LinkedIn Profile Scraper + Email (No Cookies)

Extract detailed information from LinkedIn profiles in bulk, including complete work experience, education history, skills and more. No cookies or account required.

Web scrape a LinkedIn profile URL or handle. Example: williamhgates from https://www.linkedin.com/in/williamhgates. Find people by URL. No login, no cookie, no account. Default is the public profile. Find a LinkedIn email only when you ask. Email is not on the LinkedIn page. We search for it. You pay only when one is found. Not every profile returns an email.

Key Benefits

• No cookies or account required
• $1.40 per 1,000 profiles
• Work email $0.03 only if found
• Verified email $0.008 and direct dial $0.20, hits only
• Misses are free
• Limited permissions

How it works

Paste LinkedIn profile URLs or the handle from the URL. Mix them. Default is Profile only. Turn on work email, verified email, or contact-ready if you want those. The email search is separate and is not guaranteed.

Run it from the Apify console or the API and get profile information as JSON. Download or export the dataset from the run (CSV, JSON, Excel, XML, HTML). Does not download a LinkedIn profile PDF, ZIP, Word file, markdown, CV, or resume, and it is not a browser extension or mobile app.

The row includes the profile picture / pic URL when the page has one, including HD if the page serves it. Scrape LinkedIn profile pictures as URLs. Cover and banner images from posts are dropped.

Also in this family: LinkedIn company scraper, LinkedIn job scraper, LinkedIn search scraper, LinkedIn email scraper, LinkedIn post scraper.

Data you'll receive

• Name, headline, and about
• Company and current title when the page publishes them
• Work experience objects (company, position)
• Education objects (school, degree)
• Location and country
• Skills when present
• Profile picture
• LinkedIn email and direct dial, only on a hit
• Profile URL and username

{
  "name": "Bill Gates",
  "headline": "Chair, Gates Foundation and Founder, Breakthrough Energy",
  "linkedinUrl": "https://www.linkedin.com/in/williamhgates",
  "username": "williamhgates",
  "experience": [{ "companyName": "Gates Foundation", "position": "Chair" }],
  "education": [{ "schoolName": "Harvard University" }],
  "workEmail": null,
  "phone": null
}

You are charged only for a profile that returned data. Not-found and error rows are free.