Question 1

What's the main difference between Firecrawl and Apify?

Accepted Answer

Firecrawl is the context API for AI agents: one API key covers search, scrape, crawl, interact and agent endpoints that return clean Markdown or JSON from websites, plus Firecrawl Alexandria's ready-made data providers. Apify is a marketplace of pre-built scrapers (Actors) that each need their own configuration and return output that often needs post-processing. Firecrawl gets you started in minutes with predictable pricing; Apify requires browsing Actors, understanding compute costs, and often writing custom code.

Question 2

Which is cheaper, Firecrawl or Apify?

Accepted Answer

Firecrawl uses flat pricing. A basic scrape costs 1 Firecrawl credit per page, JSON, question and highlight formats add 4 Firecrawl credits per page, and the Scale plan is $749/month billed monthly for 1,000,000 Firecrawl credits, so you know your costs before a job runs. Apify bills compute units ($0.13 to $0.20 each depending on plan) plus pay-per-event Actor charges, storage, proxies and data transfer, so the cost of a job depends on which Actors run and for how long.

Question 3

Should I use Apify Actors or Firecrawl's API?

Accepted Answer

For most web scraping needs, Firecrawl's unified API is the better choice. You get one API for all websites with flat pricing, instant setup, and LLM-ready output. Apify's Actor marketplace requires browsing thousands of options, understanding each Actor's quirks, and managing compute resources. Firecrawl handles the complexity for you.

Question 4

What is Firecrawl's /agent endpoint?

Accepted Answer

Firecrawl's /agent endpoint does autonomous deep research without requiring URLs. Just describe what you need (like 'Find pricing for the top 5 CRM tools') and the agent searches, navigates, and extracts structured data automatically. Apify has no equivalent. With Apify, you'd need to manually find URLs, select the right Actors, and orchestrate multiple steps yourself.

Question 5

Can Firecrawl be self-hosted?

Accepted Answer

Yes. Firecrawl is fully open source and can be self-hosted for complete control over your data and infrastructure. This is ideal for enterprises with data residency requirements or teams optimizing costs at scale. Apify's Crawlee library is open source, but the full platform (Actors, storage, proxies, orchestration) requires their cloud and cannot be self-hosted.

Question 6

Can I use Firecrawl without knowing how to code?

Accepted Answer

Yes. Firecrawl has native integrations with no-code platforms like Lovable, n8n, Zapier, and Make. You can build complete scraping workflows using simple prompts and visual interfaces. Apify also integrates with Zapier and Make, but you still need to understand how to configure Actors, set up input schemas, and manage compute resources.

Question 7

Which is better for RAG pipelines?

Accepted Answer

Firecrawl is purpose-built for AI workflows. Every scrape returns clean markdown ready for chunking and embedding, with structured extraction via natural language prompts. Apify's Website Content Crawler can work for RAG, but outputs raw HTML/JSON that needs conversion, and requires you to configure compute resources and manage Actor runs.

Question 8

How does Apify's Crawlee compare to Firecrawl?

Accepted Answer

Crawlee is Apify's open-source web crawling library that requires you to write and host your own code. Firecrawl is a complete hosted solution: one API call returns clean, LLM-ready data with no infrastructure to manage. If you want results without writing crawling logic, Firecrawl is the clear choice. Crawlee is only suitable for developers who want to build and maintain their own scraping infrastructure.

Question 9

Is there an Apify Store alternative with ready-made data APIs for AI agents?

Accepted Answer

Firecrawl Alexandria is the Firecrawl alternative to buying site-specific Actors from the Apify Store. Instead of one scraper per site, an AI agent searches 400+ data providers in one call, reads each tool's inputs and price, and runs the one it needs with the same Firecrawl API key it uses for web search and scraping. Providers include official government sources, finance data, company registries and licensed publishers.

Question 10

Can an AI agent search SAM.gov or look up a Delaware company with Firecrawl?

