LAGIC
Lead Audience Growth Intelligence Computing
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Profile Full Sections Scraper for LinkedIn + EMAIL | No Cookies — LinkedIn | Lagic

Built For

Get complete public LinkedIn profiles, including work history, skills, and contact info, for any list of people.

Curated by Lagic·Verified working

Configure Agent

LinkedIn profile usernames or URLs for batch processing (e.g., 'neal-mohan' from linkedin.com/in/neal-mohan). Use this for processing multiple profiles at once.

Whether to include email address in the profile data extraction if available

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 name, headline, location, and the 'About' summaryProfile and background picture URLsConnection and follower countsOptional email address if foundComplete work experience history with titles, companies, dates, and descriptionsFull education history including degrees, schools, and dates
Sample Text...https://...34contact@...Sample Text...2026-04-05
Sample Text...https://...559contact@...Sample Text...2026-04-05
..................
Exports as:CSVXLSXJSON

Overview

Extract full public data from multiple LinkedIn profiles at once. Get work experience, education, skills, certifications, and optionally, an email address for recruiting, lead enrichment, and market research.

This tool extracts comprehensive, publicly available data from a list of LinkedIn profiles. Unlike many other tools, it does not require you to connect your own LinkedIn account or use your browser cookies, which makes it a more reliable option for gathering data at scale without putting your personal account at risk. It's designed for recruiters, sales teams, and market researchers who need structured data about professionals' backgrounds. By providing a list of LinkedIn profile URLs or usernames, you get back a detailed breakdown of each person's career, ready for analysis, import into a CRM, or use in outreach campaigns. ### What You Get * **Core Identity:** Full name, current headline, location, 'About' summary, and profile picture URL. * **Professional History:** A detailed list of every work experience entry, including the company, title, dates of employment, and the original description. * **Education & Credentials:** A full list of educational institutions, degrees, and dates, plus any certifications, honors, or languages listed on the profile. * **Skills & Social Proof:** A complete list of skills with their corresponding endorsement counts, along with the full text of recommendations both given and received. * **Contact Information:** An optional feature allows you to search for a publicly available email address for the profile.

Key Capabilities

  • ✓ Full name, headline, location, and the 'About' summary
  • ✓ Profile and background picture URLs
  • ✓ Connection and follower counts
  • ✓ Optional email address if found
  • ✓ Complete work experience history with titles, companies, dates, and descriptions
  • ✓ Full education history including degrees, schools, and dates
  • ✓ A list of all skills with their endorsement counts
  • ✓ A list of certifications, honors, and spoken languages
  • ✓ Full text of all recommendations received and given
  • ✓ Details on featured content sections on the profile
  • ✓ Build a Candidate Pipeline: Scrape profiles of professionals with specific skills and experience to create a targeted list of potential candidates for open roles.
  • ✓ Enrich Lead Lists: Take a list of prospect names or profile URLs and add deep professional context, including work history and skills, to personalize your sales outreach.
  • ✓ Conduct Market Research: Analyze the career paths, educational backgrounds, and skill sets of employees at competitor companies or within a specific industry.
  • ✓ Map a Talent Landscape: Understand the key players and common career trajectories in a particular field or geographic region for strategic planning.
  • ✓ Perform Due Diligence: Gather detailed background information on the leadership teams of potential business partners, investments, or key hires.
  • ✓ Analyze Industry Influencers: Track the professional presentation, skills, and career history of thought leaders to identify collaboration or learning opportunities.

Field Dictionary

How To Run This Extractor

1

Create a list of LinkedIn profile URLs or just the unique usernames (e.g., 'bill-gates').

2

Paste the list into the 'Multiple Profile Usernames or URLs' input field.

3

Check the 'Search for Email' box if you want to find contact information.

4

Run the tool to begin the extraction process.

5

Once complete, download the full profile data as a spreadsheet or JSON file.

Frequently Asked Questions

How technical do I need to be?
No technical skill is required. You just need to provide a list of LinkedIn profile URLs or usernames.
What formats can I export the data in?
Is it legal to scrape public LinkedIn profiles?
How many profiles can I scrape at once?
Can I use this for client work at my agency?
What makes this different from a browser extension?
How reliable is the data?
Can I schedule this to run automatically?
How up-to-date is the information?
How does the pricing work?
Does the email search always find an email?
Why is it important that this tool is 'cookieless'?