Make.com LinkedIn post scraper
Make.com LinkedIn post scraper extracts posts with engagement metrics, media, and author details without login cookies. Connect it to Make.com for content or competitor analysis.
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What data you can get with Make.com LinkedIn post scraper
Post text, timestamps, reaction counts by type (like, love, celebrate), comment counts, reposts, media attachments (images, videos, documents, articles), and author profile details.
Output
{ "data": { "posts": [ { "url": "https://www.linkedin.com/posts/username_sample-activity-7123456789012345678-AbCd", "urn": "7123456789012345678", "text": "Sample post text content. This is where the LinkedIn post text appears.", "media": { "url": "https://media.licdn.com/dms/image/sample-image.jpg", "type": "image", "thumbnail": "https://media.licdn.com/dms/image/sample-thumbnail.jpg" }, "stats": { "like": 100, "love": 10, "insight": 3, "reposts": 7, "support": 5, "comments": 15, "celebrate": 5, "total_reactions": 123 }, "author": { "headline": "CEO at Example Company", "username": "johndoe", "last_name": "Doe", "first_name": "John", "profile_url": "https://www.linkedin.com/in/johndoe", "profile_picture": "https://media.licdn.com/dms/image/profile-pic.jpg" }, "full_urn": "urn:li:ugcPost:7123456789012345678", "post_type": "regular", "posted_at": { "date": "2025-05-15 14:30:20", "relative": "2 days ago • Visible to anyone on or off LinkedIn", "timestamp": 1745678901234 } }, { "url": "https://www.linkedin.com/posts/username_example-activity-7123456789987654321-XyZw", "urn": "7123456789987654321", "text": "This is a reshared post with a quote added by the user.", "stats": { "like": 40, "love": 3, "insight": 1, "reposts": 2, "support": 0, "comments": 5, "celebrate": 1, "total_reactions": 45 }, "author": { "headline": "CEO at Example Company", "username": "johndoe", "last_name": "Doe", "first_name": "John", "profile_url": "https://www.linkedin.com/in/johndoe", "profile_picture": "https://media.licdn.com/dms/image/profile-pic.jpg" }, "full_urn": "urn:li:ugcPost:7123456789987654321", "post_type": "quote", "posted_at": { "date": "2025-05-14 10:15:30", "relative": "3 days ago • Visible to anyone on or off LinkedIn", "timestamp": 1745578901234 }, "reshared_post": { "url": "https://www.linkedin.com/posts/janedoe_example-activity-7123456788888888888-AbCd", "urn": "7123456788888888888", "text": "Original post that was reshared.", "media": { "url": "https://dms.licdn.com/playlist/sample-video.mp4", "type": "video", "thumbnail": "https://media.licdn.com/dms/image/video-thumbnail.jpg" }, "stats": { "like": 200, "love": 25, "insight": 5, "reposts": 15, "support": 10, "comments": 30, "celebrate": 10, "total_reactions": 250 }, "author": { "headline": "Product Manager at Example Corp", "username": "janedoe", "last_name": "Doe", "first_name": "Jane", "profile_url": "https://www.linkedin.com/in/janedoe", "profile_picture": "https://media.licdn.com/dms/image/jane-profile-pic.jpg" }, "post_type": "regular", "posted_at": { "date": "2025-05-13 09:30:00", "relative": "4 days ago • Visible to anyone on or off LinkedIn", "timestamp": 1745488901234 } } }, { "url": "https://www.linkedin.com/posts/johndoe_article-activity-7123456777777777777-LmNo", "urn": "7123456777777777777", "text": "Sharing an interesting article I found.", "stats": { "like": 70, "love": 5, "insight": 10, "reposts": 8, "support": 0, "comments": 12, "celebrate": 0, "total_reactions": 85 }, "author": { "headline": "CEO at Example Company", "username": "johndoe", "last_name": "Doe", "first_name": "John", "profile_url": "https://www.linkedin.com/in/johndoe", "profile_picture": "https://media.licdn.com/dms/image/profile-pic.jpg" }, "article": { "url": "https://example.com/sample-article", "title": "Sample Article Title", "subtitle": "example.com", "thumbnail": "https://media.licdn.com/dms/image/article-thumbnail.jpg" }, "full_urn": "urn:li:activity:7123456777777777777", "post_type": "regular", "posted_at": { "date": "2025-05-12 16:45:30", "relative": "5 days ago • Visible to anyone on or off LinkedIn", "timestamp": 1745398901234 } }, { "url": "https://www.linkedin.com/posts/johndoe_document-activity-7123456666666666666-PqRs", "urn": "7123456666666666666", "text": "Sharing