How to scrape Crunchbase using Python in 2024 (Easy Guide)

Crunchbase provides valuable company data, but manual extraction is impractical. This guide explores three methods to scrape Crunchbase using Crawlee for Python: sitemap-based crawling, search-based approach, and official API integration. The sitemap method is best for comprehensive data collection but requires handling Cloudflare protection. The search approach faces automation challenges. The official API, while limited in its free version, provides the most reliable access. Each method has pros and cons, but the API is recommended for most commercial projects due to its reliability and ease of use.