LinkedIn Profile Scraper: Name, Role, Posts, No Cookies

LinkedIn Profile Scraper - Paste public LinkedIn profile links and get clean rows: name, headline, companies, schools, followers and the latest post.

What does LinkedIn Profile Scraper do?

Each row has the latest public post (text, date, likes) and a typed list of current companies and past roles or schools, taken from the logged-out profile page, with no cookies and no email guessing.

• Bulk profile links in, one row per profile
• Companies, past roles and schools as typed lists
• Latest public post with date and like count
• Follower count and location
• Clear error instead of guessed data when LinkedIn shows a login wall

Who uses LinkedIn Profile Scraper, and for what

• Recruiters - turn a list of candidate links into a sheet
• Sales teams - check titles and companies before outreach
• Researchers - track what executives posted last
• Agencies - enrich a profile list with followers

Why this LinkedIn Profile Scraper?

Low ones fail because they promise emails they cannot deliver reliably and break when LinkedIn changes. This LinkedIn Profile Scraper checks every run and tells you plainly when a page could not be read, instead of returning empty or wrong rows.

Data you get from LinkedIn Profile Scraper

Every result is one flat row with these fields (values from a real run):

Field	Example
profileUrl	https://www.linkedin.com/in/satyanadella
fullName	Satya Nadella
headline	Chairman and CEO at Microsoft
jobTitles	["Chairman and CEO", "Member Board Of Trustees"]
currentCompanies	[{"company": "Microsoft", "companyUrl": "https://www.linkedi...
pastOrEducation	[{"name": "Starbucks", "url": "https://www.linkedin.com/comp...
location	Redmond, Washington, United States
country	US
followers	12253794
about	As chairman and CEO of Microsoft, I define my mission and th...
imageUrl	https://media.licdn.com/dms/image/v2/C5603AQHHUuOSlRVA1w/pro...
recentPostCount	7
latestPostText	Super to see Volkswagen Group putting Copilot to work across...
latestPostDate	2026-10-23T16:29:08.068Z
latestPostUrl	https://www.linkedin.com/posts/satyanadella_super-to-see-vol...
latestPostLikes	1179
contactSource	null

How to use LinkedIn Profile Scraper

1. Press Start - the form already holds an example that works.
2. Put in your own input (see the fields on the Input tab).
3. Run it once, or put it on an Apify Schedule to get fresh rows every day.
4. Download the results as JSON, CSV or Excel, or send them to Google Sheets, Zapier, Make, the Apify API or an AI agent (Apify MCP server).

Input example

{
  "profileUrls": [
    "https://www.linkedin.com/in/satyanadella",
    "https://www.linkedin.com/in/jeffweiner08"
  ],
  "maxProfiles": 2,
  "useApifyProxy": true
}

Output example (a real run)

[
  {
    "profileUrl": "https://www.linkedin.com/in/satyanadella",
    "fullName": "Satya Nadella",
    "headline": "Chairman and CEO at Microsoft",
    "jobTitles": [
      "Chairman and CEO",
      "Member Board Of Trustees"
    ],
    "currentCompanies": [
      {
        "company": "Microsoft",
        "companyUrl": "https://www.linkedin.com/company/microsoft",
        "location": "Greater Seattle Area",
        "since": "2014-02"
      },
      {
        "company": "University of Chicago",
        "companyUrl": "https://www.linkedin.com/school/uchicago/",
        "location": null,
        "since": 2018
      }
    ],
    "pastOrEducation": [
      {
        "name": "Starbucks",
        "url": "https://www.linkedin.com/company/starbucks",
        "type": "Organization",
        "start": 2017,
        "end": 2024
      },
      {
        "name": "The Business Council U.S.",
        "url": "https://www.linkedin.com/company/the-business-council-us",
        "type": "Organization",
        "start": 2021,
        "end": 2023
      },
      {
        "name": "Fred Hutch",
        "url": "https://www.linkedin.com/company/fredhutch",
        "type": "Organization",
        "start": 2016,
        "end": 2022
      },
      {
        "name": "The University of Chicago Booth School of Business",
        "url": "https://www.linkedin.com/school/universityofchicagoboothschoolofbusiness/",
        "type": "EducationalOrganization",
        "start": 1994,
        "end": 1996
      }
    ],
    "location": "Redmond, Washington, United States",
    "country": "US",
    "followers": 12253794,
    "about": "As chairman and CEO of Microsoft, I define my mission and that of my company as empowering every person and every organization on the planet to achieve more.",
    "imageUrl": "https://media.licdn.com/dms/image/v2/C5603AQHHUuOSlRVA1w/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1579726625398?e=2147483647&v=beta&t=Rr7WT9uBM0byOij0oT_KirejIMVE4HK4r8NGIp0zjdI",
    "recentPostCount": 7,
    "latestPostText": "Super to see Volkswagen Group putting Copilot to work across the company!",
    "latestPostDate": "2026-10-23T16:29:08.068Z",
    "latestPostUrl": "https://www.linkedin.com/posts/satyanadella_super-to-see-volkswagen-group-putting-copilot-activity-7519434747178049536-cvN-",
    "latestPostLikes": 1179,
    "contactSource": null
  }
]

One flat row per result.

How much does LinkedIn Profile Scraper cost?

You pay only per result (pay per event) - no monthly fee, no minimum, and the price per result is lower on Apify's Bronze, Silver and Gold plans. The exact price is on the Pricing tab. Apify's free plan credit is enough to try it on real input.

You want	What you pay for
A quick test with the example	a few results
A daily scheduled run	only the rows that run returns
A big one-off export	the results delivered - set a maximum in the input

Also searched as

• linkedin scraper no cookies
• scrape linkedin profiles
• linkedin profile data
• linkedin profile export

FAQ

Does LinkedIn Profile Scraper need a login, cookies or an API key? No. It reads public pages only.

Can I run LinkedIn Profile Scraper on a schedule? Yes - with Apify Schedules; each run returns fresh rows.

Can I call it from Python, JavaScript or an AI agent? Yes - through the Apify API, the Apify client libraries or the Apify MCP server.

Is it legal? It collects only data anyone can see without logging in. You are responsible for using it within the source site's terms and data protection law (GDPR, CCPA).

Where do the contacts come from? Only from what the business or group published about itself on its public page - never guessed, never looked up elsewhere. contactSource says which: business_field (the platform's own contact field) or bio_text (written in the description; only when you switch on includeBioContacts). You decide whether and how you may contact them under GDPR, CCPA and anti-spam law.

What if the site blocks a request? The run retries from a fresh connection and, if it still cannot read the page, stops with a clear message - never with made-up rows.

Do I need proxies? No setup needed - LinkedIn Profile Scraper uses Apify Proxy by default where the site needs it.

Troubleshooting

• No results: check the input (a public URL or a search term that returns results in a normal browser), then try the example input once.
• Fewer results than expected: raise the maximum in the input; some sites show only a part of their data without logging in, and LinkedIn Profile Scraper never logs in.
• The run stopped with a message: the message says what the site answered; run it again later or with fewer items.

Your feedback

Missing a field, found a bug, or need another site? Open an issue on the Issues tab - issues are answered and fixed. If LinkedIn Profile Scraper saved you time, a short review on this page helps others find it.

Data source: www.linkedin.com

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