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Profile Reactions Scraper for LinkedIn [No Cookies] — LinkedIn | Lagic

Built ForB2B SalesRecruitingMarketing Agencies

Analyze anyone's content engagement by extracting every post they've reacted to on LinkedIn.

Curated by Lagic·Verified working

Configure Agent

List of LinkedIn profile identifiers. You can use either: - Usernames (e.g., 'satyanadella') - Profile URLs (e.g., '') - Comma-separated values will be split automatically

Maximum number of reactions to extract per profile (1-3000). Default is 100 reactions per profile

Results to deliver

400 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

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

Sample Data Preview

The profile URL of the person whose reactions you are tracking.The specific reaction they used (e.g., 'Like', 'Celebrate', 'Love').The full text of the post they reacted to.A direct URL to the original post.Timestamps of when the original post was published.The name, headline, profile picture, and profile URL of the post's author.
https://...Value...Value...https://...2026-04-05https://...
https://...Value...Value...https://...2026-04-05https://...
..................
Exports as:CSVXLSXJSON

Overview

Scrape the posts a specific LinkedIn user has liked or reacted to. Provide a list of profile URLs to get a full history of their engagement, perfect for understanding interests or content strategy.

This tool provides a detailed log of the posts and articles that specific LinkedIn members have recently reacted to. By supplying a list of profile URLs, you can see what content resonates with prospects, candidates, or competitors, giving you a significant edge in your outreach and analysis. It's designed for anyone doing deep-dive research on an individual. Instead of manually scrolling through a profile's activity feed, you get a structured data file containing the full text of each post they engaged with, details about the post's author, and a full breakdown of that post's own performance metrics (likes, comments, reposts). ### Who is this for? * **Sales & Business Development:** Research a prospect's professional interests before a discovery call. You can tailor your pitch by referencing topics you know they care about, moving beyond the generic information on their profile. * **Recruiters & HR:** Get a more authentic view of a candidate's passions and industry knowledge. See what articles they're reading and which thought leaders they follow to gauge cultural fit and expertise. * **Marketers & Agencies:** Analyze what kind of content key influencers or target personas engage with. This helps you refine your content strategy and craft more effective collaboration proposals. Crucially, this tool operates without requiring you to connect your own LinkedIn account or provide session cookies, simplifying the data collection process.

Key Capabilities

  • ✓ The profile URL of the person whose reactions you are tracking.
  • ✓ The specific reaction they used (e.g., 'Like', 'Celebrate', 'Love').
  • ✓ The full text of the post they reacted to.
  • ✓ A direct URL to the original post.
  • ✓ Timestamps of when the original post was published.
  • ✓ The name, headline, profile picture, and profile URL of the post's author.
  • ✓ A full breakdown of the post's own engagement stats: total reactions, likes, praise, empathy, interest, comments, and reposts.
  • ✓ Any images included in the original post.
  • ✓ Research a prospect's recent content interests to personalize a sales pitch.
  • ✓ Analyze the engagement patterns of a potential hire to better understand their professional focus.
  • ✓ Identify the content themes an influencer reacts to before proposing a collaboration.
  • ✓ Monitor the public engagement of key employees at competitor companies.
  • ✓ Gather data on what content your ideal customer persona finds interesting.
  • ✓ Deconstruct the content strategy of industry leaders by seeing what they read and like.
  • ✓ Build a targeted content plan by analyzing the activity of a handful of key accounts.

Field Dictionary

How To Run This Extractor

1

Create a list of the LinkedIn profile URLs or just the unique usernames you want to analyze.

2

Paste your list into the 'Profile Usernames or URLs' field.

3

Set the maximum number of reactions you want to retrieve per profile, up to 3000.

4

Run the tool to begin the extraction.

5

Once the run is complete, preview and download your data in CSV, JSON, or Excel format.

Frequently Asked Questions

Do I need a LinkedIn account or session cookies to use this tool?
No. This tool is designed to work without requiring your personal LinkedIn login credentials or cookies.
What's the difference between a 'Profile Username' and a 'Profile URL'?
Is there a limit to how many reactions I can get per profile?
Does this extract comments a person has written?
What format does the data come in?
Can I legally use the data I scrape?
Is this suitable for client work at my agency?
How many profiles can I scrape at once?
How fresh is the data?
Can I schedule this tool to run automatically?