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HomeBlogLinkedIn Scraper: Extract Profile & Company Data in 2026
March 13, 2026

LinkedIn Scraper: Extract Profile & Company Data in 2026

LinkedIn is the richest source of professional data on the internet. But scraping it is hard — aggressive rate limiting, login walls, frequent layout changes. A purpose-built LinkedIn scraper API handles all of that for you, returning structured profile, company, and job data you can use immediately.

What data can you scrape from LinkedIn?

LinkedIn's public pages contain detailed professional data across four main content types. Scrapernode supports all four with dedicated scrapers.

Data typeKey fieldsUse cases
Profilesname, headline, location, experience, education, skills, connectionsSales prospecting, recruiting, market research
Companiesname, description, industry, size, website, headquartersAccount research, competitive intel, ICP mapping
Jobstitle, company, location, description, salary, posted dateJob market analysis, recruiting sourcing
Postscontent, author, likes, comments, shares, timestampSocial listening, engagement tracking

How to scrape LinkedIn profiles with Scrapernode

Scrapernode's LinkedIn Profile Scraper takes URLs as input and returns structured JSON — no parsing required. It handles login walls, rate limits, and anti-bot detection automatically.

  1. 1Go to the LinkedIn Profile Scraper at scrapernode.com/linkedin/scrapers/profiles
  2. 2Paste LinkedIn profile URLs — one per line, or upload a CSV
  3. 3Choose Fresh Scrape (real-time) or Quick Lookup (pre-collected, instant)
  4. 4Click Start — jobs typically complete in under 60 seconds
  5. 5Download results as JSON or CSV, or pipe them to your app via webhook

Using the API directly

# Create a LinkedIn profile scraping job
curl -X POST https://actions.scrapernode.com/api/jobs/create \
  -H "Authorization: Bearer sn_your_api_key" \
  -H "Content-Type: application/json" \
  -d '{
    "scraperId": "linkedin-profiles",
    "inputs": [
      {"url": "https://www.linkedin.com/in/satya-nadella"},
      {"url": "https://www.linkedin.com/in/reid-hoffman"}
    ]
  }'

# Response: { "jobId": "job_abc123", "status": "processing" }

# Fetch results when complete
curl https://actions.scrapernode.com/api/jobs/job_abc123/results \
  -H "Authorization: Bearer sn_your_api_key"

LinkedIn profile fields returned

FieldTypeDescription
namestringFull display name
headlinestringProfessional headline
locationstringCity, region, country
currentCompanystringCurrent employer name
experiencearrayWork history with title, company, dates
educationarrayEducation entries with school, degree, dates
skillsarraySkills with endorsement counts
connectionsnumberConnection count
profileImagestringProfile photo URL
aboutstringAbout/summary section

LinkedIn scraping use cases

The most common workflows we see: sales teams building prospect lists enriched with verified professional data; recruiting teams sourcing passive candidates by industry, title, and location; market researchers mapping the talent composition of competitor companies; and growth teams identifying potential partners or customers at target accounts.

Frequently asked questions

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