🏢 LinkedIn Company Scraper — No Login, No Cookies

Scrape public LinkedIn company data (firmographics) — no login, no cookies, no API key, zero account-ban risk.

Drop in a list of companies → get back a clean, structured firmographics dataset.
industry · exact headcount · size band · followers · HQ · specialties · website · logo · recent posts

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😣 The problem with every other LinkedIn scraper

Most LinkedIn scrapers ask you to paste your session cookie (li_at) or log in with your account. The moment you scrape at any real volume, LinkedIn flags that session and bans the account — often within 3–7 days. You lose your network, your history, and your tool breaks the next time LinkedIn rotates its tokens.

😎 How this one is different

This actor reads only the public company page LinkedIn already serves to logged-out visitors. No login. No cookie. No account in the loop — so there is nothing to flag and nothing to ban. It's pure HTTP (no slow headless browser), so it's fast, cheap, and doesn't break every other week.

You keep your LinkedIn account. You keep your data. You only pay for results you actually get.

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⚖️ This actor vs. cookie / login scrapers

	🏢 LinkedIn Company Scraper	🍪 Cookie / login scrapers
LinkedIn login required	❌ Never	✅ Yes
Session cookie (li_at) required	❌ Never	✅ Yes
Risk of an account getting banned	🟢 Zero	🔴 High (3–7 days)
Breaks when LinkedIn rotates tokens	🟢 No	🔴 Constantly
Engine	⚡ Pure HTTP	🐢 Headless browser
Input flexibility	URL · slug · name	URL only
Recent company posts included	✅ Yes	⚠️ Rarely
Setup before first run	🟢 None	🔴 Cookie export, proxies
Billing	✅ Pay per result	varies

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👀 See the output before you spend a cent

A single run on ["google", "stripe", "apify"] returns rows like this:

{
  "name": "Google",
  "industry": "Software Development",
  "employeeCount": 303613,
  "companySizeRange": "10,001+ employees",
  "followerCount": 41759491,
  "founded": null,
  "specialties": ["search", "ads", "machine learning", "cloud", "artificial intelligence"],
  "headquarters": "Mountain View, CA",
  "address": { "street": "1600 Amphitheatre Parkway", "city": "Mountain View", "region": "CA", "postalCode": "94043", "country": "US" },
  "website": "https://goo.gle/3DLEokh",
  "logoUrl": "https://media.licdn.com/dms/image/.../google_logo",
  "companyId": "1441",
  "companySlug": "google",
  "linkedinUrl": "https://www.linkedin.com/company/google",
  "recentPosts": [{ "text": "For this year's Google I/O…", "url": "https://www.linkedin.com/posts/google_…", "datePublished": "2026-06-02T21:42:08Z" }],
  "scrapedAt": "2026-06-03T10:00:00.000Z"
}

Real fields from a real run — nothing mocked.

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🚀 Get your first dataset in 30 seconds

1. Open the Input tab.
2. Paste companies into Companies — any mix works:
   • Full URL → https://www.linkedin.com/company/stripe/
   • Slug → stripe
   • Name → Stripe (auto-slugified; use the exact URL/slug when you need guaranteed precision)
3. Hit Start. Watch rows stream into your dataset, then export to JSON / CSV / Excel / HTML or pull from the API.

No browser extension. No proxy setup. No scraping your own account. It just runs.

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📦 Every field you get

Field	Type	Example
name	string	"Google"
description	string	"A problem isn't truly solved until…"
industry	string	"Software Development"
employeeCount	number	303613
companySizeRange	string	"10,001+ employees"
followerCount	number	41759491
founded	string	"2010"
specialties	string[]	["search","ads","cloud",…]
headquarters	string	"Mountain View, CA"
address	object	{ street, city, region, postalCode, country }
website	string	"https://goo.gle/3DLEokh"
logoUrl	string	"https://media.licdn.com/…"
companyId	string	"1441"
companySlug	string	"google"
linkedinUrl	string	"https://www.linkedin.com/company/google"
recentPosts	array	[{ text, url, datePublished }]
scrapedAt	string	ISO timestamp

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💰 What teams use it for (and the ROI)

