecting websites from malware and DDoS attacks.

Does CAPTCHA protect against DDoS? ›

CAPTCHA is used to mitigate DDoS attacks, as legitimate users are able to pass it, while attacking computers cannot. Nevertheless, CAPTCHA is not the most popular DDoS web challenge because it is very intrusive and has a negative effect itself. Related entries: Cookie Validation, Web Challenges, Web Challenge Spectrum.

What does CAPTCHA protect against? ›

CAPTCHA helps protect you from spam and password decryption by asking you to complete a simple test that proves you are human and not a computer trying to break into a password protected account.

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