LinkedIn Profile Scraper

What it does

The LinkedIn Profile Scraper enriches any LinkedIn profile URL into a clean JSON record: full name, headline, location, experience, and education. Submit a single URL or up to 5,000 per run. It never uses your LinkedIn account, so there is zero account-burning risk.

Example

Input, one or more profile URLs:

{
  "profileUrls": ["https://www.linkedin.com/in/jane-doe/"]
}

Output, one record per profile:

{
  "profileUrl": "https://www.linkedin.com/in/jane-doe/",
  "fullName": "Jane Doe",
  "headline": "VP Marketing at Acme",
  "location": "San Francisco Bay Area",
  "experience": [{ "title": "VP Marketing", "company": "Acme" }],
  "education": [{ "school": "Stanford University", "degree": "MBA" }]
}

Features

• Full public profile per URL: name, headline, location, experience, education.
• Submit up to 5,000 profile URLs per run.
• Pay only for profiles found. Not-found URLs and errors are free.
• No LinkedIn account or cookies. Zero account-burning risk.
• Clean JSON, runs on Apify.

Related guides

• LinkedIn Profile Scrapers in 2026: Three Architectures, One Decides Your Account Risk
• Clay and LinkedIn in 2026: What the Enrichment Actually Does, and Where a Scraper API Fits
• Apollo Alternatives in 2026: An Honest Short-List of 5 Real Options

FAQ

What does the LinkedIn Profile Scraper do?

It turns any LinkedIn profile URL into a clean JSON record: full name, headline, location, current and past experience, and education. One call per profile.

How many profiles can it enrich per run?

Submit up to 5,000 profile URLs per run. It enriches each one and returns a single clean JSON record per profile.

Do I need a LinkedIn account or cookies?

No. The scraper never uses your LinkedIn credentials, so there is zero account-burning risk.

How much does it cost?

Pay per profile found on Apify. You only pay for profiles returned successfully; not-found URLs and errors are free.