LinkedIn Profile Scraper (No Login Required)

Pull structured profile facts from any public LinkedIn member URL. No cookies. No login. No Sales Navigator seat. Each row ships the member name, headline, location, current company, current title, public summary, top experience, top education, top skills, and profile photo. Pay per profile.

Built for B2B sales teams, recruiters, agencies, founders, and CRM enrichment pipelines that need clean structured contact records for prospecting, account research, and lead scoring.

Keywords this actor ranks for: linkedin profile scraper, linkedin people scraper, linkedin scraper no cookie, linkedin profile api, scrape linkedin profile without login, linkedin contact enrichment, linkedin lead scraper, linkedin headline scraper, linkedin experience scraper, linkedin education scraper, linkedin skills scraper, linkedin no login.

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Why this actor

Other LinkedIn profile scrapers	This actor
Need your session cookie	Zero cookies, zero login
Risk your account on every run	Touches only public profile pages
Single big text blob	Name, headline, location, current title, current company, summary all parsed into discrete fields
Experience and education skipped	Top experience and education entries shipped per row
No skills surfaced	Top public skills shipped as an array

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How it works

flowchart LR
    A[Profile URL] --> B[Public profile page<br/>no auth needed]
    B --> C[Parse JSON-LD<br/>top card and section blocks]
    C --> D[Normalize into discrete fields]
    D --> E[Push one row per profile]
    E --> F[(JSON CSV Excel API)]

The actor hits the public linkedin.com/in/{slug} page through a residential proxy and pulls JSON-LD plus Open Graph meta plus DOM selectors. No cookie passes through the actor at any stage.

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What you get per row

flowchart LR
    R[Profile row] --> R1[Identity<br/>slug url name photo]
    R --> R2[Pitch<br/>headline summary location]
    R --> R3[Current role<br/>currentTitle currentCompany]
    R --> R4[Career<br/>experience education]
    R --> R5[Skill graph<br/>skills]
    R --> R6[Reach<br/>followerCount connectionCount]

Pipe straight into a CRM, an account scoring model, or an SDR sequencing tool.

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Quick start

Enrich a list of contacts

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

Sales prospecting (skip skills to keep rows lean)

{
  "profileUrls": ["https://www.linkedin.com/in/williamhgates"],
  "includeExperience": true,
  "includeEducation": true,
  "includeSkills": false
}

Recruiter sourcing (full career graph)

{
  "profileUrls": [
    "https://www.linkedin.com/in/satyanadella",
    "https://www.linkedin.com/in/sundarpichai"
  ],
  "includeExperience": true,
  "includeEducation": true,
  "includeSkills": true
}

---

Sample output

{
  "slug": "satyanadella",
  "url": "https://www.linkedin.com/in/satyanadella",
  "name": "Satya Nadella",
  "headline": "Chairman and CEO at Microsoft",
  "location": "Redmond, Washington, United States",
  "currentTitle": "Chairman and CEO",
  "currentCompany": "Microsoft",
  "summary": "As chairman and CEO of Microsoft, I define my mission...",
  "photoUrl": "https://media.licdn.com/dms/image/...",
  "followerCount": 11000000,
  "connectionCount": 500,
  "experience": [
    {
      "title": "Chairman and CEO",
      "company": "Microsoft",
      "dateRange": "Feb 2014 - Present",
      "location": "Greater Seattle Area",
      "description": null
    }
  ],
  "education": [
    {
      "school": "The University of Chicago Booth School of Business",
      "degree": "MBA",
      "field": null,
      "dateRange": null
    }
  ],
  "skills": ["Cloud Computing", "Enterprise Software", "Leadership"],
  "scrapedAt": "2026-05-08T10:00:00.000Z"
}

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Who uses this

Role	Use case
B2B sales	Enrich a target prospect list with title, company, location before outreach
RevOps	Backfill missing contact-level fields in a CRM without paying a data vendor seat
Recruiter	Score candidates by experience and education before reaching out
Founder	Research target hires and advisors before booking a call
Investor	Pull founder and exec backgrounds for diligence packets
ABM lead	Cluster contacts by current title and seniority for tiered plays

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Input reference

Field	Type	What it does
profileUrls	string[]	LinkedIn member URLs or bare slugs. Required.
includeExperience	boolean	Keep the experience array on each row. Default true.
includeEducation	boolean	Keep the education array on each row. Default true.
includeSkills	boolean	Keep the skills array on each row. Default true.
concurrency	integer	Profiles processed in parallel. Six is the safe default.
proxyConfiguration	object	Apify proxy. Residential is required at any meaningful volume.

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API call

curl -X POST \
  "https://api.apify.com/v2/acts/YOUR_USER~linkedin-profile-scraper/runs?token=YOUR_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "profileUrls": [
      "https://www.linkedin.com/in/williamhgates",
      "https://www.linkedin.com/in/satyanadella"
    ]
  }'

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Pricing

The first three profiles per run are free so you can validate output before paying. After that, each profile row is charged. No surprise add on charges.

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FAQ

Do I need a LinkedIn account or cookie?

No. The actor only touches public profile pages. Your account is never touched.

What fields ship if a profile is partly hidden?

LinkedIn varies how much it shows anonymous viewers. Name, headline, location, current title, current company, profile photo, and summary ship reliably. Experience and education depth depends on what the public page renders.

Can I pass bare usernames instead of full URLs?

Yes. williamhgates and /in/williamhgates are accepted alongside the full https://www.linkedin.com/in/williamhgates form.

How fresh is the data?

Each run hits the live profile page, so headline, current role, and recent experience reflect what LinkedIn renders at scrape time. Schedule weekly runs to track changes over time.

Why is connectionCount capped at 500?

LinkedIn publicly displays connection counts as "500+" once a member crosses that threshold. The parsed value reflects exactly what LinkedIn shows.

Is scraping LinkedIn allowed?

This actor reads HTML any anonymous web visitor can see. Respect LinkedIn's terms and rate limit sensibly. Do not redistribute data you have no lawful basis to process.

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