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Quick way to scrape websites

In this post I want to show a super quick way to scrape websites using the python package requests-html and firefox’s developer tools.

requests-html is really just an extension on top of the popular requests library that adds some html parsing. It supports different ways of traversing the html, including CSS selectors, which is what we can use Firefox for.

Here’s what a sample scraping script might look like.

from requests_html import HTMLSession

nickname = "tethik"
session = HTMLSession()
r = session.get(f'https://247ctf.com/progress/{nickname}')

# Scrape score
sel = "div.col:nth-child(4) > div:nth-child(1) > div:nth-child(1) > div:nth-child(2) > h4:nth-child(1)"
score = int(r.html.find(sel, first=True).text.replace(",", ""))

# Scrape challs
sel = ".timeline > li > div:nth-child(2) > div:nth-child(1) > div:nth-child(1) > span:nth-child(2) > a:nth-child(1)"
challs = r.html.find(sel)
challs = list(map(lambda ch: ch.text, challs))
print(score, challs)

Writing those selectors can be a bit annoying, so that’s where Firefox comes in. The dev-tools allows you to simply right click the element you want to scrape.

As an example, here’s how

Inspecting the item I want to scrape

Right click on the element that contains the interesting data, then under “Copy” you find CSS Selector. Note XPath is also an option available for export and is also something that requests-html supports.

Copy as css selector

Copy that selector into the script and you’re done. 🎉

Note that if you want e.g. a list of items, you may need to adjust the selector to remove nth-child statements to get all similar elements.

Also, this method won’t work on sites that are just pure javascript bundles. Check out selenium for more advanced scraping, which actually hooks into a browser.

Published Feb 5, 2022

Security Engineer with a dash of software. Originally from Stockholm, now in Berlin. I like to hack things.