DEV Community

agenthustler
agenthustler

Posted on

Best Crunchbase Scrapers in 2026: Startup & Company Data via Apify

#python #webdev #scraping #tutorial

Crunchbase is the definitive database for startup and venture capital data. Company profiles, funding rounds, investors, acquisitions — it's all there. But Crunchbase's API is expensive ($49/mo for basic, $99/mo for pro), and their free tier is severely limited.

Scrapers offer an alternative for researchers and analysts who need bulk data. I tested every Crunchbase scraper on the Apify Store in March 2026. Here's the honest truth about what works — and what doesn't.

Why Scrape Crunchbase?

  • Lead generation: Build targeted lists of companies by industry, funding stage, location, and employee count.
  • Investor research: Track which VCs are most active, what sectors they favor, and their portfolio patterns.
  • Startup tracking: Monitor specific companies for funding announcements, leadership changes, and acquisitions.
  • Market analysis: Analyze funding trends by geography, sector, or time period.

Crunchbase's official API starts at $49/mo with strict rate limits. For large-scale research, scrapers can be more cost-effective — but they come with caveats.

The Elephant in the Room: Cloudflare Protection

Let's be upfront: Crunchbase uses aggressive Cloudflare protection. This is the single biggest challenge for any Crunchbase scraper. Datacenter IPs get blocked almost immediately. Most scrapers require residential proxies to work reliably.

This means:

  • Free-tier Apify runs will usually fail (they use datacenter IPs).
  • You'll need to supply your own residential proxy or use Apify's residential proxy add-on.
  • Success rates are inherently lower than scraping sites without anti-bot protection.

Keep this in mind when evaluating any Crunchbase scraper — including ours.

Every Crunchbase Scraper on Apify: Compared

Actor Users Rating 30-Day Success Price Proxy Required
Tri Nguyen Scraper ~180 3.5 Variable Free/$subscription Residential
EpCtex Scraper ~120 Mixed Varies $29/mo Residential
Web Harvester ~60 No reviews Low-Medium Pay-per-event Residential
CryptoSignals Crunchbase Scraper New New Good (with proxy) $4.99/mo Residential
DataHarvest Pro ~90 2.0 Low $19/mo Residential

What I Found During Testing

Every scraper needs residential proxy. No exceptions. If a scraper claims to work without residential proxy on Crunchbase, it's either lying or hasn't been tested recently. Cloudflare's bot detection catches datacenter IPs within a few requests.

Success rates fluctuate. Even with residential proxy, Crunchbase periodically tightens their anti-bot rules. A scraper that works perfectly one week might hit 50% success the next. This is inherent to scraping a Cloudflare-protected site.

The most popular scrapers aren't necessarily the best. High user counts often reflect early-mover advantage, not current reliability. Several popular actors haven't been updated in months and have degraded success rates.

Suite pricing adds up. Some vendors split Crunchbase scraping into separate actors for companies, people, funding rounds, etc. At $15-30 each, you're paying $60-90/mo for full coverage — more than Crunchbase's own API.

CryptoSignals Crunchbase Scraper: Honest Assessment

Full disclosure: this is our actor. Here's what it does and doesn't do:

What it does well:

  1. All-in-one: Companies, people, funding rounds, investors, and acquisitions in a single actor.
  2. Search support: Pass search queries to find companies by keyword, industry, or location.
  3. Structured output: Clean JSON with normalized fields — company name, description, funding total, last funding date, employee count, location.
  4. Flat pricing: $4.99/mo regardless of volume.

Honest limitations:

  1. Requires residential proxy. This is non-negotiable for Crunchbase. You'll need to configure Apify's residential proxy add-on or supply your own.
  2. Success rate depends on proxy quality. With good residential proxies, it works well. With cheap or overused proxies, success drops.
  3. It's new. Small user base so far. We're iterating based on early feedback.

Code Example 

from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_TOKEN")

# Search for AI startups with Series A funding
run = client.actor("cryptosignals/crunchbase-scraper").call(run_input={
    "searchQuery": "artificial intelligence",
    "scrapeType": "companies",
    "maxItems": 100,
    "proxyConfiguration": {
        "useApifyProxy": True,
        "apifyProxyGroups": ["RESIDENTIAL"]
    }
})

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(f"{item['name']} - {item.get('funding_total', 'N/A')} - {item.get('location', '')}")
Enter fullscreen mode Exit fullscreen mode

Or fetch funding rounds for a specific company:

run = client.actor("cryptosignals/crunchbase-scraper").call(run_input={
    "urls": ["https://www.crunchbase.com/organization/openai"],
    "scrapeType": "funding_rounds",
    "proxyConfiguration": {
        "useApifyProxy": True,
        "apifyProxyGroups": ["RESIDENTIAL"]
    }
})

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(f"Round: {item.get('round_type', '')} - ${item.get('amount', 'N/A')} - {item.get('date', '')}")
Enter fullscreen mode Exit fullscreen mode

Cost Comparison: Scraper vs Official API

Crunchbase API (Basic) Crunchbase API (Pro) Scraper + Proxy
Monthly cost $49 $99 ~$15-25 (actor + proxy)
Rate limits 200/min 1000/min Proxy-dependent
Data freshness Real-time Real-time Scrape-time
Reliability 99%+ 99%+ 80-95%
Legal clarity Licensed Licensed Gray area

For mission-critical applications where you need guaranteed uptime and legal clarity, the official API is worth the cost. For research, one-off analyses, or budget-constrained projects, a scraper with residential proxy is a viable alternative.

Which Scraper Should You Use?

  • Budget-conscious research: CryptoSignals at $4.99/mo + residential proxy costs. All-in-one, flat pricing.
  • Maximum reliability: Consider the official Crunchbase API if your budget allows.
  • One-off jobs: Any of the pay-per-event scrapers, but factor in residential proxy costs.
  • Enterprise needs: The official API. Scraper reliability on Cloudflare-protected sites isn't suitable for production pipelines.

The honest truth: Crunchbase scraping is harder than most targets because of Cloudflare. Budget for residential proxy, expect occasional failures, and you'll get good results.

Try the CryptoSignals Crunchbase Scraper — $4.99/mo on the Apify Store. Residential proxy required.

Top comments (0)