Public profiles
Public profile URL & headline
Current company, title, tenure
Location & industry
Public skills & endorsements
Public certifications & education
Public posts & activity (sample)
LinkedIn data
LinkedIn data extraction — public profiles, companies, and jobs.
Structured CSV or JSON of public LinkedIn data: profiles, company pages, and job listings. We scope every engagement against current case law, deliver a free sample first, and only collect fields you specifically request.
What we extract
Company pages
Company name & LinkedIn URL
Headcount range & growth
Industry & specialties
Headquarters & locations
Funding signals (where public)
Recent hires (public posts)
Job listings
Job title, location, seniority
Posting company & posted date
Job description body
Employment type & remote flag
Applicant count (where shown)
Salary range (where shown)
Common use cases
- B2B lead enrichment with role / seniority filters
- Sales territory mapping by industry and headcount
- Recruiting market intelligence and competitor hires
- Job market analytics by region, role, and salary
- Investor research: hiring velocity as a growth signal
Compliance posture
We collect only public, non-authenticated data. Personal-data extraction requires client attestation of lawful basis under GDPR, CCPA, and any applicable jurisdiction. Out-of-scope by default: authenticated views, contact information, private inMail, recruiter-only fields, and any data behind a login wall.
Compliance policy →FAQ
Is scraping LinkedIn legal?
Public profile data was confirmed scrapable under US federal law in hiQ Labs v. LinkedIn (Ninth Circuit, 2022) — scraping publicly accessible pages does not violate the Computer Fraud and Abuse Act. LinkedIn's Terms of Service separately prohibit scraping; that is a civil contract issue, not a criminal one. Personal data triggers GDPR / CCPA obligations on the buyer. We collect public data, scope each engagement against current case law, and require clients to attest to lawful basis for personal-data use cases. See our legal guide for detail.
Can you extract data from logged-in LinkedIn views (e.g. Recruiter, Sales Navigator)?
No. We work with publicly accessible pages only. Authenticated views are gated by LinkedIn's account agreement and not in scope for our pipeline.
How fresh is the data?
Refresh schedules are project-defined: daily for high-velocity targets like job listings, weekly or monthly for profile and company snapshots. We can trigger on-demand recrawls for a defined URL list when you need a point-in-time snapshot.
What about data minimization?
We collect only the fields you specify in the schema. Sensitive fields (email, phone, contact info) are out of scope by default — most LinkedIn profile contact data is gated behind authentication anyway. For B2B contact enrichment, we route clients to dedicated enrichment partners.
What's the delivery format?
CSV, Excel (.xlsx), JSON, or direct database load. Free CSV sample first, then recurring delivery on your schedule via email, S3, webhook, or SFTP.
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