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.
Use cases
Warm up outbound
Everyone who reacted to a post is already engaged with the topic. Pull them as leads with full profiles for timely, relevant outreach.
Find your ICP in the wild
See who reacts to a competitor or influencer post and filter for the roles and companies that match your ideal customer.
Score campaign signals
Turn reactions on a launch or announcement post into a ranked list of interested prospects to follow up.
Map a topic audience
Understand who cares about a subject by profiling everyone reacting to the top posts about it.
Who it is for
- SDRs and growth teams. turn post engagement into warm, well-timed leads.
- Founders and marketers. see exactly who engages with your content and your competitors.
- Recruiters. find people actively engaging with a role, company, or topic.
How it works
- 1 Give it any LinkedIn post URL. No login, no cookies.
- 2 It paginates the full public reaction list, up to the LinkedIn public cap of about 1,200, with no gaps or duplicates.
- 3 You get one row per reaction with the full profile: name, headline, profile URL, and reaction type.
- 4 Clean JSON, priced per reaction, runs on Apify.
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.