LinkedIn People Search Scraper

Search LinkedIn for people by keyword, job title, company, school or location — and get clean, structured profile rows as JSON or CSV.

Find the exact people you need — growth leaders in London, engineers who studied at Stanford, marketers at a target company — and export their public professional details in one run. Works cookie-free by default (no LinkedIn login, no ban risk), with an optional power mode that uses your own session cookie for exact filters.

No login. No pooled accounts. No browser automation. Just a search in, a spreadsheet out.

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Why Use This Scraper?

• No login required. Public mode finds public LinkedIn profiles without any cookie or account — so there's zero risk to your LinkedIn login.
• Search the way recruiters do. Combine keyword, job title, company, school and location to narrow in on the right people.
• Clean, structured rows. Name, headline, current company, location, schools, languages and profile URL — ready for your CRM, sheet or outreach tool.
• Two modes, one actor. Start cookie-free; switch to your own cookie later for exact facet filters and unmasked job titles.
• Pay only for what you get. Priced per profile returned — no monthly rental, no wasted spend on empty runs.
• Pure HTTP. No headless browser, no heavy proxies to configure — fast and reliable.

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Overview

The LinkedIn People Search Scraper turns a people search query into a structured dataset of profiles. You describe who you're looking for using any mix of keyword, job title, company, school and location, and the actor returns one clean row per matching person.

It runs in two modes:

• Public mode (default): finds public LinkedIn profiles and reads their publicly visible professional details. No LinkedIn login is used anywhere, so there is no ban risk to any account.
• Cookie mode (optional): runs LinkedIn's own people search under your session cookie, unlocking exact facet filters (location / company / school URNs, connection degree) and reliably-populated job titles.

The output is a flat table — perfect for lead lists, recruiting shortlists, market maps and research panels. Export to JSON, CSV, Excel or Google Sheets, or pull it via the Apify API.

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Supported Inputs

You search by criteria, not by URL. Provide any combination of the fields below — they are ANDed together to narrow the result set.

You want…	Fill in…
People matching a free-text search	keywords (e.g. growth marketing)
A specific role	title (e.g. Head of Growth)
People at a company	company (e.g. Stripe)
Alumni of a school	school (e.g. Stanford)
People in a place	location (e.g. London)
A specific person by name	firstName + lastName

Cookie mode adds precise URN filters: geoUrns, currentCompanyUrns, schoolUrns and networkDepths (1st / 2nd / 3rd-degree connections) for pinpoint targeting.

Not supported: private profiles you have no access to, connection-request or messaging actions, and any data behind a paywall LinkedIn does not expose to your session. This is a read-only data tool.

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Use Cases

Audience	What they get
Sales & lead gen	Build targeted prospect lists by role, company and location
Recruiters	Source candidate shortlists by title, skill keyword and school
Marketers	Map decision-makers at target accounts for ABM campaigns
Researchers & analysts	Assemble people panels for market and talent studies
Founders	Find advisors, hires or partners matching a precise profile
Agencies	Deliver bulk, structured people data to clients on demand

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How It Works

1. Describe who to find — enter any mix of keyword, job title, company, school and location, and pick a mode (public or cookie).
2. Match people to your query — the actor finds LinkedIn profiles matching your criteria and paginates through the results automatically.
3. Open each matching profile and read the publicly available professional details.
4. Extract & normalise — name, headline, current company, location, schools, languages and profile URL become one clean row.
5. Stream to the dataset — every profile is pushed as it's found, exportable to JSON, CSV, Excel or Google Sheets.

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Input Configuration

Field	Type	Description
mode	select	public (cookie-free, default) or cookie (uses your own LinkedIn session)
keywords	string	Main free-text search (role, skill, name — anything)
title	string	Filter by job-title keyword, e.g. Head of Growth
company	string	Filter by company-name keyword
school	string	Filter by school-name keyword
location	string	Filter by location keyword, e.g. London
firstName	string	Filter by first name
lastName	string	Filter by last name
cookie	string (secret)	Cookie mode only — your LinkedIn session cookie (contains li_at + JSESSIONID). Runs the search under your session. Public mode ignores this.
geoUrns	array	Cookie mode — LinkedIn location URN IDs (e.g. 103644278 = United States)
currentCompanyUrns	array	Cookie mode — LinkedIn company URN IDs
schoolUrns	array	Cookie mode — LinkedIn school URN IDs
networkDepths	array	Cookie mode — connection degree: F (1st), S (2nd), O (3rd+)
maxResults	integer	Hard cap on profiles returned (default 100)
proxy	object	Optional proxy override. Leave empty — the actor routes through its own residential proxy.

