LinkedIn Profile Scraper — No Cookies

LinkedIn Profile Scraper — No Cookies turns LinkedIn profile URLs into clean rows: name, headline, current title and company, location, about, followers, connections, the full experience history with dates, education, certifications, volunteering, publications, skills, recommendations, website and, if you want, the person's latest posts and articles.

$0.002 per profile. No login, no cookies, no LinkedIn account to get restricted, no start fee. Profiles that do not exist or are private are free.

Tested head-to-head — 26 September 2026

Same five public profiles for every Actor, run through the four most-used LinkedIn profile Actors on the Apify Store from an ordinary account.

	This Actor	The four others
Profiles returned (5 asked)	5	5, 5, 1 — and one would not start without full access to your Apify account
Price per 1,000 profiles	$2	$4–$10
Certifications, volunteering, publications, skills and recommendations	Yes, whatever the public profile shows	All of them at 1 of the 3 that ran
No LinkedIn login or cookies	Yes	Yes

What is LinkedIn Profile Scraper?

A people-enrichment tool for recruiting, sales and research. It reads the public profile page — the version LinkedIn shows search engines and logged-out visitors — and returns it as structured data. Nothing is logged in, so there is no session cookie to paste and no account at risk. Paste one URL or a hundred thousand; call it from the console, the API, a spreadsheet, n8n, Make, Zapier or an AI agent.

What is in every row

Field	Meaning
fullName, firstName, lastName, headline	Identity as shown on the profile
title, company, companyLinkedinUrl, currentPositions	Current role(s) with the company page
location, country, about, website	Location, about text, website from the profile
followers, connections, badges	Follower count, "500+" connections, Creator / Top Voice
experience	Every position: title, company, company URL, start, end, current flag, duration, description
education	Schools with start and end years
certifications, volunteering, publications, honorsAndAwards, organizations	Every such section the public profile shows — names, issuers or organizations, dates, links, descriptions
skills, recommendations	Listed skills, and recommendations received (who wrote it, their profile, the text)
latestPosts, articles	With Add the latest posts and articles on: 5–9 recent posts (text, date, likes, link) and up to 10 articles

How much does it cost?

$0.002 per profile — one row, one charge.

• Profiles that do not exist, are private or are refused after retries: $0.
• Experience, education, certifications, volunteering, publications, skills, recommendations, posts and articles: included.

Bulk export: what 50,000 rows actually cost

This Actor is built for bulk jobs — paste a whole candidate or lead list into one run, or refresh records on a schedule. There is no fee per run, no fee per page and no proxy charge: you pay for the profile rows you keep, and error rows are free.

Job	This Actor	Most-used Actor in this category
50,000 profiles across 100 runs	$100	$200

Checked on the Apify Store on 23 September 2026 against the Actor with the most monthly users in this category ($0.004 per profile). Some Actors here ask less per row — this table compares against the one buyers actually use most.

How to use it in three steps

1. Paste LinkedIn profile URLs or slugs into 👤 Profiles — https://www.linkedin.com/in/satyanadella or satyanadella — or link a Google Sheet.
2. Turn on 📰 Add the latest posts and articles if you want recent activity in the row.
3. Press Start, then download JSON, CSV or Excel — or call it from the API, n8n, Make, Zapier or an AI agent.

⬇️ Input

{
  "profileUrls": ["https://www.linkedin.com/in/satyanadella", "jeffweiner08", "justinwelsh"],
  "includePosts": false
}

⬆️ Output

{
  "type": "profile",
  "fullName": "Satya Nadella",
  "firstName": "Satya",
  "lastName": "Nadella",
  "headline": "Chairman and CEO at Microsoft",
  "title": "Chairman and CEO",
  "company": "Microsoft",
  "companyLinkedinUrl": "https://www.linkedin.com/company/microsoft",
  "location": "Redmond, Washington, United States",
  "followers": 12182595,
  "connections": "500+",
  "badges": "Creator, Top Voice",
  "experience": [
    { "title": "Chairman and CEO", "company": "Microsoft", "startDate": "Feb 2014", "endDate": null, "current": true, "duration": "12 years 8 months" },
    { "title": "Board Member", "company": "Starbucks", "startDate": "2017", "endDate": "2024", "current": false, "duration": "7 years" }
  ],
  "education": [{ "school": "The University of Chicago Booth School of Business", "startDate": "1994", "endDate": "1996" }],
  "linkedinUrl": "https://www.linkedin.com/in/satyanadella",
  "scrapedAt": "2026-09-23T12:04:11.004Z"
}

Use cases

Recruiting

Current role, tenure and the full career path for every candidate on a shortlist — no seat licence, no account ban risk.

Sales enrichment

Title and company for every contact in a CRM, refreshed on a schedule so job changes show up. Pair with our LinkedIn Email Finder for the work address.

Research and influencer analysis

Followers, Creator badges and recent posts with likes for a list of voices in your market.

AI agents

Through the Apify MCP server an agent can ask "what is this person's current role and background?" and get a row back.

Integrations

Every run is available through the Apify API, and the Actor works out of the box with n8n, Make, Zapier, Google Sheets, LangChain and the Apify MCP server.

FAQ

Do I need cookies or a LinkedIn account? No. That is the point of this Actor: it reads public profiles only, so nothing can be restricted.

Why are some fields empty? LinkedIn hides parts of some profiles from logged-out visitors. The Actor delivers what the public profile shows and never invents the rest.

Does it return e-mails or phone numbers? No — public profiles do not show them. For a work e-mail, use LinkedIn Email Finder.

Is this legal? The Actor reads profiles that people have made public. The rows are personal data: under GDPR, CCPA and similar laws you need a lawful basis to process them, must respect opt-outs, and must follow LinkedIn's terms. Use it for legitimate business purposes only.