LinkedIn Profile Scraper
Enrich any LinkedIn profile URL. Headline, experience, education. Clean JSON in one call.
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.
Use cases
Enrich your CRM and forms
Turn a LinkedIn URL into a full profile record to auto-fill your CRM, qualify inbound, and route leads to the right rep.
Build targeted lead lists
Enrich a list of profile URLs into clean records with title, company, and location for segmentation and outreach.
Power recruiting pipelines
Pull structured experience and education for candidate sourcing and screening at scale.
Refresh and dedupe contacts
Update stale contact data with the current headline, role, and company so your database stays accurate.
Who it is for
- Sales and RevOps. enrich and qualify inbound leads with real profile data.
- Recruiters and sourcers. get structured experience and education per candidate.
- Growth and ops teams. keep CRM records and lists clean and current at scale.
How it works
- 1 Give it one LinkedIn profile URL, or up to 5,000 per run. No login, no cookies.
- 2 Each URL is enriched into a clean JSON record.
- 3 You get name, headline, location, full experience, and education per profile.
- 4 You pay only for profiles found. Not-found URLs and errors are free.
atomus/linkedin-profile-scraper View on Apify AI-ready: connect an agent through the Apify MCP and run this scraper from Claude Code, Cursor, Codex, or programmatically.
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.