Apify vs Firecrawl
Updated March 10, 2026
Overview
Apify is a full-stack web scraping and automation platform with a marketplace of 6,000+ pre-built scrapers (Actors). It provides managed browser infrastructure, proxy rotation, and data storage for large-scale web data extraction. Apify is widely used for feeding web data into AI applications and RAG pipelines.
Firecrawl is an API service that crawls websites and converts web pages into clean, LLM-ready markdown or structured data. It handles JavaScript rendering, pagination, and anti-bot challenges, making it ideal for building RAG pipelines from web content. Firecrawl supports single-page scraping, full-site crawling, and structured data extraction, with both open-source and managed API options.
Key features
Core capabilities each platform advertises.
- Web scraping optimized for LLMs
- JavaScript rendering
- Clean markdown output
- Batch crawling
- API-first design
Strengths and tradeoffs
What each tool does well, and the limitations to keep in mind.
Pros
- LLM-ready output with clean Markdown and structured JSON
- Natural language extraction simplifies data specification
- Reliable access to 96% of the web with JavaScript handling
- Open-source core enables self-hosting and customization
Cons
- Unpredictable credit-based pricing can lead to surprise costs
- Limited success on heavily protected sites like Amazon and LinkedIn
- Blocks major social media platforms intentionally
- Requires developer knowledge to use effectively
Apify or Firecrawl — which should you choose?
Choose Apify if you wantChoose if you want
Choose Firecrawl if you wantChoose if you want
- Crawling websites for RAG knowledge bases
- Converting web content to LLM-ready format
- Building web data pipelines
- Competitive intelligence gathering
- Documentation site ingestion
Compare Apify and Firecrawl on your own traffic
Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 500+ models through one gateway.