LinkedIn Profile Scraper — B2B profile data as clean JSON

Scrape public LinkedIn profiles: headline, current role, company, location, skills and work experience — delivered as structured JSON for B2B lead generation, contact enrichment, recruitment research and AI agents that need professional profile data.

Use this tool when…

• You need to enrich B2B leads with role, company and seniority from LinkedIn.
• You're building a recruitment or talent-sourcing pipeline on public profile data.
• Your AI agent needs professional data — via the Apify MCP server, Claude/GPT/Cursor/n8n can call it with zero glue code.
• You want to qualify prospects before outreach: is this person the decision-maker?

Features

• Core profile extraction: name, headline, current position, company, location, industry, profile URL.
• Skills section (optional): the listed skills for targeting and scoring.
• Work experience (optional): past roles, companies and durations.
• Batch mode: scrape a list of profile URLs in one run.
• Structured JSON output as JSON, CSV or Excel, or via the Apify API.
• AI-agent ready: README and input schema readable by LLMs through MCP.

Use cases

Lead enrichment for outbound sales

Append role, seniority and company data to prospect lists so your outreach lands with the right person.

Recruitment sourcing

Build shortlists of candidates by role, skills and experience from public profiles.

Market and org research

Map who holds which position in target companies, track org changes over time.

ICP analysis

Analyze what your best customers look like professionally to sharpen targeting.

Input

Field	Type	Required	Description	Example
profileUrls	array of strings	yes	LinkedIn profile URLs to scrape	["https://www.linkedin.com/in/janedoe"]
includeSkills	boolean	no	Extract the skills section	true
includeExperience	boolean	no	Extract work experience details	true

{
  "profileUrls": ["https://www.linkedin.com/in/janedoe"],
  "includeSkills": true,
  "includeExperience": true
}

Output

Field	Description
name, headline	Identity and tagline
currentPosition, company	Current role
location, industry	Geography and sector
skills[]	Listed skills (if enabled)
experience[]	Past roles with companies and durations (if enabled)
profileUrl	Source URL

Pricing (pay per event)

Event	Price
profile-scraped	$0.02 per profile

100 profiles = $2.00. No subscription. Platform margin: Apify takes 20%. Tiered Apify plans (Bronze/Silver/Gold) get progressively lower prices.

Agentic payments (x402 / USDC)

This actor supports x402 agentic payments: AI agents without an Apify account can call it and pay per call in USDC on Base — verified live end-to-end.

FAQ

Does it need a LinkedIn account? No — public profile data only, no login.

Can it scrape private profiles? No. Only publicly visible information.

Is it legal? It collects publicly available data. Comply with applicable laws and LinkedIn's Terms of Service.

Does it work with Claude, Cursor, GPT or n8n? Yes, via the Apify MCP server.

More tools from this toolbox

• Google Maps Business Scraper — local businesses with phone and website
• Review Pitch Generator — turn Google reviews into outreach
• Full toolbox: apify.com/travelmonitorlab

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Built and maintained by Adaga solutions — full-stack & AI agents in production, Luxembourg.