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Linkedin Post Comments Scraper (No Cookie) — LinkedIn | Lagic

Built For

Extract all comments and commenter data from any public LinkedIn post without needing a login.

Curated by Lagic·Verified working

Configure Agent

List of LinkedIn post URLs or URNs to scrape comments from. Enter one URL/URN per line.

Choose how to sort the comments before scraping.

Maximum number of comments to scrape from each post. Minimum is 10 comments. Default is 10.

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

Full text of each commentFull text of all replies to each commentCommenter's full name, professional headline, and profile URLURL for the commenter's profile pictureThe exact date and time the comment was postedTotal reaction count for the comment
Value...Value...https://...https://...2026-04-05219
Value...Value...https://...https://...2026-04-05544
..................
Exports as:CSVXLSXJSON

Overview

Extract all comments from any public LinkedIn post without needing a session cookie. Get commenter names, headlines, profile URLs, reaction counts, and full comment text to analyze audience sentiment and identify potential leads.

## Analyze Engagement at Scale LinkedIn is a hub for professional conversation, but its interface makes it difficult to analyze comment sections in bulk. This tool solves that by taking one or more public LinkedIn post URLs and returning a structured dataset of all the comments, including replies. ## Data You Can Act On The output isn't just a list of comments. You get detailed information on each person who commented, including their name, professional headline, and a link to their profile. This is invaluable for understanding who is engaging with specific content. You'll also receive a full breakdown of reactions for each comment (likes, praise, interest, etc.), timestamps, and the specific comment URL. ## No Account, No Problem A key feature of this tool is that it does not require you to provide a LinkedIn session cookie or log in with your account. This simplifies the process, removes a technical hurdle, and means your personal account activity is never mixed with your data extraction work. ### Who is this for? * **Sales & Business Development:** Identify engaged professionals commenting on industry-specific posts. These are warm leads who have declared their interest in a topic. * **Marketing & Brand Managers:** Monitor audience sentiment on company announcements, competitor posts, or influencer content. Gather testimonials and user feedback directly from the source. * **Market Researchers:** Collect qualitative data on public opinion around specific business topics, products, or news events. * **Recruiters:** Source potential candidates by seeing who is an active participant in conversations related to your industry.

Key Capabilities

  • Full text of each comment
  • Full text of all replies to each comment
  • Commenter's full name, professional headline, and profile URL
  • URL for the commenter's profile picture
  • The exact date and time the comment was posted
  • Total reaction count for the comment
  • A detailed breakdown of reaction types (Like, Praise, Empathy, etc.)
  • The number of replies to each comment
  • A direct URL to the individual comment
  • Analyze competitor post engagement to see what topics resonate with their audience.
  • Identify potential leads by finding professionals who comment on industry-specific posts.
  • Gather public feedback and sentiment on a new product launch or company announcement.
  • Find subject matter experts by identifying who leaves insightful comments on popular posts.
  • Monitor brand mentions and public sentiment in the comments of relevant industry news.
  • Collect testimonials and user-generated content from positive comments on company posts.
  • Measure the community response to a marketing campaign by tracking comment volume and reactions.

Field Dictionary

How To Run This Extractor

1

Gather a list of public LinkedIn post URLs you want to analyze.

2

Paste the URLs into the 'LinkedIn Post URLs or URNs' field, one per line.

3

Choose to sort the comments by 'Most relevant' or 'Most recent'.

4

Set the 'Maximum Comments Per Post' you wish to extract.

5

Run the tool.

6

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

Frequently Asked Questions

Do I need a LinkedIn account to use this?
No. This tool does not require a LinkedIn account or a session cookie, which is a key feature.
Can I get comments from private posts or groups?
What format will I get the data in?
Is it legal to scrape comments from LinkedIn?
How many comments can I extract from a single post?
Does this tool extract replies to comments?
Can I use this for my agency's clients?
How is this better than just reading the comments on the website?
Can I schedule this to run automatically?
How fresh is the data?