10 best LinkedIn scraping tools for 2025

It operates entirely on the command line, leveraging Python libraries like beautifulsoup4 and lxml to parse LinkedIn’s front-end, without using the official API. On it, you can submit a LinkedIn profile or a desired list of profile URLs. The data it exports includes things like name, LinkedIn profile URL, company, and beyond, but you’ll have […]

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