Best LinkedIn Job Scrapers in 2026: Public Job Data via Apify

LinkedIn is the largest professional job board in the world. What many people don't realize is that LinkedIn exposes job listings through a public endpoint that requires no login — the jobs-guest API. This makes LinkedIn job data accessible for market research, recruiting analytics, and salary analysis without violating account terms. The LinkedIn Jobs-Guest Endpoint LinkedIn serves public job listings at URLs like: https://www.linkedin.com/jobs-guest/jobs/api/seeMoreJobPostings/search ?keywords=python+developer &location=United+States &start=0 This endpoint returns HTML fragments with job cards. No authentication needed. It's the same data LinkedIn shows to logged-out visitors when they browse job listings. What you can extract: Job title, company name, location Posted date, applicant count Job description (from individual job pages) Employment type (full-time, contract, etc.) Seniority level Industry and function tags Why Scrape LinkedIn Jobs? The use cases go well beyond job hunting