How do I stop getting CAPTCHA When Scraping

Rajinder Singh
Deep Learning Researcher
25-Feb-2025

If you've ever tried web scraping, you've likely run into CAPTCHAs¡ªthose annoying "prove you're human" tests that block automated requests. In this guide, I'll share actionable strategies to minimize CAPTCHA interruptions and show you how to handle them when they appear. Let's dive in!
Why Do CAPTCHAs Appear During Web Scraping? ?
CAPTCHAs are designed to block bots, which means your scraper might be flagged if:
- You send too many requests too quickly.
- Your requests lack realistic browser headers or user-agent strings.
- The website detects suspicious IP patterns (e.g., repeated requests from the same IP).
Pro Tip: Start by mimicking human behavior: slow down your requests, rotate user agents, and use proxies. But if CAPTCHAs still appear, you¡¯ll need a more robust solution.
How to Solve CAPTCHAs Automatically Using CAPTCHA Solvers
When avoidance isn¡¯t enough, services like Capsolver can automate CAPTCHA solving. Here's how it works:
Example: Solving reCAPTCHA v2 with Python
python
# pip install requests
import requests
import time
api_key = "YOUR_API_KEY" # Replace with your Capsolver key
site_key = "" # From target site
site_url = "" # Your target URL
def solve_captcha():
payload = {
"clientKey": api_key,
"task": {
"type": "ReCaptchaV2TaskProxyLess",
"websiteKey": site_key,
"websiteURL": site_url
}
}
response = requests.post("https://api.capsolver.com/createTask", json=payload)
task_id = response.json().get("taskId")
# Retrieve the result
while True:
time.sleep(3)
result = requests.post("https://api.capsolver.com/getTaskResult", json={"clientKey": api_key, "taskId": task_id})
status = result.json().get("status")
if status == "ready":
return result.json()["solution"]["gRecaptchaResponse"]
elif status == "failed":
print("Failed to solve CAPTCHA")
return None
captcha_token = solve_captcha()
print(f"Solved CAPTCHA token: {captcha_token}")
How this works:
- Capsolver's API creates a task to solve the CAPTCHA on your target site.
- It returns a token you can inject into your scraper to bypass the CAPTCHA.
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Scraping Without CAPTCHA: A Simpler Example
Not all sites use CAPTCHA. Let¡¯s scrape books.toscrape.com, a CAPTCHA-free sandbox:
python
import requests
from bs4 import BeautifulSoup
url = "http://books.toscrape.com/"
response = requests.get(url)
soup = BeautifulSoup(response.text, "html.parser")
# Extract book titles and prices
for book in soup.select("article.product_pod"):
title = book.h3.a["title"]
price = book.select(".price_color")[0].get_text()
print(f"Title: , Price: {price}")
Why this works:
This site doesn¡¯t have anti-bot measures, but always check a website¡¯s robots.txt
before scraping.
Identifying CAPTCHA Types and Parameters ?
Before solving a CAPTCHA, you need to know its type (e.g., reCAPTCHA v2, hCaptcha). Use tools like Capsolver¡¯s CAPTCHA Identification Guide to:
- Detect the CAPTCHA provider.
- Find required parameters like
sitekey
orpageurl
.
Example parameters for reCAPTCHA v2:
websiteKey
: "6Le-wvkSAAAAAPBMRTvw0Q4Muexq9bi0DJwx_mJ-"websiteURL
: Your target page¡¯s URL.
Best Practices to Avoid CAPTCHAS Altogether
- Slow down: Add delays between requests with
time.sleep()
. - Rotate proxies: Use services like Nst Proxy to avoid IP bans.
- Use realistic headers: Mimic a browser¡¯s
User-Agent
andAccept-Language
.
FAQs: Handling CAPTCHAs During Scraping
1. How do CAPTCHA solvers work?
They use a mix of AI and human workers to solve CAPTCHAs and return tokens for automation.
2. Can all CAPTCHAs be automated?
Most common types (reCAPTCHA, hCaptcha) can be solved, but advanced ones require more sophisticated methods.
4. What¡¯s the easiest way to avoid CAPTCHAS?
- Use headless browsers like Puppeteer or Playwright to simulate human interactions
- Use mobile proxies
- Use latest user-agent version
- Use TLS client
- Use the right headers / headers order of the user-agent version
Final Thoughts
CAPTCHAs are a hurdle, but not a dead end. Combine smart scraping practices with tools like Capsolver to minimize disruptions. Happy scraping! ?
Compliance Disclaimer: The information provided on this blog is for informational purposes only. CapSolver is committed to compliance with all applicable laws and regulations. The use of the CapSolver network for illegal, fraudulent, or abusive activities is strictly prohibited and will be investigated. Our captcha-solving solutions enhance user experience while ensuring 100% compliance in helping solve captcha difficulties during public data crawling. We encourage responsible use of our services. For more information, please visit our Terms of Service and Privacy Policy.
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