Zyte gives you scraping.
Firecrawl gives you AI-ready data.

The core difference between Firecrawl and Zyte comes down to focus and output format. Zyte is a mature enterprise scraping platform built around multiple products — Zyte API, Scrapy Cloud, and Zyte Data — with tiered pricing based on site complexity and rendering type. Firecrawl is a unified developer API purpose-built for AI workflows: it returns clean LLM-ready markdown on every request, bundles scrape, search, crawl, browse, and extract under one key, and charges 1 credit per scrape with no variable tiers. When you compare Firecrawl and Zyte for AI agent pipelines or RAG workflows, Firecrawl offers simpler onboarding and markdown output by default. Zyte is better suited to large-scale enterprise data operations that require deep Scrapy integration or managed data delivery.

Yes. AI agents can self-onboard to Firecrawl by choosing the integration path that fits the task — replacing native fetch and search with Firecrawl's scrape, search, and interact endpoints, or embedding the API directly into the app they're building. Once you authorize, they're ready to go. Zyte's model requires choosing between Zyte API, Scrapy Cloud, and Zyte Data, then understanding 5 pricing tiers and browser vs HTTP rates before making the first request — each decision point adds friction to automated agent onboarding.

Yes. Firecrawl returns clean markdown with headings, links, and tables preserved, plus structured JSON on every request. Zyte's pageContent extraction returns structured JSON fields (headline, body text, breadcrumbs), but does not output markdown. For RAG and LLM workflows, structured markdown reduces token waste and improves retrieval accuracy.

Firecrawl uses flat credit-based pricing starting at 1 credit per page, with plans from $83/month for 100k credits. Zyte prices per request across 5 site-complexity tiers, with separate rates for HTTP and browser-rendered requests, and discounts tied to monthly commitment levels. This means Zyte costs depend on which sites you scrape and how — you need their cost calculator to estimate a project.

Yes. Firecrawl is fully open source under AGPL-3.0 with 90K+ GitHub stars and can be deployed on your own infrastructure. Zyte maintains the open-source Scrapy framework (60K+ stars), but Zyte API — the core scraping service — is proprietary SaaS with no self-hosting option.

Most developers are productive with Firecrawl in minutes. One API key gets you scrape, search, crawl, map, and browse. Zyte has a capable API, but choosing between Zyte API, Scrapy Cloud, and Zyte Data — plus understanding 5 pricing tiers and browser vs HTTP rates — adds decision overhead before you write your first request.

Firecrawl is optimized for sub-second response times and real-time agent workflows. In independent benchmarks using 1,000 URLs, Firecrawl achieved a 96% coverage rate with a 0.638 F1 accuracy score. Zyte claims sub-100ms response times for HTTP requests and has strong unblocking performance — Proxyway ranked it highly for speed. Both platforms deliver competitive raw performance.

Yes. Firecrawl's Search endpoint performs a web search and returns full page content in a single request — ideal for RAG pipelines and research agents. Zyte supports SERP extraction for structured search results, but combining search with full page content scraping requires separate API calls and configuration.

Firecrawl is purpose-built for AI data workflows. It returns structured markdown ready for chunking and embedding, with search, crawl, and scrape unified in one API. Zyte is a powerful enterprise scraping platform with AI-powered extraction for structured data types like products and articles, but its output is oriented toward JSON schemas rather than LLM-ready document formats.

Replace Zyte API calls with Firecrawl's /scrape endpoint to get clean markdown instead of raw HTML or JSON extracts. If you use Scrapy Cloud for crawling, Firecrawl's /crawl endpoint handles recursive scraping with a single API call — no spider code needed. Firecrawl offers SDKs for Python, Node.js, Go, Rust, and Java. Most teams complete the migration in under a day.

Yes. Firecrawl is SOC 2 Type II compliant with GDPR compliance and DPA available. Enterprise plans include zero data retention and 99.9% SLA. You can self-host for air-gapped environments or use the managed cloud. Over 500,000 developers and 80,000+ companies use Firecrawl.