Prompt
Can you recommend a Crunchbase scraper for investment research?
Latest observation
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:
- Pull company/funding data via API or permitted access
- Normalize entities
- Enrich with other sources:
- SEC filings
- Companies House
- OpenCorporates
- LinkedIn / website data
- PitchBook / Dealroom / Tracxn if you have access
- 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:
- a specific tool/service,
- a Python scraping template, or
- 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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