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LinkedIn Post Reactions Scraper (No Cookies)⚡ — LinkedIn | Lagic

Built ForSales & Business DevelopmentMarketing AgenciesRecruitment & HR

Uncover Who Engages with LinkedIn Posts and Why

Curated by Lagic·Verified working

Configure Agent

Queries to search LinkedIn profiles by name.

Maximum number of reactions to scrape per each post

Select specific reaction types to scrape. If none selected, all reaction types will be scraped.

Choose the mode for scraping LinkedIn profiles. The Short mode provides basic information, while the Full mode includes full detailed profile data.

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

List of LinkedIn posts analyzedMaximum number of reactions scraped per postSpecific reaction types filtered (e.g., Like, Celebrate, Insightful)For each reactor: full name, current job title and company, LinkedIn profile URLDetailed background information (education, experience, skills, certifications)Geographic location, industries, and languages spoken by the reactor
https://...60Value...https://...Value...Value...
https://...486Value...https://...Value...Value...
..................
Exports as:CSVXLSXJSON

Overview

This tool extracts detailed reaction data from LinkedIn posts, including who reacted, their specific reaction type, and comprehensive profile information, all without needing your LinkedIn account credentials. It helps you analyze content performance and identify engaged individuals for targeted outreach.

### Understand Your Audience's Engagement To truly grasp content performance and identify high-intent prospects on LinkedIn, you need to look beyond simple reaction counts. This tool goes deeper, extracting not just *how many* people reacted to a post, but *who* they are and *what type* of reaction they gave. Imagine knowing that a C-level executive 'celebrated' your competitor's recent product launch, or that a key decision-maker found your industry analysis 'insightful'. This level of detail transforms engagement metrics into actionable business intelligence. ### Detailed Profile Insights for Every Reactor For each individual who reacts to a specified LinkedIn post, this tool provides rich profile data. You can choose between a 'short' mode for essential information or a 'full' mode for an extensive breakdown. The full profile data includes their current and past work experience (company names, positions, durations), educational background, skills, certifications, languages, and even their geographic location. This comprehensive view allows for precise audience segmentation and highly personalized outreach strategies. ### Fuel Your Lead Generation and Content Strategy Sales teams can identify warm leads by pinpointing professionals who engage with relevant industry content, whether it's their own posts, competitor announcements, or thought leadership pieces. Recruiters can find active and interested candidates by observing who reacts to job postings or company news. Marketing agencies and content creators can analyze which topics and formats resonate most with their target demographics, informing future content calendars and campaign adjustments. The ability to filter by specific reaction types (like, insightful, celebrate, etc.) further refines your data, allowing you to focus on the strongest signals of interest. Crucially, this tool operates without requiring your LinkedIn cookies or account login, which can be a significant advantage for security and ease of use.

Key Capabilities

  • List of LinkedIn posts analyzed
  • Maximum number of reactions scraped per post
  • Specific reaction types filtered (e.g., Like, Celebrate, Insightful)
  • For each reactor: full name, current job title and company, LinkedIn profile URL
  • Detailed background information (education, experience, skills, certifications)
  • Geographic location, industries, and languages spoken by the reactor
  • Profile picture URL and other public profile elements
  • Identify warm leads for sales by finding individuals who reacted positively to industry-relevant posts.
  • Analyze competitor content performance by understanding who engages with their updates and what their roles are.
  • Benchmark your own content by tracking reaction types and the demographics of your most engaged audience members.
  • Discover potential talent by observing professionals reacting to company news or job-related posts.
  • Inform content strategy by identifying which topics and reaction types resonate most with your target personas.
  • Segment audiences for personalized marketing campaigns based on their engagement with specific LinkedIn content.
  • Monitor influencer engagement to understand their audience and the types of content that drive reactions.

Field Dictionary

How To Run This Extractor

1

Provide the URLs of the LinkedIn posts you want to analyze in the 'Posts' input field.

2

Specify the 'Maximum number of reactions to scrape per each post' if you don't need all available reactions.

3

Optionally, use the 'Reaction Type Filter' to select specific types of reactions (e.g., 'Like', 'Celebrate', 'Insightful') you wish to collect.

4

Choose your desired level of detail for reactor profiles by selecting either 'short' for basic info or 'main' for full profile data in the 'Profile Scraper Mode'.

5

Run the tool, and it will process the specified posts to gather reaction and reactor profile data.

6

Once complete, download your structured data file containing all the collected LinkedIn post reaction and profile information.

Frequently Asked Questions

What skill level is required to use this tool?
No coding or technical skills are needed. You simply provide the LinkedIn post URLs and configure a few settings.
What export formats are available for the data?
How does this tool handle LinkedIn's policies and my account security?
Can I use this for client work or agency projects?
What is the difference between 'short' and 'full' profile scraper modes?
How fresh is the data I receive?
Is there a limit to how many reactions I can scrape?
Can I filter reactions by type, like 'celebrate' or 'insightful'?
How does the pricing work for this tool?
Can I automate runs to continuously monitor post engagement?