Accepted Answer

Yes. Firecrawl Alexandria has a SAM.gov provider that searches contract opportunities by keyword, agency, NAICS code, set-aside and deadline, and fetches a single notice by id. Its Delaware Division of Corporations provider searches entities by name or file number and returns the registration record and registered agent. Grants.gov, USAspending and US Treasury Fiscal Data providers cover funding and federal spending questions.

Question 11

Does it cost anything for an agent to find a Firecrawl Alexandria tool?

Accepted Answer

No. Tool discovery is free with a Firecrawl API key. A search with sources set to alexandria returns matching tools without charging Firecrawl credits, and the Firecrawl MCP server exposes the same step through firecrawl_search and firecrawl_find_tools, which shows each tool's Firecrawl credit price when the agent asks it to include costs. You pay only when the agent runs a tool, at the Firecrawl credit price that tool lists, and some publishers ask an admin to accept their terms once first.

Question 12

Does Firecrawl give agents access to data providers beyond web pages?

Accepted Answer

Yes. Firecrawl Alexandria is a library of 400+ data providers (October 2026) that Firecrawl returns as tools inside a search call: add alexandria to the sources parameter and the response carries a tools array next to the web results, covering official sources such as SEC EDGAR, FRED, SAM.gov, Grants.gov, USAspending and US Treasury Fiscal Data, state business registries such as the Delaware Division of Corporations, and the Firecrawl Research Index, Firecrawl Developer Index and Firecrawl Government Index. Finding a tool is free and running one costs the Firecrawl credits the tool lists. Apify's Actor Store offers pre-built scrapers for specific sites, each run and billed as its own Actor, which is a different model from a provider catalogue discovered inside a search call. With Firecrawl the same API key and search call reach both the web and those providers.

Feature	Firecrawl	Apify
Output format	Markdown, JSON, HTML, screenshots (all included)	Varies by Actor (typically JSON/CSV, requires post-processing)
JavaScript rendering	Automatic on all requests (included)	Depends on Actor (some use Puppeteer, some don't)
Structured extraction	Natural language prompts + JSON Schema	Requires CSS selectors or custom Actor code
Autonomous research	/agent does deep research with no URLs needed	SERP scraping only, no autonomous data gathering
Pricing model	Flat rate: 1 Firecrawl credit = 1 page (Scale: $749/month billed monthly for 1,000,000 Firecrawl credits)	Compute units plus pay-per-event Actor charges, storage, proxies and data transfer
Open source / Self-hosted	Yes (fully open source)	Partial (Crawlee is open source, platform is closed)
Data providers	Firecrawl Alexandria: 400+ data providers as of October 2026 (SAM.gov, SEC EDGAR, Grants.gov, state business registries and more), found free inside /search with a Firecrawl API key	Apify Store Actors for specific sites, each a separate Actor with its own run cost