• 🎯 Sales & ABM enrichment — turn a target-account list into firmographics (size, industry, HQ, headcount) for lead scoring and territory planning. One run can replace hours of manual LinkedIn lookups.
• 🧭 Market & competitor mapping — profile every company in a category and compare headcount, growth signals, and specialties side by side.
• 🗂️ CRM hygiene — refresh stale records in HubSpot / Salesforce / Pipedrive with current employee counts and follower numbers on a schedule.
• 📈 Investment & M&A scouting — build watchlists of companies in a vertical with structured, comparable data instead of screenshots.
• 🤝 Recruiting intelligence — size up target employers, track their growth, prioritise outreach.
• 🧱 Data products & AI — assemble a clean company-firmographics corpus for your own app, model, or RAG pipeline.

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🛡️ Built to be reliable

• Pure-HTTP engine with automatic session rotation and smart retries — when LinkedIn throttles a session, the actor quietly retries on a fresh one instead of failing your row.
• Apify Proxy built in. The default (datacenter / automatic) is the cheapest and works for most lists; switch to RESIDENTIAL for very large runs.
• Graceful failures — a wrong slug or removed page returns a clear error field instead of crashing the whole run, so a 5,000-company job always finishes.

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⚙️ Input options

Option	Default	What it does
companies	–	Required. Array of company URLs, slugs, or names.
includeRecentPosts	true	Capture the company's most recent public posts.
maxConcurrency	8	How many companies to fetch in parallel.
proxyConfiguration	Apify Proxy (auto)	Proxy routing. RESIDENTIAL recommended for huge lists.

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❓ FAQ

Does this LinkedIn company scraper need a login or cookie?

No — and that's the whole point. It only reads the public company page LinkedIn serves to logged-out visitors. No login, no li_at session cookie, no API key. Your account is never used, so it can't be flagged, throttled, or banned.

Is scraping LinkedIn company data legal?

It collects only publicly visible company information — the same data anyone sees without logging in. The hiQ Labs v. LinkedIn line of cases supports access to public data in the US. You're responsible for using the output in line with LinkedIn's terms and applicable laws (GDPR/CCPA) in your region. This tool does not collect private or login-gated data.

How do I export LinkedIn company data to CSV or Excel?

Every run streams into an Apify dataset you can export to CSV, JSON, Excel, HTML or XML, or pull live via the API and webhooks. No copy-paste, no manual cleanup.

How many companies can I scrape per run?

As many as you want — feed a list of any size and results stream straight into your dataset. You only pay per result, so a 5,000-company job is predictable and finishes cleanly.

Can I get the full employee list of a company?

LinkedIn hides the employee directory from logged-out visitors (that's the part that requires a risky logged-in session), so it's intentionally out of scope. This actor focuses on the rich, public company-level firmographics — the data that's both valuable and safe to collect. For people data, pair it with the LinkedIn Profile Scraper.

A company came back with an error field — why?

The slug was wrong, the page is private/removed, or it was throttled after all retries. Re-run those items, ideally with RESIDENTIAL proxy.

Is this a LinkedIn company API alternative?

Yes — it's a no-login LinkedIn company data extraction tool that works without an official API key. You feed company URLs, slugs, or names and get structured firmographics back, no LinkedIn API access or app review needed.

How do I export LinkedIn company firmographics to CSV or JSON?

Every run streams into an Apify dataset, so you can export LinkedIn company data to CSV, JSON, Excel, HTML, or XML in one click — or pull it live via API and webhooks. It's a clean LinkedIn firmographics export with no manual cleanup.

Can I scrape LinkedIn companies without login or cookies?

Yes — this is a LinkedIn company scraper without login. It reads only the public company page LinkedIn serves to logged-out visitors, so there's no li_at cookie, no account in the loop, and no ban risk.

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👤 Need people data too? Pair this with the LinkedIn Profile Scraper — every recentPosts author and company link flows straight into it.

📝 Changelog

2026-06-07

• Docs: added coverage for LinkedIn company API alternative, exporting firmographics to CSV/JSON, and scraping companies without login or cookies.

2026-06-05

• 🛡️ Reliability fix: results are no longer dropped by strict output validation — runs now complete cleanly even at high volume (thousands of results).
• ⚡ Stability & performance hardening; fresh rebuild.

2026-06-04

• Verified live & refreshed build — reliability/maintenance pass.