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How to Scrape LinkedIn Profiles Without Cookies or Login (2026)

#webscraping #linkedin #python #automation

Most LinkedIn scrapers have a dirty secret: they need your li_at session cookie. That means logging in, handing over your credentials, and risking a permanent ban on your LinkedIn account.

We built an alternative. A LinkedIn scraper that works 100% without cookies, using search engines and public APIs. 8 scraping modes, free email discovery, and pay-per-result pricing starting at $1/1K.

Here's how it works and why it matters.

The Problem With Cookie-Based Scrapers

Every major LinkedIn scraper on the market asks for your li_at cookie:

  • Bebity: Requires cookie, $29/month flat fee
  • Caprolok: Cookie required, "2000 employees in 60 seconds"
  • Most GitHub scrapers: First line of the README: "Paste your li_at cookie"

The moment you share your session cookie with a third-party tool, LinkedIn can detect the abnormal access pattern and permanently ban your account. No warning, no appeal. Your connections, messages, and professional network — gone.

The Cookie-Free Approach

Our scraper uses three data sources that don't require authentication:

1. Search Engine Results (SERP)

LinkedIn profiles are indexed by Google, Brave, and Yahoo. When you search site:linkedin.com/in/ "software engineer" "San Francisco", these engines return profile cards with:

  • Full name
  • Headline/title
  • Location
  • Profile URL

We query 3 engines in parallel (Brave + Yahoo + Google) and merge the results. If one engine rate-limits, the others still deliver.

2. Public LinkedIn Pages (999 Metadata)

Even when LinkedIn returns a "login wall" (HTTP 999), the page still contains rich SEO metadata in <meta> tags:

  • og:title ‚Üí "Tim Cook - Apple | LinkedIn"
  • og:description ‚Üí Brief about/summary text
  • og:image ‚Üí Profile photo URL

Our scraper extracts name, headline, location, and photo from these tags — no authentication needed.

3. Guest APIs

LinkedIn's Voyager API has public endpoints that return structured data without a cookie. We use these for job listings and company pages.

8 Scraping Modes

Mode What You Get Price/1K
Profiles Name, headline, location, company, email $2.50
Companies Industry, size, HQ, website, specialties $2.00
Jobs Title, salary, location, description $1.00
Posts Text, engagement, hashtags, video detection $1.50
Search Find profiles by keywords + location $2.00
Search Profiles Search + fully scrape each result $4.00
Profile Complete Profile + posts + engagement score $4.00
Company Employees Find people at a company $2.50

Code Examples

Python: Scrape 10 LinkedIn Profiles 

from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_TOKEN")

run = client.actor("get-leads/linkedin-scraper").call(run_input={
    "mode": "profiles",
    "urls": [
        "https://www.linkedin.com/in/williamhgates",
        "https://www.linkedin.com/in/satyanadella",
    ],
    "maxResults": 10,
    "discoverEmails": True,
})

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(f"{item['name']} - {item.get('email', 'no email')} - {item['headline']}")
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Python: Search for Data Scientists in NYC 

run = client.actor("get-leads/linkedin-scraper").call(run_input={
    "mode": "search",
    "searchQuery": "data scientist",
    "location": "New York",
    "maxResults": 20,
})
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Python: Find All Employees of a Company 

run = client.actor("get-leads/linkedin-scraper").call(run_input={
    "mode": "company_employees",
    "urls": ["https://www.linkedin.com/company/microsoft"],
    "maxResults": 50,
})
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Optional: Enhanced Mode (With Cookie)

If you want richer data, you can optionally provide your li_at cookie. This unlocks:

  • Profiles: +experience, education, skills, certifications, languages (5x more fields)
  • Company Employees: 100+ employees instead of ~20
  • Search Profiles: Better discovery + richer enrichment

The cookie is optional — every mode works without it. Use it when you need the extra depth.

How It Compares

Feature Get Leads HarvestAPI Dev Fusion Bebity
Profiles/1K $2.50 $4.00 $10.00 $29/mo
Cookie required No No No Yes
Modes 8 15 actors 1 2
Email discovery Free +$6/1K Built-in No
Memory 256 MB 256 MB 256 MB 4096 MB

Try It

  1. Go to All-in-One LinkedIn Scraper on Apify
  2. Click "Try for free" — you get $5 of free platform credits
  3. Select a mode, paste URLs or enter a search query
  4. Click Start — results in seconds

No signup, no cookies, no risk.

Published by Get Leads — building data tools for lead generation and sales prospecting.

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