LinkedIn Post Reactions Scraper 🔥 No Cookies

Scrape everyone who reacted to any LinkedIn post — full name, headline, profile URL and reaction type — with no login and no cookies.

Whether you need to scrape linkedin post reactions without login, run a bulk linkedin post reactions export to CSV, or replace an expensive linkedin post reactions API, this actor does it — no cookies, no login, no API key, zero ban risk.

🍪 no cookies, no login · zero ban risk · ⚡ Fast · 🧱 Reliable · 🧹 Clean JSON · 💸 Pay only for results

🔎 What does this scraper do?

• Returns clean, normalized JSON — one record per result, ISO 8601 dates
• Works with no cookies and no login — never touches your LinkedIn account
• Handles pagination, retries and rate-limits automatically
• Ready for spreadsheets, CRMs, data warehouses and AI agents / LLMs

📊 What data you get

Field	Description
fullName	fullName
headline	headline
profileUrl	profileUrl
reactionType	reactionType (LIKE, CELEBRATE, SUPPORT, LOVE, INSIGHTFUL, FUNNY)
profilePicture	profilePicture
sourcePostUrl	sourcePostUrl

🆚 A cheaper, no-cookie alternative

Looking for a LinkedIn post reactions scraper without login, a free LinkedIn post reactions API alternative, or a reliable way to export linkedin post reactions in bulk? That's exactly what this is — no cookies to harvest, no API key to manage, and a free tier to start. Pricing is pay-per-result, so it scales with you instead of a flat monthly fee.

👤 Who is it for?

Sales & SDR teams, recruiters & sourcers, marketers & agencies, founders & growth, and data / AI engineers who need fresh, structured linkedin post reactions without building or babysitting scrapers.

⚡ Why use this scraper?

• ✅ No cookies, no login — safe, public-data approach
• 🧪 Free runs to test before you spend a cent
• ⚙️ Set-and-forget — schedule it and pull fresh data on autopilot
• 🧱 Battle-tested & maintained — we absorb LinkedIn changes so your pipeline never breaks
• 💸 Pay per 1,000 results. Free runs available to test.

🎯 Use cases

• Build warm-lead lists from competitor or industry posts
• Find buyers showing intent on a topic
• Engagement-based prospecting for SDRs
• Measure who engages with your content
• Identify advocates and influencers

▶️ How to use

Provide the input below and run. Results stream to the dataset as clean JSON you can export to CSV/JSON/Excel or pull via API.

Input field	Description
postUrl	URL of the LinkedIn post
maxItems	Max reactions to return (optional)

Example input

{ "postUrl": "...", "maxItems": "..." }

📤 Example output

{
  "fullName": "Jane Doe",
  "headline": "VP of Sales at Acme",
  "profileUrl": "https://www.linkedin.com/in/janedoe",
  "reactionType": "LIKE"
}

🔌 Integrations

Pull results straight from the REST API, plug into an MCP server for AI agents, or wire it into Make, n8n and Zapier with zero code. Export to CSV / JSON / Excel anytime.

💲 Pricing

Pay per 1,000 results. Free runs available to test. See the Pricing tab for the exact rate. Start free, then pay only for results you receive.

❓ FAQ

Is this a good alternative to a paid LinkedIn API? Yes — if your old linkedin post reactions API got expensive or shut down, this is a cheaper, cookieless drop-in replacement. How is this safer than cookie-based scrapers? Cookie/login-based tools risk getting your LinkedIn account restricted. This actor never uses a login, so there's no account to ban. Can I scrape in bulk? Yes — pass a high limit or many inputs and it paginates linkedin post reactions automatically, at scale. Do I need cookies or a login? No — it works with no cookies and no login, using public data only.

🔗 Related LinkedIn scrapers

Build an end-to-end workflow with our other no-cookie scrapers:

• 🔎 LinkedIn Profile Scraper — full profile data
• 🏢 LinkedIn Company Scraper — 41 company fields
• 👥 LinkedIn Company Employees — bulk rosters
• 🔭 LinkedIn Search Scraper — people, companies +4
• 💼 LinkedIn Jobs Scraper — hiring data

👉 See all our LinkedIn scrapers: https://apify.com/linkedintel-core

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Public data only — no authentication bypass. You are the data controller and must comply with GDPR/CCPA when processing personal data. Not affiliated with, endorsed by, or sponsored by LinkedIn Corporation.