LinkedIn Post Reactions Scraper (No Cookies)⚡$2 per 1k
by harvestapi
Need to see how LinkedIn posts are performing without logging in or managing accounts? This scraper pulls public reaction data—likes, appreciations, a...
Opens on Apify.com
About LinkedIn Post Reactions Scraper (No Cookies)⚡$2 per 1k
Need to see how LinkedIn posts are performing without logging in or managing accounts? This scraper pulls public reaction data—likes, appreciations, and other social activity—directly from LinkedIn posts, no cookies or credentials needed. I use it for quick competitive analysis and lead gen. Want to track which content resonates in your industry, or identify engaged users around specific topics? Just feed it post URLs. It runs with high concurrency, so scraping thousands of posts is fast and cost-effective (priced at $2 per 1k requests). It’s straightforward: you get structured data on post engagement without the hassle of browser automation or account bans. Perfect for marketers analyzing trends, sales teams building prospect lists based on interests, or researchers gathering social data at scale. The speed and simplicity save a ton of time compared to manual checks or heavier tools.
What does this actor do?
LinkedIn Post Reactions 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 Reactions Mass scraper Our powerful tool helps you extract LinkedIn post social activities and reactions such as likes, appreciations, praises 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 reactions data without sharing cookies or risking account restrictions - Low pricing: $2 per 1k reactions. - Fast response times deliver data in seconds 🚀 - No caching, fresh data. - Concurrency: each actor works scraping 6 posts at a time. ## How It Works - (required) List of post URLs to scrape. Other params (optionally): - maxItems - Maximum number of reactions 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. ### Data You'll Receive - Reaction type (like, love, insightful, etc.) - Actor's name - Actor's LinkedIn encoded URL - Actor's position - Actor's profile picture URL Note: By default, Actor's encoded LinkedIn profile URL is returns. That's because LinkedIn website shows these URLs for reactions, and our Actor can only get the information available on the website. To work around this, you can enable profile scraping on the Actor's input page -> Profile Scraper Mode field. This will allow the Actor to visit each encoded link and extract the actual LinkedIn profile URL along with additional profile details (additional cost applies for profile scraping). ### Sample output data Here is the example reaction output of this actor: json { "id": "urn:li:fsd_reaction:(urn:li:fsd_profile:ACoAAAMHAagBPz-UgeRDsX3klfoVZEkDw1ulS7E,urn:li:ugcPost:7329207002977443840,0)", "reactionType": "LIKE", "actor": { "id": "ACoAAAMHAagBPz-UgeRDsX3klfoVZEkDw1ulS7E", "name": "Gangotri Dey (Ph.D)", "linkedinUrl": "https://www.linkedin.com/in/ACoAAAMHAagBPz-UgeRDsX3klfoVZEkDw1ulS7E", "position": "Licensing Officer | Intellectual Property | Patents | Technology Transfer | Egalitarian | Numismatist", "pictureUrl": "https://media.licdn.com/dms/image/v2/D4E03AQGDj6wx_xJbRQ/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1668631616852?e=1753315200&v=beta&t=12ishzrb2wqXHERve9a-wNaL4_V6H6a2rA76UYX5MWI", "picture": { "url": "https://media.licdn.com/dms/image/v2/D4E03AQGDj6wx_xJbRQ/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1668631616852?e=1753315200&v=beta&t=12ishzrb2wqXHERve9a-wNaL4_V6H6a2rA76UYX5MWI", "width": 594, "height": 594, "expiresAt": 1753315200000 } }, "postId": "7329207003942125568" } ## Linkedin Post Reactions 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 Reactions 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
- 167,055
- Active Users
- 871
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