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Post Comments & Engagements Scraper for LinkedIn | No Cookies — LinkedIn | Lagic

Built ForB2B SaaSMarketing & AdvertisingFinancial Services

Extract all comments and reactions from any public LinkedIn post.

Curated by Lagic·Verified working

Configure Agent

List of LinkedIn post identifiers. You can use any of these formats: - Numeric post IDs (e.g., '7289521182721093633') - Activity URLs (e.g., '') - Full post URLs (e.g., '') - Comma-separated values will be split automatically

Page number for pagination (starts from 1)

How comments should be sorted

Optional: Limit the number of comments returned per post (1-100)

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

Full text of each comment and its replies.Commenter's full name, professional headline, profile picture, and direct profile URL.Precise post date and time for each comment.Detailed engagement stats for each comment, including total reactions and a breakdown by type (like, praise, empathy, etc.).Unique ID and direct URL for each comment.A summary of the extraction job, including the number of comments retrieved and posts successfully processed.
Value...https://...2026-04-05Value...https://...707
Value...https://...2026-04-05Value...https://...777
..................
Exports as:CSVXLSXJSON

Overview

Scrape comments, replies, and detailed engagement data from public LinkedIn posts. Ideal for sentiment analysis, lead generation, and competitor research without needing your LinkedIn account.

LinkedIn post discussions are a rich source of customer sentiment, sales leads, and competitive intelligence. However, manually tracking and analyzing this data across multiple posts is impractical. This tool automates the extraction of all comments, replies, and engagement metrics from any public LinkedIn post URL. ### Who benefits from this data? - **Marketing Agencies & Brand Managers:** Monitor campaign reception and brand sentiment in real-time by analyzing the tone and content of comments on company announcements or sponsored posts. - **Sales & Business Development Teams:** Identify high-intent leads by finding professionals who ask relevant questions or express needs in the comments of industry-related posts. The commenter's profile URL and headline provide immediate context for outreach. - **Market Researchers:** Gather qualitative data by analyzing public opinion on trends, products, and competitor news. The breakdown of reactions (like, praise, interest, etc.) offers a nuanced view of audience sentiment. - **PR & Corporate Communications:** Track the public response to press releases, company news, and executive posts to manage brand reputation and identify key discussion points. The key advantage of this tool is its ability to operate without requiring your LinkedIn cookies or login credentials, ensuring your account remains secure and the setup is straightforward. You can analyze multiple posts in a single run, sort comments by recency or relevance, and get a structured dataset ready for analysis.

Key Capabilities

  • ✓ Full text of each comment and its replies.
  • ✓ Commenter's full name, professional headline, profile picture, and direct profile URL.
  • ✓ Precise post date and time for each comment.
  • ✓ Detailed engagement stats for each comment, including total reactions and a breakdown by type (like, praise, empathy, etc.).
  • ✓ Unique ID and direct URL for each comment.
  • ✓ A summary of the extraction job, including the number of comments retrieved and posts successfully processed.
  • ✓ Identify sales leads by extracting commenters who express buying intent on a competitor's product post.
  • ✓ Monitor brand sentiment by analyzing the comments and reaction breakdown on a recent company announcement.
  • ✓ Discover potential influencers or brand advocates by finding the most engaged commenters on industry-specific content.
  • ✓ Gather unfiltered product feedback by scraping all comments from a launch post.
  • ✓ Perform competitor analysis by tracking audience engagement on their key LinkedIn posts.
  • ✓ Source user-generated content and testimonials from positive comments on marketing campaigns.
  • ✓ Populate a social media listening dashboard with fresh comment data for trend analysis.

Field Dictionary

How To Run This Extractor

1

Gather the URLs of one or more public LinkedIn posts you want to analyze.

2

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

3

Select whether to sort comments by 'most recent' or 'most relevant'.

4

Set a limit for the number of comments to retrieve from each post (up to 100).

5

Run the tool and wait for the extraction to complete.

6

Download the collected comment and engagement data as a CSV, JSON, or Excel file.

Frequently Asked Questions

Do I need a LinkedIn account or provide my cookies?
No. This tool operates without needing your personal LinkedIn credentials or session cookies, which makes it safer to use.
Can I scrape comments from private posts or groups?
What's the difference between 'most recent' and 'most relevant' sorting?
Is there a limit to how many comments I can extract per post?
Does this tool get the content of the original post?
What formats can I export the data in?
Is it suitable for client work at an agency?
Can I schedule this tool to run automatically?
How fresh is the data?
How is cost determined?