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Linkedin Post Reactions Scraper (No Cookie) — linkedin | Lagic

Built For

Get a list of every person who reacted to any LinkedIn post.

Curated by Lagic·Verified working

Configure Agent

List of LinkedIn post URLs to scrape reactions from. Enter one URL per line.

Type of reactions to scrape. Choose 'ALL' to get all reaction types, or select a specific reaction type.

Maximum number of reactions to scrape from each post. Minimum is 10 reactions. Default is 100.

Results to deliver

200 credits

This agent actively searches live listings — results may vary. You are only charged for what is delivered, up to this number.

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Country auto-rotated. Need a specific region? Contact support.

Pricing

2 credits per result
✓ 30 free credits on signup✓ Refund if 0 results✓ No card required

Sample Data Preview

Reactor's full nameReactor's professional headline (e.g., "Founder & CEO at StartupX")Direct URL to the reactor's LinkedIn profileURLs for the reactor's profile picture (small, medium, large)The specific reaction type used (e.g., LIKE, PRAISE, INTEREST)The original LinkedIn post URL where the reaction was made
Sample Text...Value...https://...https://...Value...https://...
Sample Text...Value...https://...https://...Value...https://...
..................
Exports as:CSVXLSXJSON

Overview

Extract a list of people who reacted to specific LinkedIn posts, including their name, headline, and profile URL. Ideal for building targeted lead lists or analyzing audience engagement without using your own LinkedIn account.

When a LinkedIn post from a competitor, a client, or even your own company gets high engagement, that's a valuable list of interested people. The problem is manually clicking through hundreds of reactions to see who those people are is impossible. This tool automates that process. Provide one or more LinkedIn post URLs, and the tool will return a structured list of every person who reacted. The data for each person includes their full name, their professional headline (like "CEO at Acme Corp" or "Marketing Director | B2B SaaS"), a direct URL to their LinkedIn profile, and a link to their profile picture. You'll also see which specific reaction they used—Like, Praise, Empathy, Appreciation, or Interest. ### Audience Analysis and Lead Generation A key feature of this tool is that it operates without requiring you to connect your personal LinkedIn account or provide a session cookie. This protects your account's privacy and safety, allowing you to gather data without logging your activity. You can filter the results to only include people who used a specific reaction, such as "Interest," to narrow down your list to the most relevant leads. This is perfect for sales teams building prospect lists, recruiters sourcing candidates, and marketers analyzing who engages with specific types of content.

Key Capabilities

  • ✓ Reactor's full name
  • ✓ Reactor's professional headline (e.g., "Founder & CEO at StartupX")
  • ✓ Direct URL to the reactor's LinkedIn profile
  • ✓ URLs for the reactor's profile picture (small, medium, large)
  • ✓ The specific reaction type used (e.g., LIKE, PRAISE, INTEREST)
  • ✓ The original LinkedIn post URL where the reaction was made
  • ✓ Build a targeted lead list: Scrape the reactions from a competitor's product announcement to identify potential customers who have shown interest in a similar solution.
  • ✓ Source passive candidates: Extract profiles from reactions on a thought-leadership post about a specific technology or skill to find knowledgeable professionals for recruitment.
  • ✓ Perform audience research: Analyze the professional headlines of people reacting to your company's posts to understand your audience's job roles and seniority.
  • ✓ Refine content strategy: Identify the type of content that resonates most with your target demographic by analyzing who reacts to different posts.
  • ✓ Find event attendees: Gather a list of people who reacted to posts about an industry conference to build an invitation list for your next webinar or event.
  • ✓ Identify potential partners: Scrape reactions from posts by key industry influencers to find other engaged professionals for potential collaborations or partnerships.

Field Dictionary

How To Run This Extractor

1

Find the LinkedIn posts you want to analyze and copy their URLs.

2

Paste the list of URLs into the 'LinkedIn Post URLs' field, with one URL per line.

3

Choose a specific 'Reaction Type' to filter for, or leave it as 'ALL' to get everyone.

4

Set the 'Maximum Reactions Per Post' to define how many profiles to extract from each post.

5

Click 'Run' to start the extraction process.

6

Once the run is complete, download the collected data as a CSV, JSON, or Excel file.

Frequently Asked Questions

Do I need to provide my LinkedIn login credentials or a cookie?
No. This tool works without requiring you to connect your personal LinkedIn account, which helps protect your account's privacy and safety.
What information do I get about each person who reacted?
Can I filter by a specific reaction, like 'Interest'?
What format will the data be in?
Is it legal to scrape LinkedIn post reactions?
How many reactions can I scrape from a single post?
Can I scrape reactions from multiple posts at once?
Is this tool suitable for my agency to use for client work?
How is this different from just looking at the reactions on LinkedIn?
Can I schedule this tool to run automatically?