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LinkedIn Profile Reactions Scraper (No Cookies) ✅ — LinkedIn | Lagic

Built For

Get a complete list of all posts a LinkedIn user has recently reacted to.

Curated by Lagic·Verified working

Configure Agent

List of LinkedIn profile URLs to scrape reactions from.

Maximum number of reactions to scrape per each profile

Fetch posts no older than X time. Options: '24h', 'week', 'month'.

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

The type of reaction (e.g., Like, Celebrate, Support, Love, Insightful, Funny).The full content of the post the user reacted to, including text, images, and video links.Details on the original post's author, including their name, professional headline, and LinkedIn profile URL.Engagement statistics for the original post, such as the total number of likes, comments, and shares.Direct links to both the original post and the reaction itself.Timestamps for when the post was published and when the reaction was scraped.
Value...https://...https://...643https://...2026-04-05
Value...https://...https://...606https://...2026-04-05
..................
Exports as:CSVXLSXJSON

Overview

Extract the recent activity of any LinkedIn user by providing their profile URL. Get a list of posts they've liked, celebrated, or supported to understand their interests and engagement patterns without using your own LinkedIn account.

This tool provides a detailed log of a LinkedIn user's recent reactions—the likes, celebrations, and other engagements they've had with posts in their feed. By simply providing one or more LinkedIn profile URLs, you can see the content that resonates with your prospects, candidates, or competitors. Unlike many other tools, this scraper does not require you to provide your own LinkedIn session cookies. This simplifies setup and means you can gather data without directly involving your personal account. ### Who is this for? * **Sales & Business Development:** Research a prospect's professional interests before a discovery call. See what topics they're following, which companies they engage with, and what industry news catches their eye. This provides valuable context for building rapport and tailoring your pitch. * **Recruiters & HR:** Go beyond the resume to understand a candidate's professional persona. See if their engagement aligns with your company culture and the role's requirements. It's a modern form of reference checking. * **Marketers & Strategists:** Analyze the activity of key influencers or target personas in your industry. Identify content trends and find potential partners or brand advocates by seeing who is already amplifying messages similar to yours.

Key Capabilities

  • ✓ The type of reaction (e.g., Like, Celebrate, Support, Love, Insightful, Funny).
  • ✓ The full content of the post the user reacted to, including text, images, and video links.
  • ✓ Details on the original post's author, including their name, professional headline, and LinkedIn profile URL.
  • ✓ Engagement statistics for the original post, such as the total number of likes, comments, and shares.
  • ✓ Direct links to both the original post and the reaction itself.
  • ✓ Timestamps for when the post was published and when the reaction was scraped.
  • ✓ Information on any attached articles, including title, description, and link.
  • ✓ The target profile URL you provided for easy cross-referencing.
  • ✓ Prospect Intelligence for Sales Teams: Before a sales call, analyze a key decision-maker's recent LinkedIn reactions to understand their priorities and find relevant conversation starters.
  • ✓ Candidate Vetting for Recruiters: Evaluate a potential hire's professional interests and online demeanor by reviewing the content they engage with.
  • ✓ Influencer and Advocate Discovery: Identify potential brand advocates or marketing partners by finding users who frequently react to content in your niche.
  • ✓ Competitive Analysis: Monitor the public engagement of key employees at competitor companies to gauge their focus and strategic interests.
  • ✓ Content Strategy Research: Understand what kind of content resonates with your target audience by analyzing the activity of ideal customer profiles.
  • ✓ Networking and Relationship Building: Find common ground with new contacts by seeing which articles, posts, and thought leaders you both follow and engage with.

Field Dictionary

How To Run This Extractor

1

Add one or more LinkedIn profile URLs to the 'Profiles' field.

2

Set the maximum number of reactions you wish to retrieve for each profile.

3

Optionally, filter for reactions on posts published within a specific time frame, like 'last month' or 'last year'.

4

Run the tool to begin scraping.

5

Once the run is finished, download the collected data as a spreadsheet or JSON file.

Frequently Asked Questions

Do I need a LinkedIn account or session cookies to use this?
No. This tool operates without requiring your personal LinkedIn login or session cookies, which simplifies its use.
What's the difference between this and a profile post scraper?
Can I scrape reactions from a private LinkedIn profile?
How far back in time can I get reactions?
What format does the data come in?
Is it legal to scrape LinkedIn reactions?
Can I get reactions for a list of multiple profiles at once?
How many reactions can I scrape?
Can I schedule this tool to run automatically?
How current is the data?