Python web scraping templates

Build scrapers quickly with templates for Requests, Beautiful Soup, Scrapy, Playwright, and Selenium

Python templates

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🦜️🔗 LangGraph AI agent

Example of how to use LangGraph with Apify Actors to create a social media analysis tool-calling agent.

AI Agent

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CrewAI agent

Example of how to use CrewAI with Apify Actors to create a social media analysis tool-calling agent.

AI Agent

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LlamaIndex agent

LlamaIndex agent to scrape, deduplicate and summarize contact details from a website

AI Agent

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PydanticAI agent

A PydanticAI agent designed to generate jokes, showcasing a minimal example using the Pydantic AI framework.

AI Agent

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Smolagents agent

An AI news aggregator that fetches and summarizes the latest news based on user-defined interests using DuckDuckGo search and OpenAI models written in Python Smolagents.

AI Agent

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Start with Python

Scrape single page with provided URL with HTTPX and extract data from page's HTML with Beautiful Soup.

Starter

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BeautifulSoup

Example of a web scraper that uses Python HTTPX to scrape HTML from URLs provided on input, parses it using BeautifulSoup and saves results to storage.

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Playwright + Chrome

Crawler example that uses headless Chrome driven by Playwright to scrape a website. Headless browsers render JavaScript and can help when getting blocked.

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Selenium + Chrome

Scraper example built with Selenium and headless Chrome browser to scrape a website and save the results to storage. A popular alternative to Playwright.

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Empty Python project

Empty template with basic structure for the Actor with Apify SDK that allows you to easily add your own functionality.

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Standby Python project

Template with basic structure for an Actor using Standby mode that allows you to easily add your own functionality.

Starter

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Scrapy

This example Scrapy spider scrapes page titles from URLs defined in input parameter. It shows how to use Apify SDK for Python and Scrapy pipelines to save results.

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Crawlee + BeautifulSoup

Crawl and scrape websites using Crawlee and BeautifulSoup. Start from a given start URLs, and store results to Apify dataset.

Starter

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Crawlee + Playwright + Chrome

Crawl and scrape websites using Crawlee and Playwright. Start from a given start URLs, and store results to Apify dataset.

Starter

Apify Universal Scrapers

Universal Scrapers provide you with a solid boilerplate to build fully functioning scrapers directly on the Apify platform. Configure and run your web scrapers manually in a user interface or programmatically via an API.

Cheerio Scraper avatar

Cheerio Scraper

apify/cheerio-scraper

Crawls websites using raw HTTP requests, parses the HTML with the Cheerio library, and extracts data from the pages using a Node.js code. Supports both recursive crawling and lists of URLs. This actor is a high-performance alternative to apify/web-scraper for websites that do not require JavaScript.

User avatar

Apify

7.1k

4.7

Web Scraper avatar

Web Scraper

apify/web-scraper

Crawls arbitrary websites using a web browser and extracts structured data from web pages using a provided JavaScript function. The Actor supports both recursive crawling and lists of URLs, and automatically manages concurrency for maximum performance.

User avatar

Apify

80.1k

4.5

Puppeteer Scraper avatar

Puppeteer Scraper

apify/puppeteer-scraper

Crawls websites with the headless Chrome and Puppeteer library using a provided server-side Node.js code. This crawler is an alternative to apify/web-scraper that gives you finer control over the process. Supports both recursive crawling and list of URLs. Supports login to website.

User avatar

Apify

6.1k

5.0

Playwright Scraper avatar

Playwright Scraper

apify/playwright-scraper

Crawls websites with the headless Chromium, Chrome, or Firefox browser and Playwright library using a provided server-side Node.js code. Supports both recursive crawling and a list of URLs. Supports login to a website.

User avatar

Apify

1.2k

4.3

Vanilla JS Scraper avatar

Vanilla JS Scraper

mstephen190/vanilla-js-scraper

Scrape the web using familiar JavaScript methods! Crawls websites using raw HTTP requests, parses the HTML with the JSDOM package, and extracts data from the pages using Node.js code. Supports both recursive crawling and lists of URLs. This actor is a non jQuery alternative to CheerioScraper.

User avatar

Matthias Stephens

456

BS

BeautifulSoup Scraper

apify/beautifulsoup-scraper

Crawls websites using raw HTTP requests. It parses the HTML with the BeautifulSoup library and extracts data from the pages using Python code. Supports both recursive crawling and lists of URLs. This Actor is a Python alternative to Cheerio Scraper.

User avatar

Apify

812

4.4

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