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Profile Comments Scraper for LinkedIn [No Cookies] — LinkedIn | Lagic

Built ForB2B SalesMarketing AgenciesRecruitment Firms

Download all comments from a LinkedIn user's entire activity feed to analyze audience engagement and identify leads.

Curated by Lagic·Verified working

Configure Agent

List of LinkedIn profile identifiers. You can use either: - Usernames (e.g., 'satyanadella') - Profile URLs (e.g., '') - Comma-separated values will be split automatically

Maximum number of comments to extract per profile (1-3000). The agent will automatically paginate through all pages until reaching this limit. Default is 100 comments per profile

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 commentLink to the specific commentCommenter's full name, job title/headline, and LinkedIn Profile URLCommenter's profile picture URLDate and time the comment was postedEngagement statistics for the comment, including total reactions and a breakdown by type (like, praise, etc.)
Value...https://...https://...https://...2026-04-05Value...
Value...https://...https://...https://...2026-04-05Value...
..................
Exports as:CSVXLSXJSON

Overview

Extracts every comment from a specific LinkedIn user's recent posts. Get the commenter's profile details, the comment text, and data on the original post, all without needing a LinkedIn account.

This tool gathers all public comments made on the recent posts of any LinkedIn profile you specify. It's designed for sales teams, marketers, and researchers who need to understand audience engagement, identify potential leads, or analyze public sentiment at scale. Instead of manually clicking through a profile's activity feed, you can provide a list of LinkedIn profile URLs or usernames. The tool then visits their recent posts and extracts every comment left by other users. The key benefit is that this works without requiring you to connect your own LinkedIn account, which protects your account's safety. Each comment comes with a rich dataset. You get the full text of the comment, a link to it, and a complete profile of the person who wrote it, including their name, job title, and a link to their own LinkedIn profile. It also provides the context of the original post—what the post said, who wrote it, and its overall engagement statistics (likes, reposts, etc.). This allows you to see not just what was said, but on which topics and by whom, creating a structured dataset for analysis.

Key Capabilities

  • ✓ Full text of each comment
  • ✓ Link to the specific comment
  • ✓ Commenter's full name, job title/headline, and LinkedIn Profile URL
  • ✓ Commenter's profile picture URL
  • ✓ Date and time the comment was posted
  • ✓ Engagement statistics for the comment, including total reactions and a breakdown by type (like, praise, etc.)
  • ✓ The full text of the original post that was commented on
  • ✓ The original post's author's name, title, and profile URL
  • ✓ Engagement statistics for the original post (reactions, comments, reposts)
  • ✓ Link to the original post
  • ✓ Any images or videos included in the original post
  • ✓ Identify engaged prospects by scraping comments on a decision-maker's posts.
  • ✓ Analyze audience sentiment and common questions on a competitor's executive posts.
  • ✓ Discover active professionals in a niche by monitoring comments on an influencer's content.
  • ✓ Track public conversations and feedback on your company's executive leadership posts.
  • ✓ Source content ideas by identifying the most-discussed topics on thought leader profiles.
  • ✓ Gather qualitative market research data by analyzing discussions within a specific industry circle.
  • ✓ Find potential candidates for recruitment who are actively participating in industry-related discussions.

Field Dictionary

How To Run This Extractor

1

Provide a list of one or more LinkedIn profile URLs or usernames.

2

Enter the maximum number of comments you want to retrieve for each profile.

3

Click the "Run" button to start the data extraction.

4

The tool will navigate the recent activity of each profile and collect the comments.

5

Once the run is complete, download the data as a CSV, JSON, or Excel file.

Frequently Asked Questions

Do I need a LinkedIn account or have to provide cookies?
No. This tool operates without requiring your LinkedIn account credentials or session cookies, which helps protect your account from being flagged.
What formats can I export the data in?
Is it legal to scrape comments from LinkedIn?
How many profiles can I scrape at once?
Is this tool suitable for client work at my agency?
What's the main difference between this tool and others that scrape a single post?
How reliable is the data?
Can I schedule this to run automatically?
How up-to-date is the information?
Can it get comments from private LinkedIn profiles?
What is the 'commenter subtitle' in the data?