🚀 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 bash 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: json { "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.