LinkedIn Company & Profile Scraper

Give it LinkedIn company pages or public profiles, get structured JSON back — without logging in. No LinkedIn account, no cookies, no session to get restricted. Pass full links (https://www.linkedin.com/company/stripe/, https://www.linkedin.com/in/williamhgates) or just the name from the link.

You are charged only for results that actually came back. A company page that does not exist, or a profile that is not visible to logged-out visitors, produces an explanatory row and costs nothing.

Input	Company page links or names, public profile links or names, or a CSV / Google Sheet of them
Output	One row per company (industry, size, HQ, website, followers, employees on LinkedIn, optional latest job openings) and one row per public profile (name, headline, titles, current companies, location, education, past organizations, followers)
Price	$0.004 per company · $0.004 per profile — the same on every Apify plan
Login	None. Only pages LinkedIn shows to logged-out visitors are read

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What you get

Companies

Real output for stripe with includeJobs (lists shortened with "…"):

{
  "itemType": "company",
  "companyId": "2135371",
  "slug": "stripe",
  "url": "https://www.linkedin.com/company/stripe/",
  "name": "Stripe",
  "tagline": "Help increase the GDP of the internet.",
  "website": "https://stripe.com",
  "industry": "Technology, Information and Internet",
  "companySize": "5,001-10,000 employees",
  "employeesOnLinkedIn": 16694,
  "followers": 1773257,
  "headquarters": "South San Francisco, California",
  "companyType": "Privately Held",
  "founded": 2010,
  "latestJobsWindow": "last 30 days",
  "latestJobs": [
    {
      "jobId": "4472085577",
      "title": "Product Marketing Manager, Revenue suite",
      "company": "Stripe",
      "location": "San Francisco, CA",
      "postedAt": "2026-10-17",
      "url": "https://www.linkedin.com/jobs/view/4472085577/"
    },
    {
      "jobId": "4472088479",
      "title": "Product Marketing Manager, Revenue suite",
      "company": "Stripe",
      "location": "Seattle, WA",
      "postedAt": "2026-10-17",
      "url": "https://www.linkedin.com/jobs/view/4472088479/"
    },
    "…"
  ]
}

• companySize is LinkedIn's own size bracket; employeesOnLinkedIn is the number of people who list the company on their profile — the two are different numbers on purpose, and both are useful.
• companyId is LinkedIn's numeric ID. Store it: slugs change when companies rename, IDs do not.
• A company whose slug changed is followed to its new page; two inputs that land on the same company are delivered and charged once.

Latest job openings (optional, includeJobs)

Tick includeJobs and each company row also carries latestJobs — the company's newest open roles on LinkedIn (up to about 10, newest first): title, location, postedAt, url. Roles posted in the last 30 days are asked for first; if there are none, the newest from any time are returned, and latestJobsWindow says which. It answers "is this company hiring right now, and for what" — a common trigger for sales outreach. It is a sample of recent postings, not a count of all open jobs. Included in the per-company price.

Profiles

Real output for reidhoffman (lists and long descriptions shortened with "…"):

{
  "itemType": "profile",
  "slug": "reidhoffman",
  "url": "https://www.linkedin.com/in/reidhoffman",
  "name": "Reid Hoffman",
  "headline": "Co-Founder, LinkedIn, Manas AI & Inflection AI. Founding Team, PayPal. Author of Superagency. Podcaster of Possible and Masters of Scale.",
  "jobTitles": [
    "Co-Founder, Executive Board Chair",
    "Co-Founder, Board Member",
    "Partner",
    "…"
  ],
  "location": "United States",
  "countryCode": "US",
  "followers": 2796886,
  "connections": "500+",
  "currentCompanies": [
    {
      "name": "Manas AI",
      "url": "https://www.linkedin.com/company/manas-ai",
      "title": "Co-Founder, Executive Board Chair",
      "description": "Manas AI leverages proprietary AI, generative computational chemistry, and best …",
      "startDate": "2025-01",
      "endDate": null
    },
    {
      "name": "Inflection AI",
      "url": "https://www.linkedin.com/company/inflectionai",
      "title": "Co-Founder, Board Member",
      "description": "Inflection AI is a public benefit corporation leveraging our world-class large l…",
      "startDate": "2022-03",
      "endDate": null
    },
    "…"
  ],
  "education": [
    {
      "name": "Università degli Studi di Perugia",
      "url": "https://it.linkedin.com/school/universit-degli-studi-di-perugia/",
      "title": null,
      "description": null,
      "startDate": "2024-05",
      "endDate": "2024-05"
    },
    {
      "name": "University of Oulu",
      "url": "https://fi.linkedin.com/school/university-of-oulu/",
      "title": null,
      "description": "The University of Oulu is an international science university which creates new knowledge, well-being and innovations for the future through research and education. The University of Oulu, founded in 1958, is one of the biggest and most multidisciplinary universities in Finland.",
      "startDate": "2020",
      "endDate": "2020"
    },
    "…"
  ]
}

