LinkedIn Post Comments Scraper (No Cookies)⚡$2 per 1k
by harvestapi
Need to pull LinkedIn comments at scale without the hassle of cookies or logins? This scraper is built for that. It extracts every comment from any pu...
Opens on Apify.com
About LinkedIn Post Comments Scraper (No Cookies)⚡$2 per 1k
Need to pull LinkedIn comments at scale without the hassle of cookies or logins? This scraper is built for that. It extracts every comment from any public LinkedIn post, along with the associated likes and reactions, delivering clean, structured data ready for analysis. I use it for a few key things: gathering market sentiment, tracking engagement on industry discussions, and identifying potential leads from active commenters. The fact that it runs without needing a LinkedIn account or browser cookies is a major win—it simplifies setup and avoids common blocking issues. Performance is where it really stands out. With high concurrency and optimized requests, it handles bulk scraping jobs quickly, so you’re not waiting around. You get fast, reliable results whether you’re researching a handful of posts or thousands. The output is straightforward JSON or CSV, perfect for feeding into dashboards, CRM systems, or your own custom tools. If you’ve ever tried to manually collect this data or wrestled with other scrapers that get blocked, you’ll appreciate how this just works. It’s become a reliable part of my toolkit for social listening and competitive research on LinkedIn.
What does this actor do?
LinkedIn Post Comments Scraper (No Cookies)⚡$2 per 1k is a web scraping and automation tool available on the Apify platform. It's designed to help you extract data and automate tasks efficiently in the cloud.
Key Features
- Cloud-based execution - no local setup required
- Scalable infrastructure for large-scale operations
- API access for integration with your applications
- Built-in proxy rotation and anti-blocking measures
- Scheduled runs and webhooks for automation
How to Use
- Click "Try This Actor" to open it on Apify
- Create a free Apify account if you don't have one
- Configure the input parameters as needed
- Run the actor and download your results
Documentation
LinkedIn Post Comments Mass scraper Our powerful tool helps you extract LinkedIn post comments, as well as comment social activities such as likes and reactions without compromising security or violating platform policies. It is very helpful for engagement analysis and outreach purposes. ### Key Benefits - No cookies or account required: Access comments data without sharing cookies or risking account restrictions - Low pricing: $2 per 1k comments. - Fast response times deliver data in seconds 🚀 - No caching, fresh data. ## How It Works - (required) List of post URLs to scrape. Other params (optionally): - maxItems - Maximum number of comments to scrape per each post. If you set to 0, it will scrape all available pages or up to 100 pages (each page 10 items) per post. - postedLimit - Limit comments to those posted within a certain timeframe. Supported values: 24h, week, month, 3months, 6months, year. Default is to scrape all comments. - profileScraperMode - Set this to main to enrich comment actors with main profile data (position, profile picture, etc.). Note that this will increase the cost of the actor as profile scraping is charged separately. ### Data You'll Receive - Comment URL - Comment text - Number of replies, likes, shares - Reaction type counts (like, love, insightful, etc.) - Actor's name - Actor's LinkedIn URL - Actor's position - Actor's profile picture URL - Comment creation date ### Sample output data Here is the example comment output of this actor: json { "type": "comment", "id": "7331190065471078400", "linkedinUrl": "https://www.linkedin.com/feed/update/urn:li:activity:7328838056403173380?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7328838056403173380%2C7331190065471078400%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287331190065471078400%2Curn%3Ali%3Aactivity%3A7328838056403173380%29", "commentary": "❤️", "createdAt": "2025-05-22T05:31:58.534Z", "numComments": 0, "numShares": null, "numImpressions": null, "reactionTypeCounts": [ { "type": "LIKE", "count": 1 } ], "actor": { "id": "ACoAAFsE9LEBl7BKtsoGeoDZz0IvKfmiGgiEtX8", "name": "Leek Gai", "linkedinUrl": "https://www.linkedin.com/in/leek-gai-3a94a6367", "position": "Student at Bugema University", "pictureUrl": "https://media.licdn.com/dms/image/v2/D4D03AQFWtueH_5zHYQ/profile-displayphoto-shrink_800_800/B4DZb4IP4IG0Ac-/0/1747919636435?e=1753315200&v=beta&t=ykKTPu2Mkc6i9uyRaHXm8yziqM3dkd18zLaRQ8dCLdg", "picture": { "url": "https://media.licdn.com/dms/image/v2/D4D03AQFWtueH_5zHYQ/profile-displayphoto-shrink_800_800/B4DZb4IP4IG0Ac-/0/1747919636435?e=1753315200&v=beta&t=ykKTPu2Mkc6i9uyRaHXm8yziqM3dkd18zLaRQ8dCLdg", "width": 800, "height": 800, "expiresAt": 1753315200000 }, "author": false }, "createdAtTimestamp": 1747891918534, "pinned": false, "contributed": false, "edited": false, "postId": "7328838056403173380" } ## Linkedin Post Comment API The actor stores results in a dataset. You can export data in various formats such as CSV, JSON, XLS, etc. You can scrape and access data on demand using API. ### Support and Feedback We continuously enhance our tools based on user feedback. If you encounter technical issues or have suggestions for improvement: - Create an issue on the actor’s Issues tab in Apify Console - Chat with us on our Discord server - Or contact us at contact@harvest-api.com
Categories
Common Use Cases
Market Research
Gather competitive intelligence and market data
Lead Generation
Extract contact information for sales outreach
Price Monitoring
Track competitor pricing and product changes
Content Aggregation
Collect and organize content from multiple sources
Ready to Get Started?
Try LinkedIn Post Comments Scraper (No Cookies)⚡$2 per 1k now on Apify. Free tier available with no credit card required.
Start Free TrialActor Information
- Developer
- harvestapi
- Pricing
- Paid
- Total Runs
- 107,284
- Active Users
- 1,093
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