LinkedIn Profile Scraper · Fresh · No Cookies

Scrape fresh LinkedIn profile data from one or many profile URLs and export structured JSON, CSV, or Excel. Get identity, headline, job, company, experience, education, skills, location, and other public profile fields without LinkedIn login credentials or cookies.

Cookieless · Fresh data · No LinkedIn login or account risk.

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What you get

Each successful dataset row can include:

• name, username, LinkedIn profile URL, headline, and about text
• current job title, company, industry, company URL, and company website
• complete experience records with dates, locations, company headcount, and industry
• education, certifications, skills, languages, projects, publications, and volunteering
• profile location and parsed city, state, and country fields
• profile and background image URLs
• Sales Navigator profile URL and Sales profile identifier when available
• premium, creator, influencer, open-to-work, and related public status fields

Field availability depends on what is available for the requested public profile.

Output example

{
  "full_name": "Satya Nadella",
  "first_name": "Satya",
  "last_name": "Nadella",
  "username": "satyanadella",
  "profile_link": "https://linkedin.com/in/satyanadella",
  "profile_headline": "Chairman and CEO at Microsoft",
  "description": "As chairman and CEO of Microsoft...",
  "job_title": "Chairman and CEO",
  "current_company_name": "Microsoft",
  "company_industry": "Computer Software",
  "current_company_linkedin_url": "https://www.linkedin.com/company/microsoft/",
  "location": "Redmond, Washington, United States",
  "country": "United States",
  "experience": [
    {
      "company_name": "Microsoft",
      "company_headcount_range": "10,001+ employees",
      "company_industry": "Software Development",
      "company_website": "news.microsoft.com",
      "job_title": "Chairman and CEO",
      "job_started_on": "2-2014",
      "job_still_working": true
    }
  ],
  "education": [
    {
      "university_id": "8398",
      "started_on": { "year": 1994 },
      "ended_on": { "year": 1996 }
    }
  ]
}

The exact dataset can contain additional profile fields. Empty or unavailable LinkedIn sections may be returned as empty strings, null, or empty arrays.

Input

Field	Type	Description
linkedin_urls	string[]	Standard LinkedIn or Sales Navigator profile URLs, one URL per row
enrich_flags	string[]	Optional enrichment flags: company_interest, top_voices_interest, group_interest, school_interest, newsletter_interest, similar_profiles, recommendations_data

Example:

{
  "linkedin_urls": [
    "https://www.linkedin.com/in/satyanadella",
    "https://www.linkedin.com/in/williamhgates"
  ]
}

How to scrape LinkedIn profiles

1. Paste one or many LinkedIn profile URLs into LinkedIn profile URL(s).
2. Click Start.
3. Download the default dataset as JSON, CSV, Excel, XML, or another Apify export format.

The actor removes duplicate URLs and processes profile requests concurrently. Every profile request is configured for fresh retrieval rather than intentionally reading cached profile records.

Use cases

CRM and lead enrichment

Turn stored LinkedIn URLs into structured job, company, location, and career-history fields for segmentation and routing.

Recruiting and candidate research

Build structured candidate records from known LinkedIn profile URLs and export them to a spreadsheet, ATS workflow, or internal database.

Sales and account research

Refresh titles, companies, industries, and work histories before account planning, lead scoring, or personalized outreach.

Market and workforce research

Analyze career paths, company movement, job-title distributions, education histories, and professional backgrounds.

AI-agent context

Give an AI agent structured professional context before meeting preparation, research, routing, or personalized content generation.

Pricing

The actor costs $4 per 1,000 LinkedIn profile results ($0.004 per profile).

Optional profile enrichment flags

You can request extra profile data with the enrich_flags input. Allowed values: company_interest, top_voices_interest, group_interest, school_interest, newsletter_interest, similar_profiles, recommendations_data.

Each requested flag that returns data is billed at $8 per 1,000 flags ($0.008 per flag). Flags that return no data are not charged. Leave enrich_flags empty for profile-only enrichment at the standard profile price.

LinkedIn profile API and integrations

Run the actor from Apify Console or call it programmatically through the Apify API. Results are stored in the default Apify dataset and can feed:

• HubSpot, Salesforce, and other CRMs
• Clay, Make, Zapier, n8n, and webhooks
• Google Sheets, Airtable, databases, and data warehouses
• recruiting and talent-intelligence pipelines
• Apify MCP Server and MCP-compatible AI agents

Use schedules to refresh important profiles automatically, or trigger runs from your application whenever a profile record needs updating.

Other LinkedIn Actors by data-slayer

Need more LinkedIn data? Pair this actor with the rest of the cookieless LinkedIn family:

Actor	What it does
LinkedIn Profile Posts Scraper	Recent posts from a profile, with engagement metrics
LinkedIn Company Scraper	Full company profile data
LinkedIn Company Posts Scraper	Recent posts from any company page
LinkedIn Post Performance Scraper	Likes, comments, shares and reaction breakdown for any post
LinkedIn Post Engagers Scraper	Everyone who engaged with a post — commenters, reactors, reposters
LinkedIn Post Comments Scraper	Every comment on a post, with commenter profiles
LinkedIn Post Reactions Scraper	Everyone who reacted to a post, with reactor profiles
LinkedIn Post Reposts Scraper	Everyone who reposted or shared a post
LinkedIn Profile Engagers Scraper	Everyone who engaged across a profile's recent posts, ranked by engagement
LinkedIn Profile Reactions Scraper	Reactions a profile left on other people's posts
LinkedIn Profile Comments Scraper	Comments a profile left on other people's posts
LinkedIn People Search (ICP)	Find people by title, seniority, function, company, location
LinkedIn Company Search (ICP)	Find companies by industry, size, location and tech stack
LinkedIn Company Employees	Employees at a company, filtered by title, seniority and function
LinkedIn Job Scraper	Full details for LinkedIn job postings
LinkedIn Job Change Tracker	People who recently changed jobs

Which LinkedIn actor should I use?

