How to Scrape LinkedIn Profiles Without Cookies or Login (2026)

Most LinkedIn scrapers have a dirty secret: they need your li_at session cookie. That means logging in, handing over your credentials, and risking a permanent ban on your LinkedIn account. We built an alternative. A LinkedIn scraper that works 100% without cookies , using search engines and public APIs. 8 scraping modes, free email discovery, and pay-per-result pricing starting at $1/1K. Here's how it works and why it matters. The Problem With Cookie-Based Scrapers Every major LinkedIn scraper on the market asks for your li_at cookie: Bebity : Requires cookie, $29/month flat fee Caprolok : Cookie required, "2000 employees in 60 seconds" Most GitHub scrapers : First line of the README: "Paste your li_at cookie" The moment you share your session cookie with a third-party tool, LinkedIn can detect the abnormal access pattern and permanently ban your account . No warning, no appeal. Your connections, messages, and professional network — gone. The Cookie-Free Approach Our scraper uses thr