LinkedIn Dataset
Filter by title, company or location. Download matching profiles in one CSV, with work emails where found.
Refund within 7 days if you used under 20% of it.
We already read the public web.
Filter
Pick a preset or write a rule. The count and the price update as you go.
Check
Real rows appear as you filter. Download up to 50 matching rows free, with the same columns as your file.
Pay
Enter your email and pay securely. We email the download link when your file is ready. Delivery time depends on the size of your selection.
Keep it fresh
Refresh the same slice weekly, monthly, quarterly or twice a year at up to 90% off. Or never. Cancel anytime.
Bonus
We check public profile availability before delivery and replace confirmed unavailable profiles with other matches where possible. Profile fields come from our ongoing collection.
- Sales calls. It's a buy button.
- Contracts. One file, or a refresh you can cancel.
- An account. Email and card.
- Manual availability checks. We check profiles before delivery.
- Logins or cookies. Public fields only.
- Email tools. Work emails included where found.
Use cases
People at one company
Find matching public profiles at a company, with headline and location where available.
A title in a city
Find public profiles with a matching headline in your chosen city or country. Check a sample before buying.
An industry, by company size
Everyone at software companies with 51 to 200 people, or any industry and size. Priced by the row.
Alumni of a school
Everyone who lists the school, narrowed by company or city. See where graduates actually work.
What's in a row
Fill rates measured 2026-09-04. Work emails are included where found; check email_status to distinguish verified, inferred and unknown addresses.
| Column | What it is | Fill rate |
|---|---|---|
| name | First and last name as published | 100% |
| headline | Public headline, the title line | 97.2% |
| company | Current company | 66.4% |
| company_slug | LinkedIn company handle | 68.5% |
| industry | Industry of the current company | 67.5% |
| company_size | Size band of the current company | measured at the next refresh |
| school | Current or last school | 60% |
| location | Location as written | 99.8% |
| city | City | 94% |
| state | State or region | 75.6% |
| country | Country | 99.7% |
| followers | Follower count | 99.8% |
| connections | Connection count | 86% |
| experience_count | Number of positions listed | 99.8% |
| past_companies | Previous employers, pipe-separated | 99.8% |
| education | Schools and degrees, pipe-separated | 99.8% |
| member_id | LinkedIn's numeric member id | 99.7% |
| profile | Public profile URL | 100% |
| company_domain | Current company's website domain | 51.3% |
| work_email | Work email, where found. See email_status for verification status | 22% |
| email_status | verified · pattern-likely · invalid · unknown (verified = our probe confirmed that exact mailbox) | 22% |
| email_checked_at | When our probe last checked that mailbox | measured at the next refresh |