inLinkedInScraper

The honest, always-fresh directory of LinkedIn data tools

Open sourceOpen sourceHigh risk

joeyism/linkedin_scraper

Popular Python/Selenium library for scraping profiles, companies and jobs.

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Pricing
Free
MIT-licensed, self-hosted
Your LinkedIn account
Required (risk on you)
Ban risk
High risk
Pricing model
Free

What it extracts

ProfilesCompaniesJobs

Live GitHub health

updated today

★ 4.3K

stars

Active

last commit 3 months ago

140

open issues

GPL-3.0

license

Pros

  • +Free and hackable Python code
  • +Covers profiles, companies and job pages
  • +Large community, lots of examples

Cons

  • Selenium breaks whenever LinkedIn changes its HTML
  • Logs in as you, real account-ban risk
  • You maintain proxies/anti-detection yourself

⚠ Ban-risk & compliance note

Drives a real browser session logged in as you, the highest-risk pattern for an account suspension.

New to this? Read how to scrape without getting bannedand whether LinkedIn scraping is legal.

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Data last verified Jun 24, 2026.

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