I have…	And I want…	Use
Profile URL(s)	Full profile data	LinkedIn Profile Scraper
Profile URL(s)	Their recent posts & engagement	LinkedIn Profile Posts Scraper
A profile URL	Everyone who engaged across their posts, ranked	LinkedIn Profile Engagers Scraper
A profile URL	Reactions they left on others' posts	LinkedIn Profile Reactions Scraper
A profile URL	Comments they left on others' posts	LinkedIn Profile Comments Scraper
A post URL	Likes, comments, shares & reaction breakdown	LinkedIn Post Performance Scraper
A post URL	Everyone who engaged (commenters + reactors + reposters)	LinkedIn Post Engagers Scraper
A company URL	Full company profile	LinkedIn Company Scraper
A company URL	Recent company posts	LinkedIn Company Posts Scraper
Search filters	People matching an ICP	LinkedIn People Search (ICP)
A company URL	Its employees, by title/seniority/function	LinkedIn Company Employees

Example tasks

Ready-made configurations you can run as-is, each with its own guide:

• Enrich a list of LinkedIn profiles in bulk
• Get full work history for candidate screening
• Extract decision-maker profiles for ABM
• Build a profile dataset from Sales Navigator URLs
• Enrich CRM contacts with LinkedIn data
• Get education and skills for recruiting

FAQ

Can I scrape LinkedIn profiles without login or cookies?

Yes. Paste public LinkedIn profile URLs into the actor. It does not require your LinkedIn account, session cookies, or browser extension.

Can I scrape LinkedIn profiles in bulk?

Yes. Add multiple profile URLs to the linkedin_urls array. Duplicate URLs are removed automatically and profile requests are processed concurrently.

Is this a LinkedIn profile API?

Yes. You can call the actor through the Apify API, receive a run ID, and retrieve structured results from the default dataset.

Can AI agents use this LinkedIn profile scraper?

Yes. Add the actor to Apify MCP Server or call it through the Apify API from an agent workflow. It returns structured profile data that can be used as research context.

Does it support Sales Navigator URLs?

Yes, individual Sales Navigator profile URLs are supported. Sales Navigator search pages and lead-list exports are outside this actor's scope.

How fresh is the LinkedIn profile data?

Every profile request is configured for fresh retrieval instead of intentionally reading cached profile records. The fields returned still depend on profile availability at run time.

What formats can I export?

Apify datasets support JSON, CSV, Excel, XML, and other export formats. You can also access dataset items through the API.

How much does it cost?

The price is $0.004 per LinkedIn profile result, equivalent to $4 per 1,000 profiles.

Limits and data notes

• Only submit profiles you are permitted to process and use the data in compliance with applicable laws and platform terms.
• The actor returns public profile data available for the requested URL; some fields may be missing or empty.
• A Sales Navigator profile URL can be used as input, but this actor does not scrape Sales Navigator search-result lists.
• Very large batches depend on your Apify account limits, run timeout, and maximum charge settings.

Feedback and support

If a profile returns an unexpected result, open an issue from the Actor's Issues tab in Apify Console and include the run ID and input. Rate the actor if it helped you — it helps others find it too.

Related actors

More from the same portfolio. Apify only auto-recommends actors in the same category, so here are the rest of ours:

Actor	What it does
LinkedIn Account Intent Feed	LinkedIn workflow
LinkedIn Buying-Committee Mapper	LinkedIn workflow
LinkedIn Champion Tracker	LinkedIn workflow
LinkedIn Company Employees	LinkedIn workflow
LinkedIn Company Posts Scraper	LinkedIn workflow
LinkedIn Company Scraper	LinkedIn workflow
LinkedIn Company Search (ICP)	LinkedIn workflow
LinkedIn Competitor Content Intelligence	LinkedIn workflow
LinkedIn Competitor Hijack Leads	LinkedIn workflow
LinkedIn Engagement Audience Builder	LinkedIn workflow
LinkedIn Executive Post Monitor	LinkedIn workflow
LinkedIn Hiring Pulse	LinkedIn workflow
LinkedIn Job Change Tracker	LinkedIn workflow
LinkedIn Job Scraper	LinkedIn workflow
LinkedIn Market Map Builder	LinkedIn workflow
LinkedIn People Search (ICP)	LinkedIn workflow
LinkedIn Post Comments	LinkedIn workflow
LinkedIn Post Engagers Scraper	LinkedIn workflow
LinkedIn Post Performance Scraper	LinkedIn workflow
LinkedIn Post Reactions	LinkedIn workflow
LinkedIn Post Reposts	LinkedIn workflow
LinkedIn Profile Comments	LinkedIn workflow
LinkedIn Profile Engagers Scraper	LinkedIn workflow
LinkedIn Profile Posts Scraper	LinkedIn workflow
LinkedIn Profile Reactions	LinkedIn workflow
LinkedIn Skill Mapper	LinkedIn workflow
LinkedIn Talent Flow Mapper	LinkedIn workflow
LinkedIn Talent Mapper	LinkedIn workflow
LinkedIn Warm Path Finder	LinkedIn workflow
LinkedIn Why-Now Account Brief	LinkedIn workflow