One scraper for public LinkedIn data without login or cookies. Get full profiles with experience, education and skills, an optional verified work e-mail, company pages with industry, size and followers, and the latest posts of companies and people — exported as JSON, CSV or via API.
headline / currentTitle | Profile headline and current role |
experience | Positions with companies and dates |
education / skills | Schools, degrees and skills |
email | Optional work e-mail with confidence level |
companyName / industry | Company page name and industry |
companySize / followers | Company size and follower count |
postText | Text of company and personal posts |
postDate / likes / comments | Post date and engagement |
$1.60 per 1,000 rows
Pay per event: profiles, companies and posts are each billed per row returned; a profile row with a found work e-mail is billed as a separate, higher event.
Apify gives $5 free credits every month — enough to test this scraper at no cost.
Ready-made inputs. Copy one into the scraper form or send it through the API.
Two profiles with a medium-confidence work e-mail.
{
"mode": "profiles",
"profileUrls": [
"https://www.linkedin.com/in/satyanadella",
"https://www.linkedin.com/in/justinwelsh"
],
"findEmail": true,
"minConfidence": "medium"
}Industry, size, followers and latest posts of two companies.
{
"mode": "companies",
"companyUrls": [
"https://www.linkedin.com/company/stripe",
"https://www.linkedin.com/company/canva"
],
"includeCompanyPosts": true
}Up to 10 Stripe posts with 50+ likes.
{
"mode": "posts",
"companyUrls": [
"https://www.linkedin.com/company/stripe"
],
"maxPostsPerSource": 10,
"minLikes": 50
}Full profile plus recent public posts in one row.
{
"mode": "profiles",
"profileUrls": [
"https://www.linkedin.com/in/jeffweiner08"
],
"includePosts": true
}No. It reads data LinkedIn shows to logged-out visitors, so your account is never involved.
LinkedIn shows logged-out visitors only the newest posts — roughly 7–10 per company and 5–10 per person.
Each address comes with a confidence level after a pattern and mail-server check; you can set the minimum confidence.
The scraper only collects publicly visible data. Profiles and e-mails are personal data, so you need a lawful basis (for example under GDPR), must respect LinkedIn's terms, anti-spam rules and local law, and should collect only what you need.
Use the Apify API, Python or JavaScript clients, or Make, n8n, Zapier and Google Sheets; URLs can also come from a file or sheet.