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LinkedIn Company Employees Scraper — No Login or Cookie

Find a company's employees / people on LinkedIn — names, job titles, headlines, profile URLs — filterable by position (CEO, CTO, recruiter, sales…). Run it two ways, your choice, same output schema either way:

Every row carries source, confidence, and profileDepth fields so you always know which mode produced it. CSV / JSON / Excel out.

Why use this scraper?

• ✅ Works with no login — the no-cookie mode finds employees from the public web index, so you can start instantly with zero risk
• ✅ Or go authoritative — add a cookie for the full company roster + richer per-person data
• ✅ One unified schema — both modes emit the same row shape; source/confidence flag the data quality
• ✅ Filter by position — pass cto, ceo, recruiter, sales, etc. to target the roles you care about
• ✅ Honest confidence — no-cookie rows are clearly marked unverified, so you never mistake a loose match for a confirmed employee
• ✅ Any export — JSON, CSV, Excel

How it works

No-cookie mode (default): for each company + target title, it searches the public web index for matching LinkedIn profiles and parses the results into employee rows — no LinkedIn login involved.

Cookie mode: paste your li_at + JSESSIONID and it resolves the company, then pages its People tab via LinkedIn's internal API for the authoritative roster (and contact info where visible). Both stream the same row shape to your dataset.

Supported input

How to use

1. Install a cookie-export extension — Cookie-Editor or EditThisCookie.
2. Log into your LinkedIn account, open the extension, and export your cookies.
3. Paste them into the Cookies input. The minimum required cookies are li_at and JSESSIONID — it will not run without both:

   [
   "li_at=YOUR_LI_AT_VALUE",
   "JSESSIONID=\"ajax:YOUR_JSESSIONID_VALUE\""
   ]

   ⚠️ Enter fresh cookies before each run — li_at expires. Use a dedicated/secondary LinkedIn account; scraping carries a risk of account restriction.

4. Add the company URL(s) to scrape, optionally a positions filter, set maxItems, and run.

Example input

{
"startUrls":[
{"url":"https://www.linkedin.com/company/revolut/people/?keywords=Spain"}
],
"positions":["cto","recruiter"],
"maxItems":100,
"cookies":["li_at=...","JSESSIONID=\"ajax:...\""],
"proxy":{"useApifyProxy":true,"apifyProxyGroups":["RESIDENTIAL"]}
}

Output

One row per employee:

{
 "firstName": "Andreas",
 "lastName": "Harangen",
 "name": "Andreas Harangen",
 "jobTitle": "Account Manager",
 "location": "Oslo",
 "profileUrl": "https://www.linkedin.com/in/andreas-harangen-b48231218",
 "connectionDegree": "3rd+",
 "image": "https://media.licdn.com/dms/image/.../profile-displayphoto...",
 "insights": ["Lead Generation", "Customer Service", "Public Speaking"],
 "companyName": "talkmore-holding-as",
 "companyId": "128635",
 // contact_info is populated only when the person's details are visible to YOUR account:
 "contact_info": {
 "email": "andreas@example.com",
 "phone": "N/A",
 "websites": ["https://…"],
 "twitter": "…"
 }
}

FAQ

Why are some email / phone fields N/A?

LinkedIn only exposes a person's contact details to accounts that are allowed to see them — typically your 1st-degree connections, or people who made their contact info public. For employees outside your network, those fields come back N/A. This actor returns everything LinkedIn shows your logged-in account — so the richer your network, the more contact data you get. It cannot reveal contact info LinkedIn hides.

Do I need a LinkedIn account?

Yes. This is an authenticated scraper — it runs as you (via your li_at cookie), which is what unlocks per-employee skills and contact details. Use a secondary account and fresh cookies.

How many employees can I get?

Up to LinkedIn's own paging limits for a company's People tab. Use the positions filter or /people/?keywords=… to narrow large companies.

Can I filter by role?

Yes — add positions (e.g. cto, recruiter) in the input, or use a /people/?keywords=… URL.

What if my cookie is expired?

The run will fail to authenticate. Re-export fresh cookies and run again (this is why the actor self-alerts on failures).

Related LinkedIn scrapers

Part of a cookie-free / authenticated LinkedIn suite:

• LinkedIn Posts Scraper (No Cookies) — posts + engagement score, no login
• LinkedIn Company About Scraper — company details from About pages
• LinkedIn Search Jobs Scraper (No Cookies) — job listings, no login
• LinkedIn Profile Scraper — detailed user profiles
• LinkedIn Groups Search Scraper — find LinkedIn groups

Support

• Issues / feature requests: the Issues tab of this actor.
• Custom work, bulk datasets, or a no-Apify-fee API: muhamed.didovic@gmail.com · all actors at apify.com/memo23.

⚠️ Disclaimer

This Actor is an independent tool and is not affiliated with, endorsed by, or sponsored by LinkedIn Corporation or Microsoft Corporation. All trademarks are the property of their respective owners.

You provide your own LinkedIn authentication and are responsible for ensuring your use complies with LinkedIn's User Agreement, applicable data-protection law (GDPR, CCPA, etc.), and your own organization's policies. Scraping with a logged-in account may breach LinkedIn's terms and carries a risk of account restriction — use a dedicated account and scrape responsibly. Only collect and process personal data (including contact details) where you have a lawful basis to do so.

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