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Linkedin Profile Data Bulk — LinkedIn | Lagic

Built For

Get structured data from a list of LinkedIn profiles for recruiting, lead enrichment, or market research.

Curated by Lagic·Verified working

Configure Agent

An array of profile URLs, usernames, or URNs to scrape (eg: ["", "billgates", "ACoAAAEkwwAB9KEc2TrQgOLEQ-vzRyZeCDyc6DQ"])

Results to deliver

300 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

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

Sample Data Preview

Full name, headline, and professional summary (About section)Current location (city, country, country code)Follower and connection countsProfile URL, picture URL, and background picture URLFull work experience history with titles, companies, dates, and durationsComplete education history with schools, degrees, and fields of study
Sample Text...825960https://...Sample Text...Value...
Sample Text...724664https://...Sample Text...Value...
..................
Exports as:CSVXLSXJSON

Overview

Input a list of LinkedIn profile URLs, usernames, or URNs to extract detailed professional data, including work experience, education, skills, and follower counts, ideal for building talent pipelines or enriching sales leads.

This tool gathers public data from multiple LinkedIn profiles in a single operation. Provide a list of profile URLs, and it returns a structured dataset for each person, saving you from the manual effort of visiting and copying information from each page. ### Who it's for - **Recruiters and Talent Sourcers:** Quickly build a database of potential candidates by extracting their work history, skills, and education. You can vet prospects against job requirements without spending hours on their profiles. - **Sales Development and B2B Marketers:** Enrich your lead lists with professional context. Use the data to personalize outreach, segment your audience based on job titles or company history, and better understand your ideal customer profile. - **Market Researchers:** Analyze career paths, track talent migration between companies, and understand the professional landscape of a specific industry or region by collecting data in bulk. - **Alumni and Development Offices:** Gather up-to-date professional information on graduates to support networking events, fundraising campaigns, and mentorship programs. ### What you get The tool extracts a comprehensive snapshot of each profile. This includes basic information like their full name, headline, location, and number of followers. It details their complete work experience, listing each role with the company, title, dates, and duration. You also get their education history, certifications, listed skills, and languages spoken. This gives you a well-rounded view of a professional's background in a clean, organized format.

Key Capabilities

  • Full name, headline, and professional summary (About section)
  • Current location (city, country, country code)
  • Follower and connection counts
  • Profile URL, picture URL, and background picture URL
  • Full work experience history with titles, companies, dates, and durations
  • Complete education history with schools, degrees, and fields of study
  • List of top skills and creator hashtags
  • Professional certifications with issuer and date
  • Languages spoken and proficiency levels
  • Indicators for 'Open to Work', Premium status, and influencer/creator status
  • Build a Talent Pipeline: Extract data from a list of promising candidates to create a searchable database of talent with specific skills and work experience.
  • Enrich a Sales Lead List: Append current job titles, company information, and professional history to your existing list of leads for more personalized and effective outreach.
  • Conduct Competitor Analysis: Map the talent landscape at competing companies by extracting data on their key employees, team structures, and professional backgrounds.
  • Personalize Recruiting Messages: Craft highly specific outreach messages that reference a candidate's past projects, specific skills, or unique career transitions.
  • Analyze Career Trajectories: For market research, collect data on professionals in a specific industry to analyze common career paths, average tenure, and top employers.
  • Update Alumni Records: University alumni offices can gather current professional data on graduates to maintain an up-to-date directory for networking and fundraising.

Field Dictionary

How To Run This Extractor

1

Gather a list of LinkedIn profile URLs, usernames (e.g., 'billgates'), or URNs.

2

Paste the list of identifiers into the 'Profile URLs or Usernames or URNs' input field.

3

Click the 'Run' button to start the data extraction process.

4

Once the run is complete, preview the data and download it as a CSV, JSON, or Excel file.

Frequently Asked Questions

Do I need any technical skills to use this?
No. All you need is a list of LinkedIn profile URLs, usernames, or URNs to paste into the input field.
What formats can I export the data in?
Is it legal and safe to extract public LinkedIn data?
How many profiles can I process at once?
Can I use this for client work at my agency?
How is this different from a browser extension?
How reliable is the data?
Can I schedule this to run automatically?
Does this extract email addresses or phone numbers?
Can I provide a mixed list of URLs, usernames, and URNs?
What happens if a profile is private or doesn't exist?