Linkedin Profile Reactions Scraper (No Cookie)

🔍 What is LinkedIn Profile Reactions Scraper?

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

Reaction Content:

• Reaction action type (like, love, celebrate, etc.)
• Reaction text and context
• Reaction timestamps
• Post images and URLs

Post Context:

• Post images with URLs
• Post owner information and LinkedIn URL
• Post content references

Engagement Data:

• Reaction timestamps (both absolute and relative)
• Post owner profile information
• Reaction metadata

Pagination Support:

• Automatic pagination handling
• Configurable maximum reactions per profile
• Efficient data collection with rate limiting

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

💡 Why Scrape LinkedIn Profile Reactions?

LinkedIn reactions provide valuable insights for professionals and businesses:

🔎 Engagement Analysis: Analyze what types of content generates the most reactions and engagement.

🧠 Community Insights: Understand community sentiment and reaction patterns around specific topics.

📈 Social Listening: Monitor reactions to industry content and trends.

🤝 Relationship Building: Identify active community members and potential networking opportunities.

📊 Content Strategy: Research what content generates meaningful reactions and engagement.

🎯 Brand Monitoring: Track reactions and sentiment around your brand or industry topics.

⚖️ Is it Legal to Scrape LinkedIn Reactions?

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: example-user
   • URL: https://linkedin.com/in/example-user
   • URL: linkedin.com/in/example-user

2. Reactions Limit: Set maximum number of reactions to scrape per profile (minimum 10)

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

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

5. Freemium Limits: Free users are limited to 4 profiles per run with maximum 100 reactions per profile

📊 Output Data Structure

The scraper returns comprehensive reaction data including:

• Reaction Content: Action type, text, timestamps, and metadata
• Post Context: Post images, post owner information, and post content
• Engagement: Reaction timestamps and interaction data
• Pagination: Page numbers and pagination tokens for data organization

🔧 Technical Features

• URL Processing: Automatically converts LinkedIn URLs to usernames
• Input Validation: Validates usernames and detects company profiles
• Pagination Handling: Automatic pagination with configurable limits
• 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 4 profiles per run with maximum 100 reactions per profile
• Premium users have no limits
• Minimum 10 reactions per profile (configurable maximum)