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Linkedin Profile Scraper — LinkedIn | Lagic

Built For

Get structured professional data from any public LinkedIn profile.

Curated by Lagic·Verified working

Configure Agent

LinkedIn profile URLs or usernames.

Your LinkedIn session cookie. Accepts either: (1) Just the li_at value from browser DevTools, or (2) Full cookies JSON array exported from a browser extension like EditThisCookie. Full cookies give better results for authenticated profiles.

Results to deliver

800 credits

This agent actively searches live listings — results may vary. You are only charged for what is delivered, up to this number.

Lagic Proxy

Country auto-rotated. Need a specific region? Contact support.

Pricing

8 credits per result
✓ 30 free credits on signup✓ Refund if 0 results✓ No card required

Sample Data Preview

Full NameCurrent Job TitleProfile Headline and SummaryLocation and IndustryProfile Picture URLList of Current Positions with Company Details
Sample Text...Sample Text...Value...Value...https://...Value...
Sample Text...Sample Text...Value...Value...https://...Value...
..................
Exports as:CSVXLSXJSON

Overview

Extracts detailed professional history, skills, and educational background from a list of LinkedIn profiles. Ideal for building candidate pipelines, conducting market research, or qualifying sales leads.

This tool converts public LinkedIn profiles into structured data, ready for analysis or import into your CRM. It's designed for recruiters, sales teams, and market researchers who need to work with professional data at scale. ### Who it's for - **Recruiters and Sourcers:** Quickly build a database of potential candidates with detailed work histories, skills, and educational backgrounds. - **Sales and Business Development:** Research prospects and key decision-makers to personalize outreach and identify warm leads. - **Market Researchers:** Analyze career trajectories, in-demand skills, and employment trends within specific industries or companies. - **Investment Analysts:** Conduct due diligence on the management teams and key personnel of potential investment targets. ### Data you can extract By providing a list of LinkedIn profile URLs, you can retrieve a detailed snapshot of each person's professional life. The output includes their current and past positions, a full list of skills, education history, languages, certifications, and profile headline. You also get key metrics like follower and connection counts, alongside basic information like name, location, and industry. ### Authentication required To access profile data, this tool requires you to provide your LinkedIn session cookie. This authenticates your session and allows the tool to view profiles as if you were browsing manually. This is necessary to access data that isn't visible to logged-out users.

Key Capabilities

  • Full Name
  • Current Job Title
  • Profile Headline and Summary
  • Location and Industry
  • Profile Picture URL
  • List of Current Positions with Company Details
  • List of Past Positions with Company Details
  • List of Skills
  • Education History
  • Certifications and Licenses
  • Languages Spoken
  • Follower and Connection Counts
  • Build a candidate pipeline: Collect profiles of potential job candidates from a list of URLs and import their work history, skills, and education into your Applicant Tracking System (ATS).
  • Personalize sales outreach: Research a list of prospects to understand their current role, past experience, and recent articles, enabling highly targeted and relevant communication.
  • Conduct market research: Aggregate data from hundreds of profiles to analyze career paths, identify top employers, and track skill trends within a specific industry.
  • Perform competitive analysis: Track the professional movements and backgrounds of key employees at competitor companies to inform your own talent and business strategy.
  • Vet potential business partners: Gather background information and professional history on potential partners, founders, or consultants as part of a due diligence process.
  • Map organizational structures: Extract data on employees at a target company to understand team structures, reporting lines, and identify key decision-makers.

Field Dictionary

How To Run This Extractor

1

Find the LinkedIn session cookie (`li_at`) from your browser's developer tools.

2

Gather a list of the LinkedIn profile URLs you want to extract.

3

Paste the list of URLs into the 'Profile URLs' field.

4

Paste your LinkedIn session cookie into the corresponding field.

5

Run the tool and wait for the data to be collected.

6

Download the profile data as a CSV, JSON, or Excel file.

Frequently Asked Questions

Why do I need to provide a LinkedIn cookie?
The cookie authenticates your session, allowing the tool to access profile data as if you were logged in. This is necessary to retrieve details that are not available on public, logged-out profiles.
Can I get email addresses or phone numbers?
Is this tool difficult to use?
What format does the data come in?
Is it legal to extract data from LinkedIn?
How many profiles can I extract at once?
Can I use this data for my clients?
How is this different from a browser extension?
Can I schedule this tool to run automatically?
How fresh is the data?