Using Requests for Web Scraping (2026)

Using Requests for Web Scraping

Requests is the standard Python library for sending HTTP requests. For static pages—where the HTML you need is in the initial response—you can use Requests to fetch the page and then parse it with Beautiful Soup or lxml. This guide covers how to use Requests for scraping: URLs, headers, sessions, and proxies. For dynamic (JavaScript-rendered) content, you’ll need Playwright or scraping dynamic websites. For production scale, add residential proxies and see Python web scraping guide and Python with residential proxies.

Basic GET Request

python

import requests

url = "https://example.com/products"
r = requests.get(url)
r.raise_for_status()
html = r.text

You then parse html with Beautiful Soup or lxml to extract data. See Python web scraping guide and best Python libraries. If the site blocks default User-Agents, set headers (below) or use a User-Agent generator for testing. For strict sites, use residential proxies and best proxies for web scraping.

Headers and User-Agent

Sites often check User-Agent and other headers. Set them to look like a browser:

python

headers = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 ...",
    "Accept": "text/html,application/xhtml+xml",
    "Accept-Language": "en-US,en;q=0.9",
}
r = requests.get(url, headers=headers)

How websites detect scrapers and browser fingerprinting explain why headers matter. For heavy anti-bot, use Playwright and bypass Cloudflare. Web scraping without getting blocked and avoid IP bans.

Sessions and Cookies

Use a session to reuse cookies and connection:

python

session = requests.Session()
session.headers.update(headers)
r = session.get(url)

Useful for multi-step flows or sites that set cookies. For rotating proxies, you can assign a proxy per session or use a rotating residential proxy gateway. How proxy rotation works and proxy rotation strategies.

Proxies with Requests

Pass a proxies dict so traffic goes through a proxy:

python

proxies = {
    "http": "http://user:pass@gateway.example.com:8080",
    "https": "http://user:pass@gateway.example.com:8080",
}
r = requests.get(url, headers=headers, proxies=proxies)

With a rotating residential proxy provider, gateway.example.com is their endpoint; they rotate the IP. See Python proxy scraping guide, rotating proxies in Python, and best proxies for web scraping. Use Proxy Checker to verify the IP.

When Requests Isn’t Enough

Requests only gets the initial HTTP response. If the content is loaded by JavaScript, you need a browser. Use Playwright or scraping dynamic websites with Python. For Cloudflare and CAPTCHA, combine residential proxies with handling CAPTCHAs. BeautifulSoup vs Scrapy vs Playwright compares stacks. Ultimate web scraping guide and Proxies for the full picture.

Further reading:

Next steps: Use residential proxies and proxy rotation when scaling. Validate with Proxy Checker and Scraping Test. See ultimate web scraping guide, best proxies, Proxies.

Using Requests for Web Scraping (2026)

Key Takeaways