Python Beautiful Soup + CaptchaAI: Handling CAPTCHA-Protected Pages

Beautiful Soup parses HTML. CaptchaAI solves CAPTCHAs. Together with requests, they form the fastest scraping stack for CAPTCHA-protected pages — no browser required.

This approach works when the site serves HTML directly (server-side rendered). For JavaScript-heavy SPAs, use Selenium or Playwright instead.

Prerequisites

pip install beautifulsoup4 requests lxml

The workflow

1. Fetch the page HTML with requests
2. Parse with Beautiful Soup to extract CAPTCHA parameters
3. Send parameters to CaptchaAI to solve
4. Submit the form with the CAPTCHA token via requests
5. Parse the result page with Beautiful Soup

Extracting reCAPTCHA sitekeys with Beautiful Soup

import requests
from bs4 import BeautifulSoup

def extract_recaptcha_sitekey(url):
    """Extract reCAPTCHA v2 sitekey from page HTML."""
    resp = requests.get(url, timeout=30)
    soup = BeautifulSoup(resp.text, "lxml")

    # Method 1: data-sitekey attribute on div
    recaptcha_div = soup.find("div", class_="g-recaptcha")
    if recaptcha_div and recaptcha_div.get("data-sitekey"):
        return recaptcha_div["data-sitekey"]

    # Method 2: data-sitekey on any element
    element = soup.find(attrs={"data-sitekey": True})
    if element:
        return element["data-sitekey"]

    # Method 3: from script src
    import re
    for script in soup.find_all("script", src=True):
        match = re.search(r"render=([A-Za-z0-9_-]{40})", script["src"])
        if match:
            return match.group(1)

    return None


sitekey = extract_recaptcha_sitekey("https://example.com/login")
print(f"Sitekey: {sitekey}")

Extracting Turnstile sitekeys

def extract_turnstile_sitekey(url):
    """Extract Cloudflare Turnstile sitekey from page HTML."""
    resp = requests.get(url, timeout=30)
    soup = BeautifulSoup(resp.text, "lxml")

    # Method 1: Turnstile div
    turnstile_div = soup.find("div", class_="cf-turnstile")
    if turnstile_div and turnstile_div.get("data-sitekey"):
        return turnstile_div["data-sitekey"]

    # Method 2: Any element with Turnstile sitekey pattern
    element = soup.find(attrs={"data-sitekey": True})
    if element:
        sitekey = element["data-sitekey"]
        if sitekey.startswith("0x"):
            return sitekey

    # Method 3: In inline script
    import re
    for script in soup.find_all("script"):
        if script.string:
            match = re.search(r"sitekey\s*:\s*['\"]([0-9x][A-Za-z0-9_-]+)['\"]", script.string)
            if match:
                return match.group(1)

    return None

Extracting form fields

Always extract hidden form fields — they often contain CSRF tokens and other parameters the server expects:

def extract_form_data(soup, form_selector="form"):
    """Extract all form field names and values."""
    form = soup.select_one(form_selector)
    if not form:
        return {}

    data = {}
    # Hidden inputs (CSRF tokens, etc.)
    for inp in form.find_all("input", type="hidden"):
        name = inp.get("name")
        value = inp.get("value", "")
        if name:
            data[name] = value

    # Text inputs with default values
    for inp in form.find_all("input", type=["text", "email", "password"]):
        name = inp.get("name")
        value = inp.get("value", "")
        if name:
            data[name] = value

    return data

Complete reCAPTCHA scraping flow

import time
import requests
from bs4 import BeautifulSoup

API_KEY = "YOUR_API_KEY"


def solve_captcha(method, **params):
    """Solve CAPTCHA via CaptchaAI."""
    submit = requests.post("https://ocr.captchaai.com/in.php", data={
        "key": API_KEY, "method": method, "json": 1, **params,
    }, timeout=30).json()

    if submit.get("status") != 1:
        raise Exception(f"Submit error: {submit.get('request')}")

    task_id = submit["request"]
    for _ in range(30):
        time.sleep(5)
        result = requests.get("https://ocr.captchaai.com/res.php", params={
            "key": API_KEY, "action": "get", "id": task_id, "json": 1,
        }, timeout=30).json()
        if result.get("status") == 1:
            return result["request"]
    raise TimeoutError("Solve timed out")


def scrape_protected_page(url, credentials=None):
    """Scrape a reCAPTCHA-protected page — no browser needed."""
    session = requests.Session()
    session.headers.update({
        "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 "
                      "(KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36",
    })

