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🚀 Mass LinkedIn Profile Scraper (No Cookies)

A powerful, privacy-focused Apify Actor that enriches LinkedIn profiles with comprehensive data extraction. Designed for stability and scale without the need for authentication cookies.

📋 Overview

The Mass LinkedIn Profile Scraper is an enterprise-grade extraction tool designed to gather detailed professional intelligence from LinkedIn profiles. It performs deep data enrichment-capturing work history, education, skills, and company details-making it an essential asset for market research, recruitment analytics, and lead qualification.

Key Highlights

✅ No LinkedIn Cookies Required – Operates entirely via API integration, eliminating session risks.
✅ Privacy First – Fully compliant extraction without user account login.
✅ High Fidelity Data – Retrieves comprehensive profile details including skills and certifications.
✅ Structured Output – Delivers normalized, clean JSON data ready for integration.
✅ Reliable Scaling – Built to handle high-volume requests smoothly.

✨ Features

👤 Comprehensive Profile Data

Unlocks deep profile insights including:

• Personal Details: Full name, headline, summary, location, and public identifiers.
• Work History: Complete timeline of positions, descriptions, durations, and roles.
• Education: Degrees, fields of study, universities, and graduation years.
• Skills & Expertise: Full list of professional skills and endorsements.
• Accomplishments: Languages, certifications, publications, and volunteer experience.

🏢 Company Intelligence

Enriches profile data with associated company context:

• Company names and industries
• Official website and LinkedIn company URLs
• Organization size and founding dates

⚡ Enterprise Performance

• Zero Login Friction: No need to manage browser sessions or cookies.
• Resilient Architecture: Automatic retries and robust error handling.
• Smart Validation: Automatically cleans and normalizes input URLs.

🚀 Quick Start

1. Setup: Create an Apify account.
2. Input: Provide the LinkedIn Profile URL or ID.
3. Execute: Run via the Apify Console or API.
4. Export: Download results in JSON, CSV, or Excel format.

🛠️ Usage

Input Configuration

The Actor handles one profile per run. For bulk processing, simply provide a list in the Apify Console or trigger multiple runs via API.

Parameter: target_profile

• Description: The full LinkedIn profile URL.
• Example: https://www.linkedin.com/in/williamhgates

Running the Actor

Option 1: Apify Console

• Enter the target_profile.
• Click Start.

Option 2: API

curl-X POST \
'https://api.apify.com/v2/acts/YOUR_ACTOR_ID/runs?token=YOUR_API_TOKEN'\
-H'Content-Type: application/json'\
-d'{
 "target_profile": "https://www.linkedin.com/in/williamhgates"
 }'

📊 Output Format

The actor returns a rich JSON object for each profile:

{
"linkedin_url":"https://www.linkedin.com/in/williamhgates",
"first_name":"Bill",
"last_name":"Gates",
"headline":"Co-chair, Bill & Melinda Gates Foundation",
"location":"Seattle, Washington, United States",
"summary":"Co-chair of the Bill & Melinda Gates Foundation...",
"work_experience":[
{
"title":"Co-chair",
"company_name":"Bill & Melinda Gates Foundation",
"started_on":"2000-01",
"description":"Leading global health initiatives..."
}
],
"education":[
{
"school_name":"Harvard University",
"degree":"Honorary",
"field_of_study":"Computer Science"
}
],
"skills":[
{"name":"Strategic Planning"},
{"name":"Philanthropy"}
]
}

🎯 Limits & Scalability

• Rate Limits: Designed for high throughput.
• Concurrency: Scales automatically with Apify container resources.

🔐 Security & Privacy

• No Cookies: We never ask for your LinkedIn cookies or credentials.
• Anonymous: Scraping is performed via anonymous enterprise proxies.
• Compliance: Adheres to comprehensive data privacy standards.

📝 Note from the Developer:

If you find this Actor useful, please leave a bookmark or a review! 🌟 If you are not getting results, please abort the run and open an issue/request regarding the problem - I will take care of it personally.

Currently, the Actor is rate-limited for testing purposes. These limits will be lifted if there is strong interest from the community.

Kalirobot

Made for the data community.