Feature	Firecrawl	Apify	What this means
LLM-ready output	Clean markdown optimized for AI. Preserves links, code blocks, formatting	Raw HTML/JSON output requires post-processing for LLM use	Firecrawl pioneered markdown output for AI. Apify requires you to convert and clean data yourself.
When it matters Critical for RAG pipelines, AI agents, and any LLM-based application. Trade-offs Firecrawl is ready for AI out of the box. Apify needs additional processing.
JavaScript rendering	Automatic on all requests (included)	Depends on Actor (some use Puppeteer/Playwright, some don't)	Firecrawl always renders JS. Apify varies by Actor (some are headless, some aren't).
When it matters Modern SPAs and dynamic content require JS rendering. Trade-offs Firecrawl is consistent. Apify requires checking each Actor's capabilities.
Output formats	Markdown, JSON, HTML, screenshots, links, summary, branding (all included)	Varies by Actor (typically JSON, CSV, or custom formats)	Firecrawl has consistent output across all scrapes. Apify output depends on the Actor.
When it matters Consistent formats simplify downstream processing. Trade-offs Firecrawl is predictable. Apify Actors may offer more specialized output formats.
Structured extraction	Natural language prompts + JSON Schema	Requires CSS selectors or custom Actor code	Firecrawl: describe what you want in plain English. Apify: write selectors or use Actor-specific config.
When it matters Important for non-developers or rapid prototyping. Trade-offs Firecrawl is more flexible. Apify Actors can be more precise for known structures.
Pricing model	Flat rate: 1 Firecrawl credit = 1 page (Scale: $749/month billed monthly for 1,000,000 Firecrawl credits)	$0.13 to $0.20 per compute unit by plan, plus pay-per-event Actor charges, storage, proxies and data transfer	Firecrawl: predictable costs. Apify: costs vary by Actor, runtime, memory, and proxy usage.
When it matters Budget predictability matters for production workloads. Trade-offs Firecrawl is simpler to budget. Apify costs depend on which Actors run and for how long.
Site crawling	/crawl discovers and scrapes entire sites with one call	Website Content Crawler Actor with configuration required	Firecrawl crawls and returns LLM-ready markdown. Apify requires Actor setup and compute estimation.
When it matters Critical for documentation ingestion, knowledge bases, and site-wide scraping. Trade-offs Firecrawl is simpler. Apify offers more granular control over crawl behavior.
Autonomous research (/agent)	/agent does deep research autonomously, no URLs required	No equivalent. SERP scraping only, no autonomous data gathering	Firecrawl's /agent searches, navigates, and extracts intelligently. Apify requires URLs and manual Actor configuration.
When it matters Critical for AI agents, lead enrichment, and research where you don't know URLs upfront. Trade-offs Firecrawl handles the full research pipeline. Apify requires manual orchestration.
Entry pricing	$19/month billed monthly, or $16/month billed annually (5,000 pages guaranteed)	Starter plan: a monthly fee paid as prepaid usage, consumed at rates that vary by Actor	Firecrawl: a fixed page count. Apify: prepaid usage consumed at varying rates.
When it matters Important for startups and individual developers. Trade-offs Firecrawl tells you how many pages the plan buys before you start. Apify's prepaid usage depends on which Actors you run.
Open source / Self-hosted	Yes (fully open source, self-host available)	Partial (Crawlee library is open source, platform is closed)	Firecrawl can be fully self-hosted. Apify's platform requires their cloud.
When it matters Data residency, air-gapped environments, cost optimization at scale. Trade-offs Firecrawl offers full control. Apify's Crawlee can be self-hosted but without the platform features.
No-code integrations	Native Lovable integration + n8n, Zapier, Make	Zapier, Make, Airbyte (requires Actor selection and configuration)	Firecrawl's Lovable integration lets you build scraping workflows with natural language. Apify integrations still require Actor configuration.
When it matters Critical for non-developers or teams wanting to build quickly without code. Trade-offs Firecrawl is more accessible to non-developers. Apify offers more customization for technical users.
Data providers	Firecrawl Alexandria: 400+ data providers returned as tools in /search, from SAM.gov and Grants.gov to SEC EDGAR, FRED and state business registries	Apify Store Actors for specific sites, each a separate Actor with its own run cost	Firecrawl can hand an agent a filing, an economic series, or a job board record through the same call it uses for web search. Apify leaves those sources to you.
When it matters Research, finance, sales, and hiring agents that need structured records alongside pages. Trade-offs Provider tools are priced per call at the tool's listed rate, and some publishers require an admin to accept their terms once.

Metric	Value	Dataset	Measured	Source
Coverage (success rate)	96%	Scrape coverage and quality, 1,000 URLs	Jan 13, 2026	Methodology
Extraction accuracy (F1)	0.638	Scrape coverage and quality, 1,000 URLs	Jan 13, 2026	Methodology
Content recall	0.639	Scrape coverage and quality, 1,000 URLs	Jan 13, 2026	Methodology
Latency (P95)	3,387 ms	Scrape coverage and quality, 1,000 URLs	Jan 13, 2026	Methodology

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