Best Python Web Scraping Tools

Selenium

Browser Automation Framework and Ecosystem

Stars
33.9K
Forks
8.6K
Last commit
5 months ago

Selenium is the original open-source browser automation framework for driving web browsers natively, supporting all major browsers and programming languages.

DuckDB

In-process SQL analytics, no server needed

Stars
35.6K
Forks
2.9K
Last commit
5 months ago

DuckDB is an in-process analytical database that lets you query scraped CSV, Parquet, and JSON files with fast SQL, no server required.

Polars

Lightning-Fast DataFrame Library in Rust

Stars
37.1K
Forks
0

Polars is an open-source, Rust-powered DataFrame library delivering 10-100x faster data processing than pandas with lazy evaluation and parallelism.

Milvus

Open-source vector database for billion-scale AI

Stars
42.4K
Forks
0

Milvus is an open-source vector database that handles billion-scale embeddings with GPU acceleration for AI-powered search and retrieval.

Apache Airflow

Programmatically Author, Schedule, and Monitor Workflows

Stars
44K
Forks
16.3K
Last commit
5 months ago

Apache Airflow is an open-source platform for programmatically authoring, scheduling, and monitoring data pipelines and batch workflows.

ClickHouse

Real-time analytics database for petabyte-scale data

Stars
45.4K
Forks
8K
Last commit
5 months ago

ClickHouse is a fast, open-source columnar database that runs analytical queries on billions of scraped records in milliseconds.

Meilisearch

Lightning-fast search engine with zero config

Stars
55.5K
Forks
2.3K
Last commit
5 months ago

Meilisearch is a fast, typo-tolerant search engine that indexes scraped data and delivers instant search-as-you-type results.

Crawl4AI

Open-Source LLM-Friendly Web Crawler

Stars
58.9K
Forks
6K
Last commit
5 months ago

Crawl4AI is an open-source web crawler and scraper built for LLMs, AI agents, and data pipelines with blazing-fast async crawling and AI-ready output.

Scrapy

Fast, high-level web crawling framework for Python

Stars
59.5K
Forks
11.2K
Last commit
5 months ago

Scrapy is an open-source Python framework for building fast, scalable web crawlers that extract structured data from websites efficiently.

MinIO

S3-compatible object storage you can self-host

Stars
59.9K
Forks
6.9K
Last commit
6 months ago

MinIO is a high-performance, S3-compatible object store for storing scraped files, datasets, and media at exascale.

Redis

In-memory data store for caching and queues

Stars
72.6K
Forks
24.5K
Last commit
5 months ago

Redis is a blazing-fast in-memory data store used to cache scraped results, manage job queues, and power real-time data pipelines.

Elasticsearch

Distributed RESTful search and analytics engine

Stars
75.9K
Forks
25.8K
Last commit
5 months ago

Elasticsearch is a distributed search and analytics engine that lets you index, query, and analyze large volumes of scraped data in real time.

Browser Use

Open-Source AI Browser Automation Platform

Stars
76.4K
Forks
9.1K
Last commit
5 months ago

Browser Use is an open-source platform that lets AI agents automate web tasks using natural language, with stealth browsers and custom models for scale.

Firecrawl

Web Data API for AI Applications

Stars
77K
Forks
5.8K
Last commit
5 months ago

Firecrawl is an open-source web crawling and scraping API that turns entire websites into clean, LLM-ready markdown or structured data for AI applications.

Playwright

Cross-Browser Automation for Modern Web Apps

Stars
81.6K
Forks
5K
Last commit
5 months ago

Playwright is an open-source framework for reliable end-to-end testing and browser automation across Chromium, Firefox, and WebKit with a single API.

Puppeteer

JavaScript API for Chrome and Firefox Automation

Stars
93.4K
Forks
9.4K
Last commit
5 months ago

Puppeteer is a JavaScript library that provides a high-level API to control Chrome or Firefox for web scraping, testing, and browser automation tasks.

Best Python Web Scraping Tools

Discover the best web scraping tools and libraries for Python. Compare features, community support, and documentation.