Fields come from the structured data LinkedIn publishes on public profile pages. Education and past organizations are kept apart (LinkedIn lists them together); fields LinkedIn does not show to logged-out visitors are null or empty, never guessed.

---

Input

{
  "companyUrls": ["https://www.linkedin.com/company/stripe/", "duolingo"],
  "includeJobs": true,
  "profileUrls": ["https://www.linkedin.com/in/williamhgates"],
  "listUrl": "https://docs.google.com/spreadsheets/d/…/edit",
  "maxConcurrency": 2,
  "maxItems": 0
}

Option	Notes
companyUrls	Company page links (also /showcase/ and /school/ pages, regional subdomains) or names
includeJobs	Also return each company's latest open jobs. Off by default; no extra charge
profileUrls	Public profile links (regional subdomains work) or names
listUrl	A public .csv / .txt, or a Google Sheet shared as "Anyone with the link". LinkedIn links are read from any column; other cells are ignored
maxConcurrency	Pages fetched at the same time, 1–5 (default 2)
maxItems	Hard ceiling on rows for the run

Long lists are a normal run: every row carries inputOrder so results map back to your sheet; pages LinkedIn does not serve on the first pass are retried slowly at the end instead of being written off; a resurrected run skips everything already delivered — never fetched or charged twice.

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Pricing

$0.004 per company and $0.004 per profile, on every Apify plan — Free, Bronze, Silver, Gold, Platinum, Diamond. Check the Pricing tab: all six columns are identical.

Event	Price	What it covers
company-scraped	$0.004	One company page read and returned — with its latest job openings if you asked for them.
profile-scraped	$0.004	One public profile read and returned.

What you are not charged for

	What happens here
Companies that do not exist	One row with chargedForThis: false and the reason.
Profiles that are not public	LinkedIn does not show them to logged-out visitors; one explanatory row, not billed.
Duplicates	Two inputs that resolve to the same company or person are delivered and charged once.
The free plan	Same code path, same fields, same price. No demo mode, no row cap.

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What this Actor cannot do

• No search. People search, company search and Sales Navigator need a logged-in account; this Actor never logs in. You bring the links.
• No employee lists, no connections, no followers lists. Same reason.
• No emails or phone numbers. LinkedIn does not publish them on profiles, and this Actor does not guess or "enrich" them.
• No non-public profiles. Members can hide their profile from logged-out visitors; those come back as not found and are not charged.
• Only what a logged-out visitor sees. Some profile sections (full experience descriptions, skills, recommendations) are shown to signed-in members only and are not returned.

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Responsible use

Profiles contain personal data. You are responsible for having a lawful basis for collecting and using it (for example under the GDPR or the CCPA), for honoring deletion and objection requests, and for complying with LinkedIn's terms as they apply to you. Do not use this Actor to build profiles of people for harassment, discrimination or unsolicited bulk messaging.

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How it stays working

Pages are fetched exactly as a logged-out browser would fetch them, and fields are read from the structured data LinkedIn publishes on public pages. There is no account in the path, so there is nothing to get restricted. The Actor paces itself, and if LinkedIn starts pushing back on one network exit it switches to another for a while and retries pages it was not served, slowly, at the end of the run. Every run's SUMMARY records how many pages each exit served, so problems are visible rather than guessed at.

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Integrating

curl -X POST "https://api.apify.com/v2/acts/nick.cheng~linkedin-company-profile-scraper/run-sync-get-dataset-items?token=<TOKEN>" \
  -H 'Content-Type: application/json' \
  -d '{"companyUrls":["stripe","duolingo"],"includeJobs":true}'

Official clients exist for JavaScript and Python; results export as JSON, CSV or Excel; and the Actor is available as a tool to AI agents through Apify's MCP server.