LinkedIn Profile Scraper (No Login) avatar

LinkedIn Profile Scraper (No Login)

Pricing

Pay per usage

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LinkedIn Profile Scraper (No Login)

LinkedIn Profile Scraper (No Login)

Scrapes public LinkedIn profiles via Google search — no cookies, no login required. Extracts name, headline, location, current role, education, skills and more.

Pricing

Pay per usage

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Bookmarked

2

Total users

1

Monthly active users

2 days ago

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LinkedIn Profile Scraper (No Login / No Cookies)

Scrapes public LinkedIn profiles without any login, cookies, or API key — using Google search as the entry point.

How it works

  1. Sends site:linkedin.com/in/ <your query> to Google Search
  2. Collects all LinkedIn profile URLs from the results
  3. Visits each public LinkedIn profile page and extracts structured data
  4. Falls back to Open Graph meta tags if LinkedIn shows a soft login wall

What it extracts

FieldDescription
nameFull name
headlineProfessional headline
locationCity / region
current_titleCurrent job title
current_companyCurrent employer
connectionsConnection/follower count (if visible)
aboutAbout section (up to 500 chars)
educationSchools and degrees (up to 3)
skillsTop skills (up to 10)
profile_urlDirect LinkedIn URL
profile_image_urlProfile photo URL
search_queryThe query that found this profile
scraped_atISO timestamp

Input examples

{
"searchQueries": [
"software engineer San Francisco",
"product manager fintech London",
"data scientist OpenAI"
],
"maxProfilesPerQuery": 10,
"proxyConfiguration": {
"useApifyProxy": true,
"apifyProxyGroups": ["RESIDENTIAL"]
}
}

Tips

  • Residential proxies are mandatory — both Google and LinkedIn block datacenter IPs
  • Queries like "VP Sales SaaS" or "CTO startup Berlin" give very targeted results
  • Google returns ~10 results per search page; set maxProfilesPerQuery to 10 for best reliability
  • LinkedIn shows varying amounts of data depending on the user's privacy settings

Only scrapes publicly visible profile data. Does not bypass any authentication. Use responsibly and respect LinkedIn's Terms of Service.