Example 1 — Public mode (cookie-free)

{
  "mode": "public",
  "keywords": "growth marketing",
  "title": "Head of Growth",
  "location": "London",
  "maxResults": 50
}

Example 2 — People at a company who studied somewhere

{
  "mode": "public",
  "company": "Stripe",
  "school": "Stanford",
  "maxResults": 100
}

Example 3 — Cookie mode with exact URN filters

{
  "mode": "cookie",
  "cookie": "li_at=YOUR_TOKEN; JSESSIONID=\"ajax:123...\"",
  "title": "Product Manager",
  "geoUrns": ["103644278"],
  "networkDepths": ["S", "O"],
  "maxResults": 100
}

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Output Overview

Each row is one person. Public mode returns the richest set of publicly visible fields (company, schools, languages, about); cookie mode returns LinkedIn's search-result fields including reliably-populated job titles and network distance.

Every row carries a source (public or cookie) and a scrapedAt timestamp so you always know how and when it was captured.

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Output Samples

Public mode (source: "public"):

{
  "name": "Melissa H.",
  "jobTitle": null,
  "summary": "Melissa H. - rePurpose Global",
  "currentCompany": "rePurpose Global",
  "location": "New York, New York, United States",
  "schools": ["Brandeis University"],
  "languages": ["English"],
  "about": "Growth & partnerships leader focused on climate impact…",
  "imageUrl": "https://media.licdn.com/dms/image/…",
  "profileUrl": "https://www.linkedin.com/in/melissah1028",
  "urnId": null,
  "networkDistance": null,
  "source": "public",
  "scrapedAt": "2026-07-18T09:14:22.500Z"
}

Cookie mode (source: "cookie"):

{
  "name": "Rajat Girdhar",
  "jobTitle": "Head of Growth at Rapido",
  "location": "Delhi, India",
  "summary": "Scaling growth for India's largest mobility platform",
  "profileUrl": "https://www.linkedin.com/in/rajatgirdhar",
  "urnId": "ACoAAB1x…",
  "networkDistance": "DISTANCE_2",
  "source": "cookie",
  "scrapedAt": "2026-07-18T09:14:23.100Z"
}

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Key Output Fields

Identity

• name — full name
• profileUrl — canonical LinkedIn profile URL
• imageUrl — profile photo URL (public mode)
• urnId — LinkedIn member URN (cookie mode)

Professional

• jobTitle — role/title (see FAQ — often null in public mode; reliable in cookie mode)
• summary — the profile headline
• currentCompany — current employer (public mode)
• location — city / region / country

Background

• schools — array of listed schools (public mode)
• languages — array of listed languages (public mode)
• about — the profile "about" text (public mode)

Meta

• networkDistance — connection degree (cookie mode)
• source — public or cookie
• scrapedAt — ISO timestamp of capture

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FAQ

Do I need a LinkedIn account or cookie? No. Public mode (the default) needs no login and no cookie at all. Cookie mode is optional — use it only when you want exact URN filters and unmasked job titles.

Why is jobTitle empty on some public-mode rows? LinkedIn hides the precise job title on many profiles when you're not logged in. Public mode reports the title when it's visible and null when LinkedIn masks it — the summary headline and currentCompany are still returned. For a reliable title on every row, use cookie mode.

Is there any risk to my LinkedIn account? In public mode, none — no account is used anywhere. In cookie mode you supply your own session, so it behaves like your normal LinkedIn usage; keep maxResults reasonable.

What's the difference between the two modes? Public mode is safe, login-free and returns rich public fields (company, schools, languages, about). Cookie mode runs LinkedIn's own people search under your session for exact facet filters (geo/company/school URNs, connection degree) and reliable titles.

How many results can I get? Set maxResults. Public results depend on how many public profiles match your query; cookie mode paginates LinkedIn's search results.

What formats can I export? JSON, CSV, Excel and HTML, plus Google Sheets and the Apify API — like any Apify dataset.

Does it collect emails or phone numbers? No. This actor returns the professional profile fields listed above. It does not scrape private contact details.

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Support

• Found a bug or need a new field? Open an issue on the actor's Issues tab.
• Questions and feature requests are welcome — response is usually quick.

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Additional Services

Need a tailored export, a different set of fields, enrichment, or a scheduled feed into your CRM or data warehouse? Custom work and bespoke pipelines are available — reach out via the Issues tab.

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Explore More Scrapers

Looking for more LinkedIn and lead-generation data? Browse the full collection of professional-data scrapers on the Apify Store — company pages, profiles, posts, jobs and more.

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⚠️ Disclaimer

This actor is an independent tool and is not affiliated with, endorsed by, or sponsored by LinkedIn Corporation or Microsoft Corporation. "LinkedIn" is a trademark of LinkedIn Corporation; all product and company names are the property of their respective owners and are used here for identification and descriptive purposes only.

This tool is intended for lawful use only. It collects publicly available information (in public mode) or information accessible to your own authenticated session (in cookie mode). You are responsible for how you use the data and for ensuring your use complies with LinkedIn's Terms of Service, applicable laws, and data-protection regulations including the GDPR and CCPA. Do not use scraped personal data for unlawful, discriminatory, or unsolicited-contact purposes that violate those regulations. Always obtain a lawful basis before processing personal data.

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