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Profile Posts Scraper for LinkedIn [No Cookies] — linkedin | Lagic

Built ForMarketing AgenciesB2B SalesRecruiting & HR

Export a LinkedIn user's complete post history and engagement metrics to a spreadsheet.

Curated by Lagic·Verified working

Configure Agent

LinkedIn profile username (e.g., 'satyanadella' or 'linkedin.com/in/satyanadella')

Page number for pagination (first page returns a pagination token for subsequent pages)

Token from previous page response for paginated requests (optional, only needed for pages after first). For example, to get result from page 2, use pagination token from response of page 1

Optional: Limit the number of results per page (1-100)

Enable automatic pagination: Set the total number of posts to scrape. This will override manual pagination settings.

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

Author Information: First and last name, professional headline, profile picture, and LinkedIn profile URL.Post Content: The full text of the post.Publication Date: A machine-readable timestamp and a human-readable date string.Engagement Metrics: A full breakdown of reactions (likes, love, celebrate, support, funny, insightful), total reaction count, comment count, and repost count.Media Attachments: Direct URLs to any images or videos included in the post, along with thumbnails.Linked Articles & Documents: For shared links, you get the article's title, subtitle, URL, and thumbnail. For documents, you get the title, page count, and URL.
https://...Value...2026-04-05301https://...https://...
https://...Value...2026-04-05866https://...https://...
..................
Exports as:CSVXLSXJSON

Overview

Extract all posts from any public LinkedIn profile without using your own account. Get post text, publication dates, and detailed engagement stats (likes, comments, reposts) to analyze content strategies or track influencer activity.

This tool downloads the entire post history from a single public LinkedIn profile. It operates without requiring you to connect your own LinkedIn account or provide session cookies, allowing you to gather data anonymously and safely. ### Who is this for? - **Marketing and Brand Agencies:** Analyze a competitor's content strategy, identify their most successful posts, and generate reports on executive thought leadership for your clients. - **Sales and Business Development Teams:** Research prospects before a call by reviewing their recent posts and shared articles. This provides relevant talking points and shows genuine interest. - **Recruiters and HR Professionals:** Vet candidates by examining their public professional activity, communication style, and engagement with industry topics. - **Researchers and Academics:** Collect datasets on how professionals and influencers discuss specific topics, tracking the evolution of trends over time. ### What you get You receive a structured dataset containing every post from the target profile. For each post, you'll get the full text, publication date, and a detailed breakdown of engagement, including counts for likes, comments, reposts, and each specific reaction type (love, celebrate, support, etc.). The data also includes links to any media (images, videos), attached articles, or documents. If a user reshared someone else's content, you'll get the full details of that original post as well. ### How it works This tool can retrieve a user's entire post history automatically. Simply provide the profile URL and specify the total number of posts you want to collect. The tool will handle pagination behind the scenes, delivering a single, clean dataset at the end.

Key Capabilities

  • ✓ Author Information: First and last name, professional headline, profile picture, and LinkedIn profile URL.
  • ✓ Post Content: The full text of the post.
  • ✓ Publication Date: A machine-readable timestamp and a human-readable date string.
  • ✓ Engagement Metrics: A full breakdown of reactions (likes, love, celebrate, support, funny, insightful), total reaction count, comment count, and repost count.
  • ✓ Media Attachments: Direct URLs to any images or videos included in the post, along with thumbnails.
  • ✓ Linked Articles & Documents: For shared links, you get the article's title, subtitle, URL, and thumbnail. For documents, you get the title, page count, and URL.
  • ✓ Reshared Content: If the post is a reshare, the dataset includes the complete original post and its author's details.
  • ✓ Post URL: A direct link to the individual post on LinkedIn.
  • ✓ Analyze a competitor's content strategy to see which topics, formats, and posting times generate the most engagement.
  • ✓ Build a content calendar by identifying an influencer's most successful posts and adapting their themes to your brand.
  • ✓ Research a sales prospect's recent activity to find personalized conversation starters for outreach emails or calls.
  • ✓ Vet a potential hire's professional persona by reviewing their public posts, shares, and industry commentary.
  • ✓ Compile reports for clients on their executives' thought leadership performance compared to industry benchmarks.
  • ✓ Monitor the activity of key industry journalists or figures to track sentiment and public statements.
  • ✓ Gather data for academic research on communication patterns or topic trends within a specific professional field.

Field Dictionary

How To Run This Extractor

1

Enter the URL or username of the public LinkedIn profile you want to analyze.

2

Specify the total number of posts you want to extract in the 'Total Posts to Scrape' field.

3

Click 'Run' to start the extraction process.

4

Once the run is complete, preview the data and download it as a CSV or Excel file.

Frequently Asked Questions

Do I need a LinkedIn account to use this?
No. This tool works without requiring you to provide your own LinkedIn account or session cookies.
Can I get posts from a private LinkedIn profile?
What's the easiest way to get all posts from a profile?
Does this tool extract the actual comments on each post?
Can I use this for a LinkedIn Company Page?
How fresh is the data?
What formats can I export the data in?
Is this suitable for client work?
How do I handle profiles with thousands of posts?
Is it legal to scrape LinkedIn posts?