LinkedIn Post Comments Scraper (No Cookies)⚡ — linkedin | Lagic

Built For

Extract all comments and commenter profiles from any public LinkedIn post.

Curated by Lagic·Verified working

Configure Agent

Posts

Queries to search LinkedIn profiles by name.

Maximum number of comments to scrape per each post

Posted Limit (filter)

Fetch comments no older than X time. Options: '24h', 'week', 'month'.

Scrape RepliesEnable / True

Whether to scrape replies to comments.

Profile Scraper Mode

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.

Lagic Proxy

Lagic ResidentialRecommended

1,650 credits / GB

Real device IPs — best success rate on protected sites

Lagic Datacenter

450 credits / run

Fast & affordable, works on most sites

Lagic SERP

825 credits / 1,000 results

Specialized routing for search-result pages

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

Comment text	Date and time the comment was posted	Comment engagement stats (likes, number of replies)	Direct URL to the comment	Commenter's full name	Commenter's job title or headline
Value...	2026-04-05	551	https://...	Sample Text...	Sample Text...
Value...	2026-04-05	288	https://...	Sample Text...	Sample Text...
...	...	...	...	...	...

Exports as:CSVXLSXJSON

Overview

Scrape comments from any public LinkedIn post to analyze audience sentiment, identify engaged leads, or track brand mentions. Includes commenter profile data like job title, company, and follower count.

This tool extracts comments and, optionally, replies from any public LinkedIn post you specify. More than just the text, it captures a detailed profile of every person who commented, giving you a direct line to your most engaged audience. A key feature is that it operates without requiring your personal LinkedIn cookies, making it a safer and more reliable option for continuous data collection. ### Who is this for? This tool is built for anyone who needs to understand the conversations happening on LinkedIn. This includes: * **Sales and Lead Generation Teams:** Identify professionals actively discussing problems your product solves. These are high-intent leads ready for a conversation. * **Marketing and Social Media Managers:** Analyze audience sentiment on your own posts, competitor announcements, or industry news. Find user-generated content and identify key opinion leaders. * **Recruiters:** Source passive candidates by finding experts who are actively participating in discussions related to your open roles. * **Market Researchers:** Gather qualitative data on public opinion, pain points, and emerging trends directly from your target audience. ### What you get For each post, you receive a structured list of every comment, including the comment text, its publication date, and engagement numbers (likes). Critically, you also get detailed information on the commenter. You can choose between a 'Short' profile snapshot (name, headline, company, profile URL) or a 'Full' profile extraction, which includes their entire work history, education, skills, and more. You can also choose to scrape the replies to each comment, giving you the full context of the conversation.

Key Capabilities

✓ Comment text
✓ Date and time the comment was posted
✓ Comment engagement stats (likes, number of replies)
✓ Direct URL to the comment
✓ Commenter's full name
✓ Commenter's job title or headline
✓ Commenter's current company
✓ Direct URL to the commenter's LinkedIn profile
✓ Commenter's follower and connection counts
✓ Full commenter profile data including work experience, education, and skills (when 'Full' mode is selected)
✓ Full text and author data for replies to each comment (if enabled)
✓ Lead Generation: Find engaged professionals commenting on industry-relevant posts and extract their profile data to build targeted outreach lists.
✓ Sentiment Analysis: Gauge audience reaction to a company announcement, product launch, or a competitor's post by analyzing the tone and content of comments.
✓ Influencer Identification: Spot influential voices and subject matter experts in your niche by analyzing who is driving conversation on key industry posts.
✓ Community Management: Track conversations on your own company's posts to respond to feedback and engage directly with your audience.
✓ Market Research: Understand what topics, pain points, and questions are resonating with a target audience by analyzing the discussions they participate in.
✓ Recruitment Sourcing: Identify potential candidates who are actively discussing technologies, skills, or industry trends related to an open role.
✓ Competitor Analysis: Monitor comments on competitor posts to understand their audience's feedback, feature requests, and pain points.

Field Dictionary

How To Run This Extractor

Provide a list of one or more public LinkedIn post URLs in the 'Posts' field.

Set the maximum number of comments you want to retrieve from each post.

Optionally, filter comments by age, such as 'last 24 hours' or 'last week'.

Choose whether to include replies by toggling the 'Scrape Replies' option.

Select 'Short' for basic commenter info or 'Full' for their detailed professional history.

Run the tool and download your data as a spreadsheet or JSON file.

Frequently Asked Questions

Do I need a LinkedIn account or provide cookies?

No. This tool operates without requiring your personal LinkedIn session cookies, which makes it safer to use and more reliable for scheduled runs.