this important document with my network.", "stats": { "like": 28, "love": 2, "insight": 2, "reposts": 3, "support": 0, "comments": 5, "celebrate": 0, "total_reactions": 32 }, "author": { "headline": "CEO at Example Company", "username": "johndoe", "last_name": "Doe", "first_name": "John", "profile_url": "https://www.linkedin.com/in/johndoe", "profile_picture": "https://media.licdn.com/dms/image/profile-pic.jpg" }, "document": { "url": "https://media.licdn.com/dms/document/sample-document.pdf", "title": "Sample Document Title", "thumbnail": "https://media.licdn.com/dms/image/document-thumbnail.jpg", "page_count": 12 }, "full_urn": "urn:li:ugcPost:7123456666666666666", "post_type": "regular", "posted_at": { "date": "2025-05-10 11:20:15", "relative": "1 week ago • Visible to anyone on or off LinkedIn", "timestamp": 1745218901234 } }, { "url": "https://www.linkedin.com/posts/johndoe_event-activity-7123455555555555555-TuVw", "urn": "7123455555555555555", "text": "Check out these photos from our recent company event!", "media": { "url": "https://media.licdn.com/dms/image/main-image.jpg", "type": "images", "images": [ { "url": "https://media.licdn.com/dms/image/image1.jpg", "width": 1280, "height": 853 }, { "url": "https://media.licdn.com/dms/image/image2.jpg", "width": 1280, "height": 853 }, { "url": "https://media.licdn.com/dms/image/image3.jpg", "width": 1280, "height": 853 } ] }, "stats": { "like": 120, "love": 20, "insight": 0, "reposts": 7, "support": 0, "comments": 18, "celebrate": 5, "total_reactions": 145 }, "author": { "headline": "CEO at Example Company", "username": "johndoe", "last_name": "Doe", "first_name": "John", "profile_url": "https://www.linkedin.com/in/johndoe", "profile_picture": "https://media.licdn.com/dms/image/profile-pic.jpg" }, "full_urn": "urn:li:ugcPost:7123455555555555555", "post_type": "regular", "posted_at": { "date": "2025-05-05 09:15:00", "relative": "2 weeks ago • Visible to anyone on or off LinkedIn", "timestamp": 1744778901234 } } ], "pagination_token": "dXJuOmxpOmFjdGl2aXR5Ojc1MjM0NTU1NTU1NTU1NTU1NTUtMTc0NDc3ODkwMTIzNA==" }, "message": "response retrieved successfully", "success": true}How to set up Make.com LinkedIn post scraper with Apify
Configure Make.com to trigger the Actor with LinkedIn profile URLs. Returns up to 100 posts per page with engagement data. Use pagination tokens for older posts.
Sign up for Apify account01
Creating an account is quick and free. No credit card required. Your account gives you access to more than 20,000+ scrapers and APIs.
Get your Apify API token02
Go to Settings in Apify Console and navigate to the API & Integrations tab. There, create a new token and save it for later.
Test run Make.com LinkedIn post scraper03
Open LinkedIn post scraper in Apify Console and configure your input parameters. Click Start to run the Actor and preview the data structure you receive in your Make scenario.
Integrate LinkedIn post scraper via Make.com04
Search for Apify in the Make module library and add the "Run an Actor" module to your scenario. Connect using OAuth or paste your API token. Select your Actor, configure the input, and use "Get Dataset Items" to retrieve results for downstream modules.
Never get blocked
Every plan (free included) comes with Apify Proxy, which is great for avoiding blocking and giving you access to geo-specific content.
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Monitor your runs
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Use the Apify integration to pass LinkedIn profile URLs and receive post data via webhook. Route results to spreadsheets or analytics tools for content analysis.
Extract post content, timestamps, reaction breakdowns (likes, support, love, insight, celebrate), comment counts, reposts, and media attachments including images, videos, and documents.
No. The Actor operates without requiring authentication cookies or login credentials while extracting publicly visible post data.
Yes. Use pagination. Each run returns a pagination_token that you can use in the next run to fetch the next batch of posts or set Total Posts to Scrape for automatic pagination.
Yes. Set up scheduled Make.com scenarios to regularly extract posts from competitor profiles and track engagement trends over time.