LinkedIn Profile Comments Scraper (No Cookies)

✅ No cookies · ✅ No LinkedIn login · ✅ Your LinkedIn account is never used, so it can't be restricted

What is LinkedIn Profile Comments Scraper?

LinkedIn Profile Comments Scraper extracts the comments any LinkedIn profile wrote, each with the post it was written on (text, URL, author and counts). No cookies, no LinkedIn account, no risk to your own profile.

Built by Pluckify on a fast, maintained LinkedIn data API: no browser, no proxies to configure, results in seconds. One Actor, one job: this one does exactly what its name says.

What data can you extract?

Data	Fields
Comment	text, date, URL, reactions and replies on the comment
Post	text, URL, date, author and engagement of the post commented on

Every item carries the input it came from, so you can join results back to your list.

How to use LinkedIn Profile Comments Scraper

1. Click Try for free and open the Input tab.
2. Paste one or more profile URLs (https://www.linkedin.com/in/williamhgates/). Public identifiers (williamhgates) and profile URNs work too. Set Max comments per profile.
3. Click Start. Results appear in the Output tab as they are scraped.
4. Download them as JSON, CSV, Excel or HTML, or fetch them from the API.

Input example

{
    "profileUrls": [
        "https://www.linkedin.com/in/williamhgates/"
    ],
    "maxResults": 50
}

Output example

{
    "commentText": "Congratulations to the whole team — this is the kind of progress that compounds.",
    "commentUrn": "urn:li:comment:(activity:7486820978292072449,7486901233445109760)",
    "activityUrn": "urn:li:activity:7486901262013677568",
    "commentLink": "https://www.linkedin.com/feed/update/urn:li:activity:7486820978292072449?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7486820978292072449%2C7486901233445109760%29",
    "isPinned": false,
    "createdAt": "2026-07-25T18:04:12.000Z",
    "stats": {
        "totalReactions": 184,
        "comments": 7,
        "reactions": {
            "like": 151,
            "appreciation": 12,
            "empathy": 11,
            "interest": 6,
            "praise": 4
        }
    },
    "commenter": {
        "name": "Bill Gates",
        "subtitle": "Chair, Gates Foundation and Founder, Breakthrough Energy",
        "url": "https://www.linkedin.com/in/williamhgates",
        "profilePictureUrl": "https://media.licdn.com/dms/image/...",
        "profileId": "ACoAAA8BYqEBCGLg_vT_ca6mMEqkpp9nVffJ3hc"
    },
    "post": {
        "id": "urn:li:activity:7486820978292072449",
        "shareUrn": "urn:li:share:7486820977348739072",
        "postText": "We just published our annual report on primary health care financing. Three findings surprised us.",
        "postUrl": "https://www.linkedin.com/posts/gatesfoundation_annual-report-primary-health-care-activity-7486820978292072449-ab1c",
        "postUrn": "7486820978292072449",
        "date": "2026-07-25T16:33:39.632Z",
        "postType": "image",
        "author": {
            "name": "Gates Foundation",
            "headline": "Every person deserves the chance to live a healthy, productive life.",
            "url": "https://www.linkedin.com/company/gatesfoundation",
            "profilePictureUrl": "https://media.licdn.com/dms/image/...",
            "id": "10456",
            "type": "company",
            "universalName": "gatesfoundation"
        },
        "stats": {
            "totalReactions": 4490,
            "comments": 425,
            "reposts": 230,
            "reactions": {
                "like": 4139,
                "appreciation": 63,
                "empathy": 159,
                "interest": 23,
                "praise": 104
            }
        },
        "images": [
            {
                "url": "https://media.licdn.com/dms/image/...",
                "width": 2048,
                "height": 1365
            }
        ],
        "video": null
    },
    "input": "https://www.linkedin.com/in/williamhgates/",
    "scrapedAt": "2026-10-29T10:42:00.000Z"
}

How much does it cost?

You pay only for the results you get, with no subscription and no proxy costs:

Result	Price per 1,000 results
Comment	$1.40

Inputs that return nothing are free: they show up as items with an error field. The Pricing tab always shows the current prices. Set a maximum cost per run and the Actor stops cleanly when it is reached. On Apify's free plan, each run returns up to 25 results so you can try the Actor; any paid Apify plan removes the limit.

Use cases

• 🎯 Intent signals: see which topics a prospect engages with.
• 🗞️ Influencer research: follow where key voices join the conversation.
• 🤝 Social selling: join the threads your prospects comment on.

Other Pluckify LinkedIn scrapers

• LinkedIn Profile Scraper (No Cookies): Scrape complete LinkedIn profiles without cookies or login: experience, education, skills, languages, certifications, followers, contact websites and more.
• LinkedIn Profile Posts Scraper (No Cookies): Scrape every post of any LinkedIn profile without cookies: text, date, media, reactions, comments and reposts counts. Newest first.
• LinkedIn Profile Reactions Scraper (No Cookies): Scrape the posts any LinkedIn profile liked or reacted to, without cookies: reaction type, date and the full post.
• LinkedIn Articles Scraper (No Cookies): Scrape the long-form articles any LinkedIn profile published, without cookies: title, teaser, URL, cover image, date and read time.
• LinkedIn Profile Skills Scraper (No Cookies): Scrape the skills of any LinkedIn profile with their endorsement counts, without cookies or login.
• LinkedIn Skill Endorsers Scraper (No Cookies): Scrape who endorsed the skills of any LinkedIn profile, without cookies: endorser name, headline and profile URL, skill by skill.
• LinkedIn Post Search Scraper (No Cookies): Search LinkedIn posts by keyword without cookies: boolean queries, date, content type and author job title filters, with engagement counts.
• LinkedIn Post Comments Scraper (No Cookies): Scrape all the comments of any LinkedIn post without cookies: comment text, author name, headline and profile URL, reactions and replies.
• LinkedIn Post Reactions Scraper (No Cookies): Scrape everyone who liked or reacted to a LinkedIn post, without cookies: name, headline, profile URL and reaction type.
• LinkedIn Post Engagement Scraper (No Cookies): Scrape the comments and reactions of any LinkedIn post in one go, without cookies: up to 100 of each per post, with names, headlines and profile URLs.
• LinkedIn Company Scraper (No Cookies): Scrape any LinkedIn company page without cookies: industry, employee count, headquarters, locations, website, followers, specialities and more.
• LinkedIn Companies Batch Scraper (No Cookies): Scrape thousands of LinkedIn company pages in batches of up to 50, without cookies: industry, size, headquarters, website, followers and more.
• LinkedIn Company Posts Scraper (No Cookies): Scrape the posts of any LinkedIn company page without cookies: text, date, media and engagement counts, top or most recent first.

FAQ

Do I need a LinkedIn account or cookies?

No. The Actor never logs in to LinkedIn and never asks for your cookies, so your own account is never at risk.

Why does an input return an error?

NOT_FOUND means it doesn’t exist or is no longer public. INVALID_INPUT explains what to fix. TEMPORARILY_UNAVAILABLE is transient: run the same input again. None of them is charged.

Is it legal to scrape LinkedIn?

The Actor only extracts publicly visible data. Personal data is protected by regulations such as the GDPR in the EU: only scrape it with a legitimate reason, and check with your lawyers if you are unsure. Pluckify is not affiliated with LinkedIn.

Can I use it from my code or with other tools?

Yes. Run it through the Apify API, the JavaScript or Python client, or connect it to Make, Zapier, n8n, Google Sheets, Slack, or an AI agent through MCP. Schedule it to keep your data fresh.

Something doesn’t work as expected?

Open an issue in the Issues tab with the input you used: we answer quickly and fix fast.