LAGIC
Lead Audience Growth Intelligence Computing
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Post Data Scraper for LinkedIn | No Cookies — LinkedIn | Lagic

Built For

Extract full data from any public LinkedIn post without needing an account.

Curated by Lagic·Verified working

Configure Agent

List of LinkedIn post identifiers. You can use either: - Full post URLs (e.g., '') - Post IDs (e.g., '7302346926123798528') - Comma-separated values will be split automatically

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.

Lagic Proxy

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

Author Information: Full name, professional headline, follower count, profile picture, and profile URL.Post Content: The complete text of the post, its unique ID, direct URL, and creation timestamp.Engagement Metrics: Total number of reactions, comments, and shares.Detailed Reaction Breakdown: Specific counts for 'appreciation', 'empathy', 'entertainment', 'interest', 'like', and 'praise'.Media Details: For posts with images or videos, provides the media type, URL, dimensions, and other technical specifications.Input URL: The original post URL or ID you provided for easy reference.
https://...https://...62935https://...https://...
https://...https://...541242https://...https://...
..................
Exports as:CSVXLSXJSON

Overview

Get author details, post text, media, and complete engagement stats from any public LinkedIn post using just its URL. Ideal for competitor analysis and content strategy.

This tool extracts detailed information from public LinkedIn posts, requiring only the post's URL or ID. The standout feature is that it operates without needing a LinkedIn account or session cookies, allowing you to gather data anonymously and without risk to your personal account. It's designed for marketers, brand managers, content strategists, and researchers who need to analyze content performance on LinkedIn. You can retrieve a comprehensive breakdown of engagement, including not just the total number of likes, comments, and shares, but also the specific counts for each of the six reaction types (like, praise, interest, etc.). Beyond metrics, the tool captures the full post text, details about the author (name, headline, follower count, profile URL), and information on any included media like images or videos. This allows for deep analysis of competitor content strategies, tracking campaign performance, or identifying influential voices within a specific industry niche.

Key Capabilities

  • ✓ Author Information: Full name, professional headline, follower count, profile picture, and profile URL.
  • ✓ Post Content: The complete text of the post, its unique ID, direct URL, and creation timestamp.
  • ✓ Engagement Metrics: Total number of reactions, comments, and shares.
  • ✓ Detailed Reaction Breakdown: Specific counts for 'appreciation', 'empathy', 'entertainment', 'interest', 'like', and 'praise'.
  • ✓ Media Details: For posts with images or videos, provides the media type, URL, dimensions, and other technical specifications.
  • ✓ Input URL: The original post URL or ID you provided for easy reference.
  • ✓ Analyze the content strategy of a top competitor by extracting data from their most-engaged posts.
  • ✓ Track the weekly performance of a marketing campaign by monitoring engagement metrics on specific posts.
  • ✓ Gather quantitative data on audience sentiment by analyzing the breakdown of reactions (e.g., 'like' vs. 'praise').
  • ✓ Identify potential influencers or key opinion leaders by analyzing posts related to a specific topic.
  • ✓ Build a performance benchmark by collecting engagement data from industry-leading companies.
  • ✓ Create a content dashboard that automatically pulls the latest engagement stats for your own posts.
  • ✓ Compile research on industry trends by analyzing the text and engagement of popular posts.

Field Dictionary

How To Run This Extractor

1

Find the public LinkedIn posts you want to analyze.

2

Copy the full post URLs or just the numerical IDs.

3

Paste the list of URLs or IDs into the input field.

4

Run the tool to begin the extraction.

5

Download the collected data, including author info and engagement stats, as a JSON or CSV file.

Frequently Asked Questions

Do I need a LinkedIn account or session cookie for this to work?
No. This tool works using only the public URL of a LinkedIn post and does not require you to log in or provide any cookies.
Can I get the text of the comments on a post?
Will this work on private posts or posts in private groups?
What's the difference between a Post URL and a Post ID?
Is it legal to scrape data from LinkedIn posts?
How many posts can I scrape at once?
In what formats can I download the data?
Can I schedule this tool to run automatically?
How fresh is the data?
Is this tool suitable for client work at an agency?