Best tools for web scraping

Cloudflare R2 is S3-compatible object storage with zero egress fees, making it ideal for storing and serving frequently accessed scraped data.

ScrapingBee is a web scraping API that handles headless browsers, rotates proxies, and offers AI-powered extraction so you can focus on your data.

DataForSEO provides SEO and digital marketing data via API, serving as a trusted data partner for 750+ software companies and agencies worldwide.

Bright Data is the leading web data platform with award-winning proxy networks, powerful scrapers, and ready-to-use datasets at petabyte scale.

Oxylabs offers 175M+ residential and datacenter proxies with web scraping APIs and browser automation tools for large-scale public data extraction.

SerpAPI is a real-time API that delivers structured Google search results, handling proxies, captchas, and rich data parsing automatically.

Apify is a cloud platform for web scraping, browser automation, and data extraction with 19,000+ ready-made tools and code templates.

Beautiful Soup is a Python library for pulling data out of HTML and XML files, providing Pythonic idioms for navigating and searching parse trees.

Modal is a serverless Python platform that runs scraping, AI, and data workloads at scale with sub-second cold starts and instant autoscaling.

2Captcha is a CAPTCHA solving service that bypasses reCAPTCHA, Cloudflare Turnstile, hCaptcha, and other challenges via a simple API.

Fly.io lets you deploy containerized scrapers and services on edge servers worldwide with persistent storage and instant scaling.

Camoufox is an open-source anti-detect browser based on Firefox with robust fingerprint injection to evade bot detection systems.

Scrapy-Redis provides Redis-backed components for Scrapy, enabling distributed crawling with shared request queues and item pipelines.

BullMQ is an open-source Redis-based message queue trusted by thousands of companies processing billions of jobs daily across Node.js, Python, and more.

Delta Lake is an open-source storage framework that brings ACID transactions, schema evolution, and time travel to data lakes at petabyte scale.

dbt empowers data teams to transform, test, and document data directly in the warehouse using SQL, with version control and governance built in.

Browserless provides headless browser infrastructure in Docker for web scraping and automation, with built-in bot detection bypass and CAPTCHA solving.

Airbyte is an open-source ELT platform with 600+ connectors that moves data from APIs, databases, and files to warehouses and data lakes at scale.

Browserbase provides serverless cloud browsers for AI agents and automation, supporting Playwright, Puppeteer, and Selenium at scale.

Crawlee is a JavaScript and Python web scraping library that handles blocking, proxies, and browsers so you can build reliable crawlers fast.

Prefect is an open-source Python workflow orchestration framework for building resilient data pipelines with full observability and zero rewrites.

Colly is a fast and elegant Go framework for building web scrapers, crawlers, and spiders with a clean, chainable API.

Celery is a simple, flexible, and reliable distributed task queue for processing vast amounts of messages with real-time and scheduled execution.

MongoDB is a flexible document database that stores scraped data as JSON-like documents, making it easy to ingest varied web content.

Qdrant is a high-performance vector search engine built in Rust for production-grade semantic search and RAG applications.

Cheerio is the industry-standard JavaScript library for parsing and manipulating HTML and XML using a familiar jQuery-like syntax.

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

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

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

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

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

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

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

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

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