LAGIC
Lead Audience Growth Intelligence Computing
L

LinkedIn Post & Comments Scraper ✅ No cookies — LinkedIn | Lagic

Built ForMarketing & AdvertisingMarket ResearchRecruitment & HR

Extract detailed LinkedIn post content and all associated comments for in-depth analysis.

Curated by Lagic·Verified working

Configure Agent

List of LinkedIn post URLs to scrape

Maximum number of concurrent requests per run

If provided, will be used for authenticated scraping instead of the default session.

Whether to click 'See more comments' to expand the comment list. WARNING: This significantly increases scraping time.

Maximum number of comments to extract if expansion is enabled.

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

LinkedIn post authorFull text of the LinkedIn postURLs of any images in the postURLs of any videos in the postTotal number of reactions on the postList of comments, each including:
https://...https://...https://...https://...78Value...
https://...https://...https://...https://...631Value...
..................
Exports as:CSVXLSXJSON

Overview

This tool extracts comprehensive data from LinkedIn posts, including the author, full text, images, videos, total reactions, and all comments with their authors, text, timestamps, and reactions. Use it to analyze engagement, sentiment, and content strategies.

### Understand LinkedIn Engagement at a Glance The LinkedIn Post & Comments Scraper is designed for anyone needing to gather detailed information directly from public LinkedIn posts and their discussions. Whether you're tracking competitor content, analyzing industry sentiment, or researching specific topics, this tool provides structured data to fuel your insights. **What data you get:** For each LinkedIn post, you'll receive the original author's name, the complete post text, any embedded images or videos, and the total reaction count. Crucially, the tool goes deeper by extracting all associated comments. For every comment, you'll see the author, their full comment text, when it was posted, and how many reactions it received. **Tailor your data collection:** Simply provide a list of LinkedIn post URLs, and the tool takes care of the rest. For posts with extensive discussions, you have the option to `Expand comments`. Be aware that enabling this feature, especially for many posts, will increase the time it takes to complete the scraping process. You can also set a `Max comments` limit to control the volume of data extracted if full expansion isn't needed. For accessing posts that might require a logged-in session, the tool allows you to provide a `LinkedIn li_at session cookie` for authenticated scraping, though it can also operate on publicly accessible posts without one. **Performance and control:** Adjust the `Max concurrency` setting to balance between speed and resource usage, depending on your needs. Standard `Proxy configuration` options are available for managing requests effectively. This data is delivered in a clean, structured format, ready for immediate use in your spreadsheets, databases, or analytics platforms.

Key Capabilities

  • LinkedIn post author
  • Full text of the LinkedIn post
  • URLs of any images in the post
  • URLs of any videos in the post
  • Total number of reactions on the post
  • List of comments, each including:
  • - Comment author
  • - Full text of the comment
  • - Timestamp of the comment
  • - Number of reactions on the comment
  • Marketing agencies analyzing client or competitor content performance and audience engagement on LinkedIn.
  • Market researchers gathering public sentiment and discussion trends around specific industry topics or news events.
  • Sales teams identifying potential leads who are actively engaging with relevant content in their target market.
  • HR professionals monitoring discussions around company culture, job postings, or industry talent trends.
  • Content strategists researching popular post formats, keywords, and discussion points to inform future content creation.
  • Public relations teams tracking mentions and reactions to brand announcements or crisis communications.

Field Dictionary

How To Run This Extractor

1

Copy the URLs of the LinkedIn posts you want to scrape.

2

Paste these post URLs into the 'Post URLs' field.

3

Optionally, provide your 'LinkedIn li_at session cookie' for authenticated access to posts.

4

Decide if you want to 'Expand comments' and set a 'Max comments' limit if needed.

5

Run the tool to begin extracting post and comment data.

6

Download your structured data once the extraction is complete.

Frequently Asked Questions

What technical skills do I need to use this tool?
No coding or advanced technical skills are required. You only need to provide the LinkedIn post URLs.
What format does the extracted data come in?
Is using this tool compliant with LinkedIn's policies?
Can I use this for client projects?
How does 'Expand comments' affect the scraping process?
What is the 'LinkedIn li_at session cookie' for?
How fresh is the data I receive?
Can I schedule recurring data extractions?
Is there a limit to how many posts I can scrape?
What happens if a post URL is invalid?