The 5 best open source web scraping tools in 2024

Apr 23, 2023

Web scraping is an essential technique for extracting data from websites, transforming unstructured data into structured, machine-readable formats. As the amount of data on the web continues to grow exponentially, reaching 40 zettabytes in 2020, the need for efficient and reliable web scraping tools has never been greater. In this article, we'll explore the top 5 open source web scraping tools available in 2024.

1. Scrapy

Scrapy is the most popular open source web crawling and scraping tool, with over 45,000 stars on GitHub. Written in Python, Scrapy is designed for large-scale web scraping and supports asynchronous requests for efficient crawling. Here's an example of how to use Scrapy to scrape a website:

import scrapy

class MySpider(scrapy.Spider):

name = 'myspider'

start_urls = ['']

def parse(self, response):

for item in response.css('div.item'):

yield {

'title': item.css('h2::text').get(),

'price': item.css('span.price::text').get(),


2. Puppeteer

Puppeteer is a Node.js library that provides a high-level API for controlling a headless Chrome or Chromium browser. It's great for scraping dynamic websites that heavily rely on JavaScript. Here's a simple example of using Puppeteer to scrape a page:

const puppeteer = require('puppeteer');

(async () => {

const browser = await puppeteer.launch();

const page = await browser.newPage();

await page.goto('');

const data = await page.evaluate(() => {

return {

title: document.querySelector('h1').innerText,

description: document.querySelector('p').innerText,




await browser.close();


3. Beautiful Soup

Beautiful Soup is a Python library for parsing HTML and XML documents. It provides a simple interface for navigating and searching the parse tree, making it easy to extract data from web pages. Here's an example of using Beautiful Soup to scrape a webpage:

import requests

from bs4 import BeautifulSoup

url = ''

response = requests.get(url)

soup = BeautifulSoup(response.text, 'html.parser')

title = soup.find('h1').text

paragraphs = [p.text for p in soup.find_all('p')]

print(f'Title: {title}')


for p in paragraphs:


4. Selenium

Selenium is a powerful tool for automating web browsers, making it useful for scraping dynamic websites. It supports multiple programming languages, including Python, Java, and C#. Here's an example of using Selenium with Python to scrape a webpage:

from selenium import webdriver

driver = webdriver.Chrome()


title = driver.find_element_by_tag_name('h1').text

paragraphs = [p.text for p in driver.find_elements_by_tag_name('p')]

print(f'Title: {title}')


for p in paragraphs:



5. Apify SDK

Apify SDK is a scalable web crawling and scraping library for JavaScript. It provides a simple yet powerful API for crawling websites and extracting structured data. Here's an example of using Apify SDK to scrape a website:

const Apify = require('apify');

Apify.main(async () => {

const requestQueue = await Apify.openRequestQueue();

await requestQueue.addRequest({ url: '' });

const crawler = new Apify.CheerioCrawler({


handlePageFunction: async ({ $, request }) => {

const title = $('h1').text();

const paragraphs = $('p').map((i, el) => $(el).text()).get();

console.log(`URL: ${request.url}`);

console.log(`Title: ${title}`);


for (const p of paragraphs) {








In this article, we've explored the top 5 open source web scraping tools available in 2024. Each tool has its strengths and is suitable for different use cases. Scrapy is great for large-scale scraping, Puppeteer for dynamic websites, Beautiful Soup for parsing HTML/XML, Selenium for browser automation, and Apify SDK for scalable crawling and scraping.

When choosing a web scraping tool, consider factors such as the complexity of the target websites, the scale of your scraping project, and your programming language preferences. With the right tool and a bit of coding knowledge, you can efficiently extract valuable data from the vast amount of information available on the web.

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