How to Scrape LinkedIn in 2026: Jobs, Profiles, and Company Data

LinkedIn is the largest professional network with 1B+ members, and its data is gold for recruiters, market researchers, and job seekers. But scraping it has a reputation for being difficult. Good news: LinkedIn's public jobs and company pages are accessible without authentication in 2026. Here's exactly how to do it. Is Scraping LinkedIn Legal? Yes, for public data. The landmark hiQ Labs v. LinkedIn ruling (2022) confirmed that scraping publicly accessible data does not violate the Computer Fraud and Abuse Act. LinkedIn's public job listings, company pages, and public profiles are fair game. What you cannot do: Log in with fake accounts to access private data Scrape data behind authentication walls Violate GDPR by collecting EU personal data without lawful basis Stick to public endpoints and you're on solid legal ground. LinkedIn's Public Jobs API LinkedIn exposes job listings through a public-facing endpoint that requires no authentication: https://www.linkedin.com/jobs-guest/jobs/api