LAGIC
Lead Audience Growth Intelligence Computing
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๐Ÿš€ LinkedIn Posts Scraper โšก No Login Required โ€” LinkedIn | Lagic

Built ForMarketing AgenciesMarket Research FirmsContent Creators & Influencers

Detailed Insights from Public LinkedIn Posts, No Login Needed

Curated by LagicยทVerified working

Configure Agent

Enter the Linkedin URLs of the posts you want to scrape.

Results to deliver

7,600 credits

This agent actively searches live listings โ€” 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

76 credits per result
โœ“ 30 free credits on signupโœ“ Refund if 0 resultsโœ“ No card required

Sample Data Preview

Full post text and HTML contentDate and timestamp of the postNumber of likes and commentsEmbedded links and external link dataAll hashtags used in the postURLs of images and videos
Value...2026-04-05247https://...Value...https://...
Value...2026-04-0516https://...Value...https://...
..................
Exports as:CSVXLSXJSON

Overview

Extract comprehensive data from public LinkedIn posts, including text, media, engagement metrics, hashtags, and author details, without requiring a LinkedIn account login. Ideal for content analysis and trend monitoring.

### Understand LinkedIn Content at Scale This tool is designed for anyone needing to analyze specific LinkedIn posts without the friction of logging into a personal account. By simply providing the URLs of public LinkedIn posts, you gain access to a rich dataset that goes far beyond what's visible at a glance. It's perfect for marketers, researchers, and content strategists who need to understand content performance, author activity, and audience engagement. ### What Data You Can Expect You'll receive granular details about each post, including its full text, any embedded links, images, and videos. For deeper analysis, the tool provides a list of hashtags used, companies and people tagged, and crucial engagement metrics like the number of likes and comments. If a post is a repost, you'll even get details about the original content. This level of detail allows for thorough content audits, competitive analysis, and trend spotting. ### Beyond the Post Itself Beyond the post's content and direct engagement, the tool also retrieves information about the author, such as their profile picture, account type, and their total number of followers, posts, and articles. This context helps you evaluate the reach and influence behind the content. You can also see the top visible comments, offering a glimpse into the immediate public reaction and discussion around the post. ### Ideal for Public Data Collection Crucially, this tool operates without requiring you to log into a LinkedIn account, which is a significant advantage for collecting public data without risking account activity. This makes it a reliable choice for consistent, large-scale data gathering where maintaining anonymity or avoiding account flags is important.

Key Capabilities

  • โœ“ Full post text and HTML content
  • โœ“ Date and timestamp of the post
  • โœ“ Number of likes and comments
  • โœ“ Embedded links and external link data
  • โœ“ All hashtags used in the post
  • โœ“ URLs of images and videos
  • โœ“ Names and links of tagged companies and people
  • โœ“ Top visible comments with author details
  • โœ“ Author's profile picture and account type
  • โœ“ Author's follower count, number of posts, and articles
  • โœ“ Details if the post is a repost, including original text and author
  • โœ“ Information on document attachments (cover image, page count)
  • โœ“ Video duration and thumbnail URL
  • โœ“ Perform competitive content analysis by tracking competitor post performance and content strategies.
  • โœ“ Monitor industry trends and hot topics by analyzing hashtags, embedded links, and engagement across relevant posts.
  • โœ“ Conduct market research by gathering public sentiment and discussions around specific products, services, or events.
  • โœ“ Analyze influencer content effectiveness by examining post types, media, and engagement from key opinion leaders.
  • โœ“ Build datasets of high-performing content for content strategy development and ideation.
  • โœ“ Track brand mentions and public perception by scraping posts that reference your company or keywords.
  • โœ“ Evaluate the overall activity and reach of specific LinkedIn content creators or company pages.
  • โœ“ Gather data for academic research on professional networking, content virality, or online discourse.
  • โœ“ Identify top comments on posts to understand audience questions, feedback, or common themes.
  • โœ“ Audit specific campaigns by collecting data on all associated posts and their performance metrics.

Field Dictionary

How To Run This Extractor

1

Navigate to the tool's input form.

2

Paste one or more public LinkedIn post URLs into the designated 'LinkedIn Post URLs' field.

3

Initiate the data extraction process by running the tool.

4

The tool visits each provided URL and systematically extracts all available public data.

5

Once complete, your structured data output is ready for download or further analysis.

6

Review the output file containing detailed post information, engagement metrics, and author data.

Frequently Asked Questions

Do I need a LinkedIn account to use this tool?
No, this tool operates without requiring any LinkedIn login credentials or cookies. You only need the public URL of the posts you wish to scrape.
What format does the extracted data come in?
How fresh is the data?
Can I get historical data for posts?
Is there a limit to how many posts I can scrape?
What kind of details does it provide about comments?
Can I extract data on who liked a post?
Is this tool suitable for client work?
How reliable is the data extraction?
What if a post contains a document, like a PDF?