How do Firecrawl and Apify turn the web into usable data?

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Short answer

Firecrawl and Apify both collect public web data, in different ways. Firecrawl searches and reads web pages and returns clean text or structured fields that AI models can use straight away. Apify is a marketplace of ready-made scrapers, called Actors, built for specific sites such as Google Maps, job boards and social platforms. Many GTM systems use both.

Firecrawl in a nutshell

Give it a web address or a search query and it returns the page as clean, readable text, or as the fields you ask for, such as services offered, pricing or team size. It is ideal for researching a prospect's website before outreach.

Apify in a nutshell

Pick an Actor built for a particular site, give it inputs such as a search term or a location, and it returns a dataset of results. It is ideal for collecting lists at scale, such as businesses in a city or companies hiring for a certain role.

How they fit a GTM system

  1. 01Collect: Apify pulls a list of companies showing a buying signal.
  2. 02Research: Firecrawl reads each company's website for context.
  3. 03Enrich: Clay or Apollo adds the right contacts and company details.
  4. 04Store: results go into a Supabase database, cleaned and de-duplicated.
  5. 05Act: AI drafts outreach for a person to review before anything sends.

Staying on the right side of the rules

Collect public data only, respect each site's terms and handle personal data in line with UK GDPR. Keep the useful, distilled facts rather than everything you scraped, and make it easy for people to opt out.

Sources and further reading

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Related questions

Quick answers.

01

Is web scraping legal?

Collecting publicly available data is generally allowed, but terms of service, copyright and data protection law still apply. In the UK and EU, personal data must be handled under GDPR. If in doubt, get legal advice for your use case.

02

Firecrawl or Apify: which should I use?

Use Firecrawl to read and understand specific websites. Use Apify to collect structured lists from a particular platform at scale. They work well together.

03

Do Firecrawl and Apify work with AI assistants?

Yes. Both offer MCP servers, so assistants such as Claude can search and scrape the web when you ask.