    # Step 1: Fetch the login page
    resp = session.get(url, timeout=30)
    soup = BeautifulSoup(resp.text, "lxml")

    # Step 2: Extract sitekey
    sitekey = None
    recaptcha_div = soup.find(attrs={"data-sitekey": True})
    if recaptcha_div:
        sitekey = recaptcha_div["data-sitekey"]
    if not sitekey:
        raise ValueError("No CAPTCHA sitekey found")
    print(f"Sitekey: {sitekey}")

    # Step 3: Extract form fields (CSRF tokens, etc.)
    form_data = extract_form_data(soup)
    print(f"Form fields: {list(form_data.keys())}")

    # Step 4: Add credentials
    if credentials:
        form_data.update(credentials)

    # Step 5: Solve CAPTCHA
    token = solve_captcha("userrecaptcha", googlekey=sitekey, pageurl=url)
    form_data["g-recaptcha-response"] = token

    # Step 6: Submit the form
    form = soup.find("form")
    action_url = form.get("action", url) if form else url
    if not action_url.startswith("http"):
        from urllib.parse import urljoin
        action_url = urljoin(url, action_url)

    method = (form.get("method", "POST") if form else "POST").upper()

    if method == "POST":
        result = session.post(action_url, data=form_data, timeout=30)
    else:
        result = session.get(action_url, params=form_data, timeout=30)

    # Step 7: Parse the result
    result_soup = BeautifulSoup(result.text, "lxml")
    return result_soup, session


# Usage
result_soup, session = scrape_protected_page(
    "https://example.com/login",
    credentials={"username": "user@example.com", "password": "pass123"},
)

# Now use the authenticated session to scrape protected content
dashboard = session.get("https://example.com/dashboard", timeout=30)
dashboard_soup = BeautifulSoup(dashboard.text, "lxml")
print(dashboard_soup.title.string)

Scraping search results behind CAPTCHA

def scrape_search_results(search_url, query):
    """Scrape search results from a CAPTCHA-protected search engine."""
    session = requests.Session()
    session.headers["User-Agent"] = (
        "Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
        "AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36"
    )

    # Fetch search page
    resp = session.get(search_url, params={"q": query}, timeout=30)

    # Check if CAPTCHA is present
    soup = BeautifulSoup(resp.text, "lxml")
    sitekey_el = soup.find(attrs={"data-sitekey": True})

    if sitekey_el:
        # Solve CAPTCHA
        sitekey = sitekey_el["data-sitekey"]
        token = solve_captcha("userrecaptcha", googlekey=sitekey, pageurl=resp.url)

        # Resubmit with token
        form_data = extract_form_data(soup)
        form_data["g-recaptcha-response"] = token
        form_data["q"] = query
        resp = session.post(resp.url, data=form_data, timeout=30)
        soup = BeautifulSoup(resp.text, "lxml")

    # Extract results
    results = []
    for item in soup.select(".result, .search-result, .g"):
        title_el = item.select_one("h3, .title")
        link_el = item.select_one("a")
        snippet_el = item.select_one(".snippet, .description, .st")

        if title_el and link_el:
            results.append({
                "title": title_el.get_text(strip=True),
                "url": link_el.get("href", ""),
                "snippet": snippet_el.get_text(strip=True) if snippet_el else "",
            })

    return results

Image CAPTCHA extraction with Beautiful Soup

import base64
from urllib.parse import urljoin

def solve_image_captcha_bs4(url, captcha_img_selector="img.captcha"):
    """Extract, solve, and submit an image CAPTCHA."""
    session = requests.Session()
    resp = session.get(url, timeout=30)
    soup = BeautifulSoup(resp.text, "lxml")

    # Find CAPTCHA image
    img = soup.select_one(captcha_img_selector)
    if not img:
        raise ValueError("CAPTCHA image not found")

    # Download the image
    img_url = img.get("src", "")
    if img_url.startswith("data:image"):
        # Base64 inline image
        img_base64 = img_url.split(",", 1)[1]
    else:
        # URL — download it
        img_url = urljoin(url, img_url)
        img_resp = session.get(img_url, timeout=30)
        img_base64 = base64.b64encode(img_resp.content).decode()

