Firecrawl vs Apify: one scraping API or a store of ready tools?

Build the extraction, or borrow one?

Start with this: do you want to design how a page gets turned into data, or would you rather pick a tool someone else already built for that exact site? If it's the first, you'll probably be happier with a single API you call from your own code. If it's the second, a store of ready-made scrapers will save you hours. That one answer settles most of this comparison.

Both tools get web data into your hands, and both now talk the language of AI agents. They just come at the job from opposite ends.

The table, for the impatient

Topic	Firecrawl	Apify
Core model	One API with search, scrape and interact, plus crawl, map and agent in its docs	A store of Actors, each a ready-made tool for one job, such as a TikTok or Google Maps scraper
Open source	Says it's open source, with self-hosting docs and an Open Source vs Cloud page	Offers the open-source Crawlee library; the platform and Store are the product
Output for AI	LLM-ready Markdown or JSON, with ChatGPT, Claude, Cursor and MCP setup	MCP route to give AI access to Actors; output depends on each Actor
Clicking and typing on pages	Interact endpoint clicks and types via prompts or code	Handled by individual Actors plus proxy and anti-blocking tools
Developer side	Its own API and SDKs in many languages	Developers can publish Actors and earn from them
First steps	Scrape a first page without an account or key; add a key for higher limits	Browse the Store and sign up; it says no card is needed

Opposite ends of the same job

Firecrawl is one API. You send it a URL or a search, and it hands back clean Markdown, JSON or a screenshot ready to feed a language model. You decide what to pull out and how. The vendor also mentions access to more sources through what it calls its Alexandria index.

Apify works the other way round. Its Store holds what it says are over 113,000 Actors, each one a tool built for a particular job. Need a Google Maps scraper? There's probably an Actor for it already, built by someone else and ready to run. You can also build and run your own on the platform. That's a huge head start for common sites, though you're relying on whoever wrote the Actor to keep it working.

The open-source story differs too. The single-API tool says its own code is open source and documents self-hosting. The Actor platform's open-source piece is Crawlee, a separate crawling library, while the platform and Store themselves are what it sells.

If you're building an AI agent

This is where the single-API tool feels most at home. Its docs link straight to setup for ChatGPT, Claude, Cursor and MCP, and the output is already shaped for a language model. Its Interact endpoint goes a step further: it scrapes a page, then clicks and types through it using prompts or code, which helps when the data sits behind a button or a form.

The Actor platform has an MCP route too, so an AI agent can call Actors directly. What comes back depends on how each Actor was built, so you may need to tidy the output before a model uses it. For handling awkward sites, it leans on its proxies and anti-blocking tools rather than one interaction endpoint.

If you need one particular site scraped

Here the store model wins easily. If your job is something like pulling listings from a well-known platform, the chances are good that an Actor already exists, and you can run it without writing the logic yourself. That's ideal for marketers and ops teams who don't want to maintain scraping code.

There's also a developer angle. The platform lets people publish their own Actors and earn from them, so if you build a useful scraper, you can offer it to others. The single-API tool's pages focus on its own API and SDKs instead, with no equivalent store.

Straight advice for developers and teams

Go with Firecrawl if you're writing code for an AI agent, want LLM-ready Markdown or JSON from one API, and like the idea of self-hosting open-source code later. Go with Apify if you'd rather run a scraper someone's already built for a specific site, or you want to publish and earn from tools of your own. Neither one is the outright winner. Builders tend to prefer the API; people who want results without code tend to prefer the store.

How fast you can get your first page

The single-API tool's docs say you can scrape a first page without an account or API key, then add a key when you need higher limits. That's about as low a barrier as it gets for a quick look. The Actor platform invites you to browse the Store and sign up, and says no card is needed to do so.

Either way, you can see real output before you commit to anything. If you're weighing more than these two, our round-up of Firecrawl alternatives compares other APIs built for the same job.

Scrapers and readers that compete with both

These four are the closest rivals. If proxies and large datasets matter more than AI output, our developer and data tool lists go deeper on that side.

Crawl4AI

Best for: Developers who know the open-source crawler and want it hosted, with Markdown scraping, JSON extraction, search and answers, plus monthly free credits on the cloud version.

Bright Data

Best for: Enterprises needing proxies, unblocker, SERP and browser APIs, with scraper APIs the vendor says cover 1200+ websites.

ScrapingBee

Best for: A simple scraping API with AI extraction, Markdown output, screenshots and JavaScript scenarios, plus a CLI, MCP server and n8n and Make integrations.

Jina Reader

Best for: Quick page-to-text for LLMs: prepend r.jina.ai to a URL; free with a rate limit, higher with an API key.

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Frequently asked questions

Is Firecrawl open source?

Its site says so, and its docs cover self-hosting with a page comparing the open-source version against the cloud service.

What is an Apify Actor?

It's a ready-to-run tool for one job, such as scraping a particular site. You can run Actors other people have built or build and publish your own.

Which is better for feeding data to an LLM?

The single-API tool returns LLM-ready Markdown or JSON directly. The Actor platform's output depends on the Actor, though it offers an MCP route for AI access.

Can either one click buttons or fill in forms?

The single-API tool has an Interact endpoint that clicks and types via prompts or code. On the Actor platform, that depends on the individual Actor.

Do I need an account to start?

The single-API tool's docs say you can scrape a first page without one. The Actor platform asks you to sign up, and says no card is needed.