Linkedin Profile Scraper with Email (No Cookie)

🔍 What is LinkedIn Profile Scraper?

LinkedIn Profile Scraper automates the process of gathering publicly available profile information from LinkedIn. Simply provide one or more LinkedIn usernames or profile URLs, and the scraper will fetch comprehensive details such as:

Basic Information:

• Full name and username
• Professional headline
• Profile picture and background image
• About section
• Location information

Professional Details:

• Current company and position
• Work experience history
• Education background
• Connection and follower counts
• Premium status indicators

Additional Data:

• Creator and influencer status
• Profile verification status
• Contact information (when available)
• Company logos and URLs

All extracted data is limited strictly to public information—nothing private or sensitive is collected.

💡 Why Scrape LinkedIn Profiles?

LinkedIn profiles provide valuable insights for professionals and businesses:

🔎 Professional Networking: Identify potential business partners, clients, or employees in your industry.

🧠 Competitive Analysis: Research competitors' team members and their professional backgrounds.

📈 Lead Generation: Find decision-makers and key contacts for B2B outreach campaigns.

🤝 Recruitment: Source candidates with specific skills and experience.

📊 Market Research: Analyze industry trends and professional patterns.

🎯 Sales Intelligence: Gather insights about prospects before reaching out.

⚖️ Is it Legal to Scrape LinkedIn Data?

We prioritize ethical scraping practices.

This scraper only extracts information that users have chosen to display publicly on their LinkedIn profiles. It does not access private data, restricted content, or information behind login walls. All data collection follows LinkedIn's robots.txt guidelines and respects rate limits.

🚀 How to Use

1. Input Format: Provide LinkedIn usernames or full profile URLs

   • Username: aviv-tal-75b81
   • URL: https://linkedin.com/in/aviv-tal-75b81
   • URL: linkedin.com/in/aviv-tal-75b81

2. Rate Limits: The scraper respects LinkedIn's rate limits with 30 requests per minute

3. Error Handling: Invalid usernames, company profiles, or malformed URLs will be logged as errors in the dataset

4. Freemium Limits: Free users are limited to 10 profiles per run

📊 Output Data Structure

The scraper returns comprehensive profile data including:

• Personal Info: Name, headline, location, about section
• Professional Info: Current company, experience history, education
• Social Metrics: Follower count, connection count, premium status
• Media: Profile pictures, background images, company logos
• Metadata: Input tracking, success status, error messages

🔧 Technical Features

• URL Processing: Automatically converts LinkedIn URLs to usernames
• Input Validation: Validates usernames and detects company profiles
• Error Handling: Comprehensive error reporting for failed requests
• Rate Limiting: Built-in delays to respect API limits
• Resume Capability: Can resume interrupted scraping sessions
• Concurrent Processing: Multiple workers for efficient data collection

⚠️ Important Notes

• Only personal LinkedIn profiles are supported (company pages will return errors)
• All data is publicly available information only
• Respects LinkedIn's terms of service and rate limits
• Free tier limited to 10 profiles per run
• Premium users have no limits