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Linkedin Profile Posts Scraper (No Cookie) — LinkedIn | Lagic

Built For

Extract posts, engagement metrics, and media from any public LinkedIn profile without logging in.

Curated by Lagic·Verified working

Configure Agent

List of LinkedIn usernames or profile URLs to scrape posts from. Enter one username/URL per line. URLs will be automatically converted to usernames.

Maximum number of posts to scrape from each profile. Minimum is 10 posts. Default is 10.

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

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

Full post text and unique post URLDetailed engagement counts: total reactions, comments, and repostsBreakdown of reaction types: Like, Celebrate, Support, Love, Insightful, and FunnyAuthor details: name, headline, and profile URLAttached media: image URLs, article links with titles, and document detailsPost timestamp and date
https://...869Value...https://...https://...2026-04-05
https://...609Value...https://...https://...2026-04-05
..................
Exports as:CSVXLSXJSON

Overview

Scrape posts from public LinkedIn profiles to analyze content and engagement data, including text, reactions, comments, and media. No LinkedIn account or login cookie is required.

This tool gathers all posts from a list of public LinkedIn profiles, providing the data needed for competitive analysis, content strategy, and market research. Because it doesn't require a session cookie or login, it offers a more stable way to collect public post data without putting a personal or company LinkedIn account at risk. It extracts the full text of each post, a detailed breakdown of engagement metrics (likes, comments, reposts, and specific reactions like 'Insightful' or 'Celebrate'), and information about the author. The tool also captures any attached media, including images, shared articles with their titles and URLs, and documents. If a post is a reshare, it retrieves details about the original post and its author, giving you a complete picture of the content's journey. This is ideal for marketing agencies, sales teams, and researchers who need to track what competitors, clients, or industry leaders are posting. By analyzing top-performing content, you can identify trends, refine your own content calendar, and find new opportunities for engagement.

Key Capabilities

  • ✓ Full post text and unique post URL
  • ✓ Detailed engagement counts: total reactions, comments, and reposts
  • ✓ Breakdown of reaction types: Like, Celebrate, Support, Love, Insightful, and Funny
  • ✓ Author details: name, headline, and profile URL
  • ✓ Attached media: image URLs, article links with titles, and document details
  • ✓ Post timestamp and date
  • ✓ Complete data for any reshared posts, including the original author's information and engagement metrics
  • ✓ Details for job postings, including company name, title, and location
  • ✓ Analyze Competitor Content Strategy: Scrape the posts of your top 5 competitors to identify their most successful content formats, posting frequency, and engagement patterns.
  • ✓ Identify Potential Influencers: Extract posts from thought leaders in your industry to vet their content quality and audience engagement before starting an outreach campaign.
  • ✓ Build a Content Calendar: Gather data on top-performing posts in your niche to generate ideas and build a data-informed content schedule.
  • ✓ Market and Trend Research: Monitor the posts of key executives and companies in a specific industry to understand emerging topics and market sentiment.
  • ✓ Sales Prospecting Intelligence: Track the recent activity of key prospects to find relevant conversation starters and engagement triggers for personalized outreach.
  • ✓ Brand Monitoring: Collect posts from company executives or brand evangelists to measure the reach and reception of their content.

Field Dictionary

How To Run This Extractor

1

Create a list of public LinkedIn profile URLs or just their usernames.

2

Paste this list into the 'LinkedIn Usernames or Profile URLs' field.

3

Set the maximum number of recent posts you want from each profile.

4

Run the tool to start the extraction.

5

Once the run is finished, preview and download your data in CSV, JSON, or Excel format.

Frequently Asked Questions

Do I need a LinkedIn account to use this?
No. This tool scrapes publicly available post data and does not require you to connect a LinkedIn account or provide a session cookie.
What happens if a profile is private?
Can I get a breakdown of the different reaction types?
Does it extract data from posts that have been reshared?
What formats can I export the data in?
Is it suitable for ongoing monitoring for a client?
How many profiles can I scrape at once?
Is this legal to use?
How is this different from tools that use a session cookie?
Can I set how many recent posts I want from each profile?