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What you can (and can't) scrape from LinkedIn without logging in — a head-to-head test of 45 runs

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Most "no cookies" LinkedIn scrapers on the market return data that a logged-out visitor never sees: exact connection counts, every past job, people search with "15,666 results". That data has to come from somewhere — usually logged-in accounts on the seller's side. Sometimes that's fine for you. Sometimes it's a compliance problem you only discover later. I wanted a clear answer to a narrower question: how far can you get using only what LinkedIn shows to a logged-out visitor?

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