People Data Labs alternative: LinkFetch vs People Data Labs
People Data Labs sells person and company records from many data partners and public sources, including emails, phones and addresses, priced per record. LinkFetch sells LinkedIn jobs and companies per request, with no personal contact data, and adds an AI interface to your own LinkedIn account.
The short answer
Choose People Data Labs if
- You need person enrichment with emails and phone numbers
- You want a global identity graph from many sources
- You want a data license delivered into your warehouse
Choose LinkFetch if
- You need LinkedIn job posts at scale, not a beta career-page feed
- You don't want to buy or store personal contact data
- You want Claude to query the data directly through MCP
- You'd rather pay per request than per record
LinkFetch vs People Data Labs, side by side
Person and company enrichment data from many sources, including contact details.
| Compared on | LinkFetch | People Data Labs |
|---|---|---|
| Pricing basis | Flat credits per request, not per row. Free credits every month, no subscription; unused credits roll over for 12 months. | Per record. Person plans from $98 a month (350 credits); company from $100 (1,000 records). |
| 1,000 jobs through the API | 20 credits ($0.20): 50 jobs per request | Job data is in beta, from company career pages only |
| One company record | 1 credit ($0.01) | About $0.10 a record on the $100 plan |
| Bulk dataset | Files on request (contact us); free 1,000-job sample | Data licenses via AWS, GCP or Snowflake; custom pricing |
| MCP server for AI agents | Yes (hosted MCP server) | No official MCP; third-party wrappers exist |
| Where the data comes from | LinkedIn only, from its public pages | Multi-source: data partners and public records |
| Coverage | 8.4 million job posts since April 2026, 560,000+ companies | 2.4B person records, 76M companies, 46M job posts (beta) |
| People profiles | Never sold. Through your own connected LinkedIn account only, private to you. | Yes, including emails, phones and addresses |
People Data Labs details from their public pages on October 7, 2026; plans change, so check their site before deciding. Sources: Pricing, Person data stats, Job data stats.
Pricing
People Data Labs
Charged per record returned. Person data: free up to 100 credits a month with contact fields hidden, Pro from $98 a month for 350 credits. Company data: free up to 100 records, Pro from $100 a month for 1,000 records. Data licenses and Enterprise are custom.
LinkFetch
Flat credits per request, not per row. Free credits every month, no subscription; unused credits roll over for 12 months. See every price.
Questions
Does LinkFetch sell emails and phone numbers?
No. LinkFetch sells jobs and company data. People data only comes through a LinkedIn account you connect, and it stays private to your workspace.
Do I need a LinkedIn account to use LinkFetch data?
No. Jobs and company data come from LinkedIn's public pages. You only connect an account if you also want Claude to work with people, posts or your inbox.
Can I try the data before paying?
Yes. Free credits arrive every month, and a free 1,000-job sample is on the data page.
Other linkedin data providers compared
- LinkFetch vs CoresignalMulti-source company, employee and job data, sold per record and as yearly datasets.
- LinkFetch vs TheirStackJob postings and technographics from 362k+ sites, sold per record by API, app and datasets.
- LinkFetch vs Bright DataWeb data platform with LinkedIn datasets and a pay-per-record LinkedIn scraper API.
- LinkFetch vs ApifyA marketplace of LinkedIn scrapers built and priced by independent developers.
- LinkFetch vs ProxycurlThe former LinkedIn enrichment API, shut down in July 2025.
- LinkFetch vs Enrich LayerA profile, company and job enrichment API that offers a migration path for Proxycurl users.
Try LinkFetch next to People Data Labs.
Free credits every month, no card needed.