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Mass Profile Posts Scraper for LinkedIn | No Cookies — LinkedIn | Lagic

Built For

Download the complete post history from any public LinkedIn profile, including text, media, and engagement stats.

Curated by Lagic·Verified working

Configure Agent

List of LinkedIn profile identifiers. You can use either: - Usernames (e.g., 'satyanadella') - Profile URLs (e.g., '') - Comma-separated values will be split automatically

Optional: Limit the number of posts returned per profile (1-100)

Enable automatic pagination: Set the total number of posts to scrape per profile. This will automatically paginate through multiple pages to collect the desired number of posts, overriding the Result limit setting above.

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: Full name, professional headline, profile picture, and profile URL.Post Content: The full text of the post, any shared URLs, and details on attached articles or documents.Media Attachments: Direct URLs to any images or videos included in the post, along with thumbnails.Engagement Statistics: A full breakdown of reactions (like, love, celebrate, support, funny, insight), comment counts, and repost counts.Posting Timestamps: The exact date and time each post was published.Reshared Post Data: If a post is a reshare, the tool captures the original author's details and the original content.
https://...https://...https://...9102026-04-05Value...
https://...https://...https://...2142026-04-05Value...
..................
Exports as:CSVXLSXJSON

Overview

Extract all posts, including engagement metrics like comments and reactions, from a list of public LinkedIn profiles. No LinkedIn account or cookies are required to run.

This tool gathers the post history from any public LinkedIn profile, providing a structured dataset for content analysis, competitive intelligence, or sales research. By supplying a list of profile URLs or usernames, you can extract the text, media (images, videos, documents), engagement statistics, and posting times for every piece of content shared by that individual. ### Analyzing Content Strategy at Scale Understanding what resonates with an audience on LinkedIn requires data. This tool allows you to deconstruct the content strategies of industry leaders, competitors, or potential clients. See which posts earned the most reactions, comments, and reposts. Identify the types of media they use most often—be it articles, videos, or simple text updates. The data is returned in a clean format, ready for analysis in spreadsheets or business intelligence tools. ### No Account Needed A key feature is that this tool operates without requiring you to provide LinkedIn cookies or login credentials. This simplifies the process and allows for data collection without directly associating it with a personal account. ### Deep Dives and Quick Scans You can control the depth of the extraction. For a quick overview, limit the results to the 100 most recent posts. For a comprehensive historical analysis, set the total number of posts you want, and the tool will automatically paginate through the profile's history to collect them all.

Key Capabilities

  • ✓ Author Information: Full name, professional headline, profile picture, and profile URL.
  • ✓ Post Content: The full text of the post, any shared URLs, and details on attached articles or documents.
  • ✓ Media Attachments: Direct URLs to any images or videos included in the post, along with thumbnails.
  • ✓ Engagement Statistics: A full breakdown of reactions (like, love, celebrate, support, funny, insight), comment counts, and repost counts.
  • ✓ Posting Timestamps: The exact date and time each post was published.
  • ✓ Reshared Post Data: If a post is a reshare, the tool captures the original author's details and the original content.
  • ✓ Post Metadata: Unique identifiers for each post and the direct URL to the post on LinkedIn.
  • ✓ Analyze a competitor's content strategy by downloading their entire post history and sorting by engagement.
  • ✓ Identify top-performing content themes in your niche by scraping posts from several industry influencers.
  • ✓ Perform due diligence on potential brand ambassadors by reviewing their past content and engagement patterns.
  • ✓ Archive all posts from a company's CEO or key executives for compliance or historical records.
  • ✓ Equip a sales team with a prospect's recent posts to personalize outreach and understand their current focus.
  • ✓ Gather qualitative data for market research by analyzing how key figures discuss industry trends.
  • ✓ Journalists can track the public statements and content shared by figures of interest over time.

Field Dictionary

How To Run This Extractor

1

Create a list of LinkedIn profile URLs or usernames you want to analyze.

2

Paste your list into the 'Profile Usernames or URLs' field.

3

Optional: To get only the most recent posts, set the 'Result limit per profile' (e.g., 25).

4

Optional: For a full history, use 'Total Posts per Profile' to specify the total number to retrieve.

5

Click 'Run' to start the data extraction process.

6

Once finished, preview the data and download it as a spreadsheet or JSON file.

Frequently Asked Questions

Do I need a LinkedIn account to use this?
No, this tool does not require a LinkedIn account or login cookies. It can access public profile post data directly.
What's the difference between 'Result limit' and 'Total Posts per Profile'?
Can it get posts from private LinkedIn profiles?
What formats can I export the data in?
Is this tool suitable for client work at my agency?
How many profiles can I scrape at once?
How fresh is the data?
Can I schedule this tool to run automatically?
How does it handle different post types, like articles or videos?
What happens if a profile URL is incorrect or doesn't exist?
Is it legal to scrape LinkedIn post data?