18 Web Scraping tools and resources (15 free)
18 Web Scraping resources, picked out of 9 saved Instagram reels and 13 liked tweets, from creators like @digitalsamaritan, @ericciarla, @alexscraping. 15 of them are free, freemium or open source.
Firecrawl is an open-source web scraping and search API designed specifically for AI agents and LLM applications. It strips out boilerplate like navigation, ads, and footers, returning clean Markdown, JSON, or screenshots while managing dynamic JavaScript rendering, anti-bot mechanisms, proxies, and media parsing (PDF, DOCX). It also supports interactive browser actions, autonomous agent-driven navigation, and direct integration via MCP, CLI, and popular AI frameworks.
Parse is a web scraping and automation platform that converts websites into hosted REST APIs from plain-English descriptions. It maintains thousands of pre-built endpoints for popular sites and supports authenticated interactions, form submissions, and direct integration with AI agents via Model Context Protocol (MCP).
Apify is a cloud web scraping and browser automation platform featuring a store of tens of thousands of ready-to-run bots called Actors. It enables users to extract structured data from websites and social networks without writing scrapers from scratch, while also offering developers an environment to build, deploy, and monetize custom scraping tools.
ScrapeGraphAI is a Python library and managed API that uses large language models and graph logic to extract structured data from websites and documents. Instead of writing and maintaining CSS selectors or XPath rules, users specify the data they need using natural language prompts. It handles dynamic pages, multi-page crawling, and integrates with major AI agent frameworks.
Chat4Data is a browser extension that extracts structured data from websites through a conversational sidebar. It handles navigation, pagination, and dynamic layout shifts automatically by translating plain English instructions into scraping actions. Because it operates within your active browser session, it can collect data behind logins while pausing when human intervention like a CAPTCHA is required.
A comparison framework evaluating five cloud browser providers for running high-volume, automated scraping fleets. It benchmarks boat.dev against Browserbase, Browser Use, Steel, and Hyperbrowser based on concurrency pricing, session limits, anti-bot capabilities, and infrastructure features like persistent storage and VM access.
Cloudflare's Browser Rendering /crawl endpoint extracts entire websites via a single API call without managing headless browsers or scrapers. It outputs parsed content directly into formats like Markdown, HTML, or JSON, making it ideal for LLM ingestion and content scraping pipelines.
Data Miner is a Chrome and Edge extension that extracts structured data from web pages into CSV or Excel files. It offers tens of thousands of pre-built site recipes alongside custom visual selector tools, handling pagination, automated clicks, and table extraction without code.
This workflow combines a reasoning model like DeepSeek R1 with Firecrawl's /extract endpoint to gather structured web data. R1 evaluates search results to select the most relevant target URLs, Firecrawl extracts content from them, and R1 reconciles and deduplicates the final output into clean JSON.
This tip demonstrates how to call Firecrawl's scrape endpoint using their FIRE-1 agent model. By passing navigation instructions inside the agent payload, you can scrape dynamic websites that require clicking, searching, or paginating before extracting content.
Firecrawl Agent is an API endpoint that searches, navigates, and scrapes websites autonomously based on a natural language prompt. Instead of manually providing target URLs or writing crawling logic, developers supply a prompt and a schema to get structured JSON back. It handles dynamic pages, pagination, and multi-source research tasks automatically.
Gobi is an AI-powered cloud browser agent API designed to navigate websites and extract data without requiring custom scrapers. By submitting a natural language prompt and a target JSON schema via a simple cURL request, users can automate web interactions and obtain structured data from websites lacking an API. Note that the original domain appears to be currently parked or offline.
Obscura is an open-source headless browser engine written in Rust, purpose-built for web scraping and AI agent automation. It embeds Google's V8 engine to execute real JavaScript, supports the Chrome DevTools Protocol (CDP), and acts as a drop-in replacement for headless Chrome in Puppeteer and Playwright setups. It starts instantly and uses a fraction of the memory (around 30MB) while including built-in anti-detection and tracker blocking.
A workflow pattern that pairs Claude Code with cloud sandboxes like boat.dev to run parallel browser-based scraping jobs. It uses subagents in isolated virtual machines with human-like input emulation to scrape sites concurrently and aggregate data into structured reports. It serves as a lower-cost alternative to dedicated managed browser platforms for large research or lead generation projects.
This technique uses Firecrawl's /extract endpoint to scrape web pages by describing desired fields in plain English rather than writing CSS selectors or regex parsers. It takes a target URL and a natural language instruction to automatically parse the page into structured, LLM-ready JSON.
Reddit exposes built-in JSON endpoints for public feeds simply by adding '.json' to the end of a subreddit or post URL. This allows developers and data analysts to quickly extract titles, vote counts, and comments without registering an API key or setting up OAuth credentials. It works well for lightweight scraping and quick analysis, though requests remain subject to Reddit's standard CDN rate limits.
Scrapling is an open-source Python framework designed to handle web scraping tasks from single requests up to concurrent, large-scale crawls. It features adaptive parsing that automatically relocates page elements when website HTML structures change, along with built-in stealth fetchers to bypass bot protections like Cloudflare Turnstile. It also includes MCP server support, making it simple to plug web data directly into AI agent workflows.
An Apify Actor designed to perform deep crawls of websites and extract clean content formatted as plain text, Markdown, or HTML. It strips away navigation bars, headers, ads, and cookie banners to output structured data ready for AI models, RAG pipelines, and automated site audits. You can run it via Apify's web console or API and export datasets as JSON, CSV, or XML.