LinkedIn Reactions Data
LinkedIn Reactions Scraper
Pull every reaction on any LinkedIn post into a clean CSV — name, headline, company, reaction type (Like / Celebrate / Insightful / Support / Funny / Love), plus verified work emails. Reaction type matters: an Insightful reaction is a warmer prospect than a generic Like.
For: Outbound teams running engagement-based outreach, content marketers measuring resonance with target accounts, and ABM teams turning reactions into prioritized prospect lists.
No credit card · Pay-as-you-go credits · Cancel anytime
Who uses this
3 ways teams use LinkedIn reactions scraper
"Insightful" reactions on a thought-leadership post = people who took the post seriously enough to mark it. Often warmer than "Like" reactions, which are casual. Filter your CSV by reaction type to prioritize outreach to the most engaged segment.
When someone at your target account reacts to industry-relevant content, that is a buying signal — they are actively thinking about the problem your product solves. Scrupp turns the reaction event into a contact + verified email + timestamp + reaction type.
Export reactors of your top-performing competitors' posts. The 1,000 people who reacted to a competitor's recent product announcement are an exact ICP match for your retargeting / paid social audience. Push to LinkedIn Ads as a matched audience.
How it works
From LinkedIn reactions scraper to a clean CSV in minutes
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1Paste a LinkedIn post URL
Any public LinkedIn post — your own, a competitor's, an influencer's. Scrupp pulls reactions even when LinkedIn's UI only shows the first 100.
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2Choose what to capture
All reactions, or filter by type (Insightful + Celebrate are typically the warmest signals; Like is the noisiest). Pick enrichment: names only (1 credit per reactor) or names + verified email + phone (3 credits).
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3Get the CSV
Receive a clean spreadsheet: reactor name, headline, current company, LinkedIn URL, reaction type, reaction timestamp (where available), parent post URL, plus enrichment fields. Push to HubSpot, Pipedrive, or download as Excel.
Why Scrupp
Scrupp vs Apify, Phantombuster for this specific job
- ✓ Bypasses the 100-reaction visible cap — LinkedIn's UI only renders the first ~100 reactions. Scrupp pulls the full list, no matter how many thousand reactions a post has.
- ✓ Reaction type captured per row — "Insightful" and "Support" reactions are warmer prospects than "Like". Filter by type to prioritize outreach.
- ✓ Built-in email enrichment — multi-provider waterfall + real-time SMTP verification on every email. Typical 65-85% verified-email find rate on LinkedIn-sourced contacts.
- ✓ Pay-per-reactor, no monthly cap. A 50-reaction post costs $1; a 5,000-reaction post costs $100. No per-seat pricing.
- ✓ Live scrape — the data is whoever reacted as of export time, including reactions added 5 minutes before you ran the export.
- ✓ Combine with the posts scraper to pull post + commenters + reactors in one workflow when you want a full engagement audit of a thread.
Pair with Scrupp's Sales Navigator scraper for bulk exports — same credit pool, same workflow, 2,500 leads in one run.
FAQ
Common questions
About LinkedIn reactions scraper on Scrupp.
How many reactions can a single export handle?
Tested up to 5,000+ reactions per post. For posts with 10K+ reactions, Scrupp paginates the export over a few minutes. The cloud worker handles the load — your browser does not need to stay open.
What reaction types does Scrupp capture?
All six standard LinkedIn reaction types: Like (👍), Celebrate (🎉), Support (🤝), Love (❤️), Insightful (💡), and Funny (😄). Each row in the CSV has a "reaction_type" column you can filter by.
Why does reaction type matter?
Different reactions signal different intent. Insightful and Support are typically left by people who genuinely engaged with the content — they took a moment to pick a meaningful reaction. Generic Likes are casual taps. For outbound prospecting, prioritizing the more deliberate reaction types often lifts reply rates by 30-50%.
Can I scrape reactions from a post with 50,000 reactions?
Possible but expensive — at PAYG that is $1,000+ for full enrichment. We recommend filtering: target only specific reaction types (Insightful + Celebrate are usually the warmer signals), or only reactors at companies in your ICP (filter the CSV after export). Or scrape names-only at 1 credit each, then enrich a filtered subset.
Will LinkedIn rate-limit my account?
Scrupp paces requests to mimic human browsing speed. Most users export reactions from dozens of posts per day without issues. We recommend staying under 5,000 actions/day from a single account, especially in the first 2 weeks of a fresh LinkedIn account.
Do I need Sales Navigator?
No. Scrupp's reactions scraper works on standard LinkedIn. Sales Navigator is only required if you want to enrich the reactors with extended profile fields (years of experience, company size, function) that are only visible on Sales Nav.
Ready to try LinkedIn reactions scraper?
Start with 100 free credits. No credit card. Pay only for what you scrape.