LinkedIn Reactions Scraper
Reactions on any post. Full profile data per reaction.
What it does
The LinkedIn Reactions Scraper returns every reaction on a LinkedIn post along with the full public profile of whoever reacted. Page through up to ~1,200 reactions per post (LinkedIn's public list cap), with no missing items and no duplicates. It never uses your LinkedIn account.
atomus/linkedin-reactions-scraper-pro View on Apify AI-ready: connect an agent through the Apify MCP and run this scraper from Claude Code, Cursor, Codex, or programmatically.
Example
Input, a post URL:
{ "postUrl": "https://www.linkedin.com/posts/...", "maxReactions": 1000}Output, one row per reaction:
{ "reactionType": "LIKE", "fullName": "Jane Doe", "headline": "VP Marketing at Acme", "profileUrl": "https://www.linkedin.com/in/jane-doe/"}Features
- Full pagination to LinkedIn's ~1,200-reaction public cap. No gaps, no duplicates.
- Full public profile per reaction: name, headline, profile URL, reaction type.
- No LinkedIn account or cookies. Zero account-burning risk.
- Clean JSON, priced per reaction, runs on Apify.
Related guides
- Lead Enrichment for LinkedIn Data in 2026: Coverage, Freshness, and the Tested Numbers
- Apify LinkedIn Scrapers in 2026: How to Judge Every Listing on the Shelf, Including Ours
FAQ
What does the LinkedIn Reactions Scraper do?
It returns every reaction on a LinkedIn post together with the full public profile of each person who reacted: name, headline, profile URL, and reaction type.
How many reactions can it return per post?
Up to roughly 1,200 reactions per post, the cap LinkedIn enforces on its public reaction list. The scraper paginates the full list automatically, with no missing items or duplicates.
Do I need a LinkedIn account or cookies?
No. The scraper never uses your LinkedIn credentials, so there is zero account-burning risk.
How much does it cost?
Priced per reaction on Apify. See the actor page for current pricing. Each post also includes a summary row, so a post with no reactions still bills a one-item minimum.