Linkedin Post Reactions Scraper (No Cookie)

🔍 What is LinkedIn Post Reactions Scraper?

LinkedIn Post Reactions Scraper automates the process of gathering publicly available reactions from LinkedIn posts. Simply provide one or more LinkedIn post URLs and specify the reaction type filter, and the scraper will fetch comprehensive reaction details such as:

Reaction Content:

• Reaction types (Like, Praise, Empathy, Appreciation, Interest)
• Reactor information (name, profile picture, profile URL)
• Reaction timestamps and metadata

Engagement Data:

• Individual reaction types and counts
• Reactor profile details and professional information
• Reaction distribution across different types

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

💡 Why Scrape LinkedIn Post Reactions?

LinkedIn reactions provide valuable insights for professionals and businesses:

🔎 Engagement Analysis: Analyze which posts get the most reactions and understand audience engagement patterns.

🧠 Audience Insights: Understand how your audience responds to different types of content and identify engaged followers.

📈 Social Listening: Monitor how your content or industry topics are being received across LinkedIn.

🤝 Relationship Building: Identify active engagers and potential networking opportunities.

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

🎯 Brand Monitoring: Track how your brand content is being received and reacted to.

⚖️ 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 posts. 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 post URLs

   • URL: https://www.linkedin.com/posts/linkedin_add-job-preferences-activity-7208418413906464769-P2hn

2. Reaction Type Filter: Choose specific reaction type or "ALL" to get all reactions

   • Options: ALL, LIKE, PRAISE, EMPATHY, APPRECIATION, INTEREST

3. Reactions Limit: Set maximum number of reactions to scrape per post (minimum 10, default 100)

4. Error Handling: Invalid post URLs or malformed URLs will be logged as errors in the dataset

5. Freemium Limits: Free users are limited to 4 posts per run with maximum 100 reactions per post (12 posts in total)

📊 Output Data Structure

The scraper returns comprehensive reaction data including:

• Reaction Content: Reaction types and metadata
• Reactor Info: Name, profile picture, and profile URL
• Engagement: Reaction distribution and interaction data

🔧 Technical Features

• Error Handling: Comprehensive error reporting for failed requests
• Resume Capability: Can resume interrupted scraping sessions
• Concurrent Processing: Multiple workers for efficient data collection

⚠️ Important Notes

• Only LinkedIn posts are supported (other URLs will return errors)
• All data is publicly available information only
• Free tier limited to 4 posts per run with maximum 100 reactions per post (12 posts in total)
• Premium users have no limits
• Minimum 10 reactions per post (configurable maximum)

Input Schema

{
  "post_urls": [
    "https://www.linkedin.com/posts/linkedin_add-job-preferences-activity-7208418413906464769-P2hn",
    "https://www.linkedin.com/posts/0987654321"
  ],
  "reaction_type": "ALL",
  "max_reactions": 100
}