Best LinkedIn Data Extraction Tools 2026

Choosing a LinkedIn scraper? Compare the top tools by features, pricing, ease of use, and best-fit scenarios. Includes Scrapoint, Captain Data, PhantomBuster, Apify, and more.

• LinkedIn scraper tools for agencies, sales teams, and recruiters
• Feature comparison: no-code setup, API access, integrations
• Pricing models: freemium, credit-based, and pay-per-use
• Use case guide: which tool for which workflow
• Setup effort and learning curve for each platform