FireScraper vs Firecrawl: Which Web Scraping API for Your RAG Pipeline?
If you are building a RAG pipeline, you need a way to turn websites into clean text. Firecrawl and FireScraper both target this exact use case — but they take different approaches to pricing, features, and developer experience.
Here is an honest, side-by-side comparison to help you decide.
Pricing Comparison
This is where the two tools diverge most.
| FireScraper | Firecrawl | |
|---|---|---|
| Free tier | 1,000 units (no expiry) | 500 credits/month (expires) |
| Entry paid plan | $20 for 20,000 units | $16/mo for 3,000 credits |
| Mid tier | $50 for 60,000 units | $83/mo for 100,000 credits |
| High volume | $100 for 150,000 units | $333/mo for 500,000 credits |
| Credit expiry | Never | Monthly |
| Credit multipliers | None — 1 page = 1 unit always | Yes — JS rendering, extraction cost extra |
| Credit card required | No | No |
| Cost per 1,000 pages | $1.00 (Starter) | $5.33 (Hobby) / $0.83 (Standard) |
The biggest difference: FireScraper uses flat, predictable pricing. One page scraped equals one credit, regardless of whether you use JavaScript rendering, structured extraction, or any other feature. Firecrawl applies credit multipliers for advanced features, which can make the actual cost per page significantly higher than the advertised rate.
FireScraper credits also never expire. Firecrawl credits reset monthly — if you do not use them, you lose them.
Feature Comparison
| Feature | FireScraper | Firecrawl |
|---|---|---|
| Dashboard UI | Full dashboard with live monitoring | Limited — primarily API-driven |
| REST API | Yes | Yes |
| TypeScript SDK | Yes (@firescraper/sdk) | Yes |
| Python SDK | Yes (firescraper on PyPI) | Yes |
| Scheduled crawls | Built-in (daily, weekly, monthly) | Not built-in |
| Webhook callbacks | Yes (HMAC-signed) | Yes |
| Structured extraction | Yes (JSON schema) | Yes (LLM-powered) |
| Export formats | CSV, JSON, JSONL, Markdown, ZIP | Markdown, JSON, HTML |
| Real-time progress | Yes — live queue visibility | Yes — status polling |
| robots.txt support | Yes (toggle) | Yes |
| CSS selector targeting | Yes | No |
| Partial export | Yes — download before crawl finishes | No |
| Open source | No | Yes (self-hosted option) |
Where FireScraper Wins
Dashboard experience. If you want to monitor crawls visually — see which pages succeeded, which failed, what is in the queue — FireScraper gives you a full workspace. Firecrawl is designed API-first, which means most interaction happens through code.
Scheduled recurring crawls. FireScraper has built-in scheduling. Set a crawl to run daily, weekly, or monthly and it runs automatically. With Firecrawl, you would need to build this with external cron jobs or orchestration tools.
Predictable pricing. No multipliers, no expiring credits. You know exactly what you are paying per page, every time.
Export flexibility. FireScraper exports to JSONL, Markdown, CSV, JSON, and ZIP. The JSONL export is particularly useful for RAG pipelines — it drops directly into embedding workflows.
Where Firecrawl Wins
Open source option. Firecrawl has a self-hosted version you can run on your own infrastructure. If you need full control over the scraping environment, this is a genuine advantage.
Open source self-hosting. If you need to run everything on your own infrastructure with no external dependencies, Firecrawl's self-hosted option is a genuine differentiator.
LLM-powered extraction. Firecrawl uses LLMs for structured extraction, which can handle unstructured pages more flexibly. FireScraper uses JSON schema-based extraction, which is more predictable but requires defining your schema upfront.
Framework integrations. Firecrawl is listed as a document loader in LangChain and LlamaIndex. This makes it the default choice for developers following those frameworks' tutorials.
Which Should You Choose?
Choose FireScraper if:
- You want a dashboard to monitor and manage crawls visually
- You need scheduled recurring crawls without external tooling
- Predictable, flat pricing matters to you
- You export to JSONL or Markdown for RAG pipelines
- You are cost-conscious — FireScraper offers more pages per dollar at most tiers
Choose Firecrawl if:
- You need a self-hosted open source option
- You rely on LangChain and want the built-in loader (though FireScraper now has one too)
- You prefer LLM-powered extraction over schema-based extraction
Try FireScraper Free
Start with 1,000 free crawl units
No credit card required. Flat pricing — one page equals one credit, always.