Prompt

Can you recommend a Crunchbase scraper for investment research?

Latest observation

Aug 18, 2026 · OpenAI APIWeb search: off

Yes—though with an important caveat: Crunchbase’s terms of service may restrict scraping, so for investment research it’s often better to use their official API or licensed data access if possible.

If you still need a scraper-like solution, here are the practical options:

Best option: Official Crunchbase API

  • Most reliable and compliant
  • Better for:
    • company profiles
    • funding rounds
    • investors
    • acquisitions
    • people/org relationships
  • Good if you want to build a repeatable research pipeline

If you specifically need a scraper

I’d recommend looking for a tool that supports:

  • browser automation for dynamic pages
  • rate limiting / backoff
  • login handling if you have authorized access
  • export to CSV/JSON
  • deduplication and pagination

Common stacks people use:

  • Python + Playwright
  • Python + Selenium
  • Apify actors if you want a managed scraping platform
  • Bright Data / Oxylabs if you need infrastructure for large-scale collection

What I’d suggest for investment research

Instead of a generic scraper, use a workflow like:

  1. Pull company/funding data via API or permitted access
  2. Normalize entities
  3. Enrich with other sources:
    • SEC filings
    • Companies House
    • OpenCorporates
    • LinkedIn / website data
    • PitchBook / Dealroom / Tracxn if you have access
  4. Store in a database for screening and trend analysis

If you want a ready-made recommendation

  • Small-scale / one-off: Playwright-based custom scraper
  • Medium-scale: Apify + a custom Crunchbase actor
  • Serious research ops: Official API + data warehouse

If you want, I can recommend:

  1. a specific tool/service,
  2. a Python scraping template, or
  3. a compliant Crunchbase research workflow depending on your budget and volume.

Observation history

See 3 earlier observations

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Obsurfable records AI answers to buyer-style prompts in its research corpus (4 observations for this page). Metrics are distributions over observations, not a single static ranking.

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