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LinkedIn Profile Scraper ( no cookies )

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Scrapes public LinkedIn profiles. Provide a list of URLs and get structured profile data — name, headline, location, experience, education, and recent activity.

Pricing

from $2.50 / 1,000 results

Rating

0.0

(0)

Developer

Mina

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Monthly active users

2 days ago

Last modified

LinkedIn Profile Scraper

Scrapes public LinkedIn profiles. Provide a list of URLs and get one structured record per profile — name, headline, location, experience, education, recent posts, and more.

Input

field	type	required	notes
`profile_urls`	array of strings	yes	LinkedIn profile URLs
`li_at_cookie`	string (secret)	no	Optional session cookie used as a fallback for profiles that aren't publicly visible
`proxy_country`	string	no, default `US`	two-letter country code
`max_concurrency`	int 1–20	no, default `3`	profiles fetched in parallel; each attempt uses a fresh proxy IP
`include_raw`	boolean	no, default `false`	include raw `og:*` meta and JSON-LD in output

Output

One dataset record per profile scraped:

{
  "url": "https://www.linkedin.com/in/williamhgates/",
  "status": 200,
  "name": "Bill Gates",
  "headline": "Chair, Gates Foundation and Founder, Breakthrough Energy",
  "tagline": "Creator, Top Voice",
  "description": "Chair of the Gates Foundation. Founder of Breakthrough Energy...",
  "image": "https://media.licdn.com/...",
  "location": "Seattle, Washington, United States",
  "country": "US",
  "follower_count": 40304014,
  "experience": [
    { "name": "Gates Foundation", "url": "...", "start_year": 2000, "end_year": null }
  ],
  "education": [
    { "name": "Harvard University", "url": "...", "start_year": 1973, "end_year": 1975 }
  ],
  "recent_articles": [
    { "title": "...", "url": "...", "published_at": "...", "likes": 2994 }
  ],
  "recent_posts": [
    { "text": "...", "url": "...", "published_at": "...", "likes": 1203 }
  ]
}

Profiles that could not be scraped — blocked, not found, or not public — are not added to the dataset. Each is listed with the reason in the FAILED_INPUTS record of the run's key-value store.

SEO Keywords

linkedin profile scraper, scrape linkedin profiles, linkedin data extraction, b2b lead generation, recruitment sourcing tool, linkedin profile api, scrape linkedin without login, candidate sourcing data, linkedin people data, sales prospecting linkedin

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