    # Solve
    answer = solve_captcha("base64", body=img_base64)
    print(f"CAPTCHA answer: {answer}")

    # Submit form
    form_data = extract_form_data(soup)
    # Find the captcha input field name
    captcha_input = soup.select_one("input[name*='captcha'], input[name*='code']")
    if captcha_input:
        form_data[captcha_input["name"]] = answer

    form = soup.find("form")
    action = urljoin(url, form.get("action", "")) if form else url
    result = session.post(action, data=form_data, timeout=30)

    return BeautifulSoup(result.text, "lxml"), session

Production scraper class

import time
import requests
from bs4 import BeautifulSoup
from urllib.parse import urljoin


class ProtectedScraper:
    """Scrape CAPTCHA-protected pages without a browser."""

    def __init__(self, api_key):
        self.api_key = api_key
        self.session = requests.Session()
        self.session.headers.update({
            "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
                          "AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36",
            "Accept-Language": "en-US,en;q=0.9",
        })

    def get(self, url):
        """Fetch and parse a page, solving CAPTCHAs automatically."""
        resp = self.session.get(url, timeout=30)
        soup = BeautifulSoup(resp.text, "lxml")

        # Check for CAPTCHA
        sitekey_el = soup.find(attrs={"data-sitekey": True})
        if sitekey_el:
            soup = self._handle_captcha(soup, resp.url, sitekey_el)

        return soup

    def login(self, url, credentials):
        """Log in through a CAPTCHA-protected form."""
        resp = self.session.get(url, timeout=30)
        soup = BeautifulSoup(resp.text, "lxml")

        form_data = self._extract_form(soup)
        form_data.update(credentials)

        sitekey_el = soup.find(attrs={"data-sitekey": True})
        if sitekey_el:
            token = self._solve(sitekey_el["data-sitekey"], url)
            form_data["g-recaptcha-response"] = token

        form = soup.find("form")
        action = urljoin(url, form.get("action", "")) if form else url

        result = self.session.post(action, data=form_data, timeout=30)
        return BeautifulSoup(result.text, "lxml")

    def _handle_captcha(self, soup, url, sitekey_el):
        token = self._solve(sitekey_el["data-sitekey"], url)
        form_data = self._extract_form(soup)
        form_data["g-recaptcha-response"] = token

        form = soup.find("form")
        action = urljoin(url, form.get("action", "")) if form else url
        resp = self.session.post(action, data=form_data, timeout=30)
        return BeautifulSoup(resp.text, "lxml")

    def _extract_form(self, soup):
        data = {}
        for inp in soup.select("form input[type='hidden']"):
            if inp.get("name"):
                data[inp["name"]] = inp.get("value", "")
        return data

    def _solve(self, sitekey, url):
        submit = requests.post("https://ocr.captchaai.com/in.php", data={
            "key": self.api_key, "method": "userrecaptcha",
            "googlekey": sitekey, "pageurl": url, "json": 1,
        }, timeout=30).json()

        if submit.get("status") != 1:
            raise Exception(f"Error: {submit.get('request')}")

        task_id = submit["request"]
        for _ in range(30):
            time.sleep(5)
            result = requests.get("https://ocr.captchaai.com/res.php", params={
                "key": self.api_key, "action": "get", "id": task_id, "json": 1,
            }, timeout=30).json()
            if result.get("status") == 1:
                return result["request"]
        raise TimeoutError("Solve timed out")


# Usage
scraper = ProtectedScraper("YOUR_API_KEY")

# Login and scrape
scraper.login("https://example.com/login", {
    "email": "user@example.com",
    "password": "pass123",
})

# Now scrape authenticated pages
soup = scraper.get("https://example.com/dashboard")
for row in soup.select("table tr"):
    cells = [td.get_text(strip=True) for td in row.select("td")]
    print(cells)

When to use Beautiful Soup vs browser automation

Troubleshooting

Frequently asked questions

Can Beautiful Soup solve CAPTCHAs?

No — Beautiful Soup is an HTML parser. It extracts CAPTCHA parameters (sitekeys, image URLs). CaptchaAI does the actual solving. requests handles the HTTP communication.

When should I use a browser instead?

When the page requires JavaScript to render content, when the CAPTCHA is loaded dynamically, or when the site uses JavaScript-based fingerprinting.

Is this faster than Selenium?

Yes. requests + Beautiful Soup skips browser startup, JavaScript execution, and rendering, making it 5-10x faster per page.

Summary

Python Beautiful Soup + CaptchaAI provides the fastest scraping stack for CAPTCHA-protected pages that serve HTML directly. Parse sitekeys with BS4, solve with the API, and submit via requests.Session().

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