LinkedIn Post Comments Scraper 💬 No Cookies

Scrape every comment on any LinkedIn post — with the commenter's full profile data and the comment text — no login, no cookies.

Whether you need to scrape linkedin post comments without login, run a bulk linkedin post comments export to CSV, or replace an expensive linkedin post comments 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
commentText	commentText
isReply	isReply
likeCount	likeCount
sourcePostUrl	sourcePostUrl

🆚 A cheaper, no-cookie alternative

Looking for a LinkedIn post comments scraper without login, a free LinkedIn post comments API alternative, or a reliable way to export linkedin post comments 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 comments without building or babysitting scrapers.

⚡ Why use this scraper?

• ✅ No cookies, no login — safe, public-data approach
• 🔁 Consistent schema — same clean shape every run, trivial to map
• 🧮 Predictable cost — you pay only for results you actually receive
• 🛡️ No proxies to manage — runs on rotating infrastructure out of the box
• 💸 Pay per 1,000 results. Free runs available to test.

🎯 Use cases

• Surface engaged commenters as leads
• Mine conversations for buying signals
• Competitor audience research
• Find advocates and detractors
• Build topic-based prospect lists

▶️ 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 comments to return (optional)

Example input

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

📤 Example output

{
  "fullName": "John Roe",
  "headline": "Founder at Startup",
  "commentText": "This is exactly what we needed!"
}

🔌 Integrations

Connect in minutes: REST API for developers, MCP for LLM agents, and no-code recipes for Make, n8n and Zapier. One-click CSV / JSON / Excel export.

💲 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

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 comments automatically, at scale. Do I need cookies or a login? No — it works with no cookies and no login, using public data only. Is there a free tier? Yes — every actor includes free runs, so you can test before paying. After that you only pay for the results you receive.

🔗 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 Post Reactions — who engaged

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

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This actor processes publicly available information only. You remain responsible for lawful use (GDPR/CCPA) of any personal data. Not affiliated with LinkedIn Corporation.