LinkedIn Company Profile Scraper & API 🏢

Extract LinkedIn company data at scale — overview, website, industry, company size, headquarters, and specialties — for a single company or thousands. Feed your CRM, enrich leads, research competitors, or give your AI agents live company context. No login required for public profiles.

Pass a company URL or a plain slug (stripe, microsoft) and get back clean, structured JSON. Run it as a one-off batch job, schedule it, or turn it into a real-time API your apps and AI agents can call.

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✨ What you get

• 🏢 Full company firmographics — overview/description, website, industry, company size, headquarters, and specialties
• 🔢 Bulk lookups — pass a whole list of companies in one run
• 🔗 Flexible input — full LinkedIn company URLs or bare slugs/handles
• 🆓 No login for public profiles — start scraping immediately
• 🔐 Cookies for full data — supply a LinkedIn session for the complete logged-in view
• 🤖 Real-time API + MCP — call it live from your code or from AI agents
• 💸 Pay only for results — you're billed per company that actually returns data

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🎯 Use cases

• Sales & lead generation — enrich your CRM and prospect lists with company firmographics (size, industry, HQ, website) for better targeting and routing.
• Recruiting & sourcing — research target employers and build company shortlists.
• Market & competitor research — profile entire segments and track how companies describe themselves.
• AI agents & RAG pipelines — give LLM apps fresh, structured company context on demand via the Apify MCP server.
• Investment & due diligence — pull consistent company snapshots across a portfolio or watchlist.

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📥 Input

Field	Description
companies	List of LinkedIn companies — full URLs (https://www.linkedin.com/company/stripe) or slugs (stripe).
cookies (optional)	LinkedIn session cookies (JSON export) for the full logged-in profile.
proxy	Proxy configuration (recommended for larger or authenticated runs).
timeout	Seconds before a page load gives up.

{
  "companies": ["stripe", "https://www.linkedin.com/company/microsoft"]
}

📤 Output

One record per company:

{
  "company_url": "https://www.linkedin.com/company/stripe/",
  "overview": "Stripe is a financial infrastructure platform for businesses...",
  "website": "https://stripe.com",
  "industry": "Financial Services",
  "size": "5,001-10,000 employees",
  "headquarters": "South San Francisco, CA",
  "specialties": "online payments, APIs, fraud prevention, billing"
}

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🤖 Use it as a real-time API / AI agent tool

Enable Standby mode and the Actor stays warm, answering HTTP requests instantly — perfect for AI agents, RAG pipelines, and apps that need company data on demand:

curl "https://<your-standby-url>/?company=stripe"
# or several at once:
curl "https://<your-standby-url>/?companies=stripe,microsoft"

Returns { "count": N, "items": [ ... ] }. AI agents can discover and call this Actor as a tool through the Apify MCP server (Claude, Cursor, Windsurf, and any MCP client).

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💸 Pricing

This Actor uses pay-per-event pricing: you're billed per company that returns data (company-result). Companies that come back empty aren't charged. You also pay Apify's standard platform usage for the run.

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❓ FAQ

Do I need a LinkedIn account or cookies? No — public company profiles work with no login. LinkedIn renders company pages with JavaScript behind a sign-in prompt, so the public path uses a real browser and returns the limited public view. For the complete, reliable dataset, provide LinkedIn cookies.

Can I scrape many companies at once? Yes. Pass as many companies as you like in the companies list; each is returned as its own record.

What input formats are accepted? Full company URLs (https://www.linkedin.com/company/<slug>) or just the slug (<slug>).

Can my AI agent call this automatically? Yes — run it in Standby mode and connect via the Apify MCP server. Agents get a typed, live company-lookup tool.

Is scraping LinkedIn legal? You are responsible for how you use scraped data. Scrape only publicly available information and comply with LinkedIn's terms and applicable laws (e.g., GDPR) in your jurisdiction.

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🔧 Tips

• Use the Apify Proxy (especially residential) for larger runs to reduce blocking.
• For the fullest data, run with cookies.
• Combine with the LinkedIn Jobs Scraper to pair open roles with company firmographics.