LinkedIn Profile Scraper - No Login Required

Scrape LinkedIn profiles without login, cookies, or authentication. Extract public profile data including experience, education, skills, and more.

Key Features

• No Login Required - Works without LinkedIn credentials
• No Cookies Needed - Uses public profile pages
• Bulk Scraping - Process multiple profiles at once
• Comprehensive Data - Experience, education, skills, certifications

What Data You Get

Field	Description
fullName	Profile owner's name
headline	Professional headline
location	Geographic location
profilePhoto	Profile picture URL
about	About/summary section
connectionsCount	Number of connections
experience[]	Work history with company, title, duration
education[]	Schools, degrees, dates
skills[]	Listed skills
certifications[]	Professional certifications
languages[]	Languages spoken

Input

Field	Type	Required	Default	Description
profileUrls	array	No	-	Full LinkedIn profile URLs
usernames	array	No	-	LinkedIn usernames only
includeExperience	boolean	No	true	Extract work history
includeEducation	boolean	No	true	Extract education
includeSkills	boolean	No	true	Extract skills
includeCertifications	boolean	No	true	Extract certifications
includeLanguages	boolean	No	true	Extract languages
includeVolunteer	boolean	No	false	Extract volunteer work

Example Input

{
    "profileUrls": [
        "https://www.linkedin.com/in/williamhgates"
    ],
    "includeExperience": true,
    "includeEducation": true,
    "includeSkills": true
}

Output Example

{
    "profileUrl": "https://www.linkedin.com/in/williamhgates",
    "username": "williamhgates",
    "fullName": "Bill Gates",
    "headline": "Co-chair, Bill & Melinda Gates Foundation",
    "location": "Seattle, Washington, United States",
    "profilePhoto": "https://...",
    "about": "Co-chair of the Bill & Melinda Gates Foundation...",
    "connectionsCount": "500+",
    "experience": [
        {
            "title": "Co-chair",
            "company": "Bill & Melinda Gates Foundation",
            "companyUrl": "https://www.linkedin.com/company/bill-melinda-gates-foundation",
            "location": "Seattle, WA",
            "duration": "Jan 2000 - Present",
            "startDate": "Jan 2000",
            "endDate": "Present"
        }
    ],
    "education": [
        {
            "school": "Harvard University",
            "degree": null,
            "dates": "1973 - 1975"
        }
    ],
    "skills": ["Technology", "Leadership", "Philanthropy"],
    "scrapedAt": "2024-01-20T12:00:00Z"
}

Cost

Pay-per-result pricing:

Cost Type	Amount
Start fee	$0.05 per run
Per profile	$0.01

Example Cost

• 10 profiles: $0.05 + (10 x $0.01) = $0.15
• 100 profiles: $0.05 + (100 x $0.01) = $1.05

Tips

1. Use Apify Proxy - Strongly recommended for reliable results
2. Batch requests - More efficient than many small runs
3. Public profiles only - Private profiles won't return data
4. Rate limits - LinkedIn may limit aggressive scraping

Legal Notice

This scraper only accesses publicly available data. Users are responsible for ensuring their use complies with applicable laws and LinkedIn's terms of service.

Support

• Built by: Artificially
• Issues: Report bugs via Apify Console