LinkedIn Profile Comments Scraper ✅ (No Cookies)

Pricing

Rating

Developer

Actor stats

Categories

Share

LinkedIn Profile Comments Mass scraper

Our powerful tool helps you extract comments that are generated by a LinkedIn profile. For example, from this page https://www.linkedin.com/in/satyanadella/recent-activity/comments/
It will scrape social activities and reactions such as likes, appreciations, praises without compromising security or violating platform policies. It is very helpful for engagement analysis and outreach purposes.

Key Benefits

• No cookies or account required: Access comments data without sharing cookies or risking account restrictions
• Low pricing: $2 per 1k comments.
• Fast response times deliver data in seconds 🚀
• No caching, fresh data.

How It Works

• (required) List of LinkedIn profile URLs to scrape.

Other params (optionally):

• maxItems - Maximum number of comments to scrape per each profile. If you set to 0, it will scrape all available pages or up to 100 pages (each page 20 items) per profile.

Data You'll Receive

• Comment URL
• Comment text
• Number of replies, likes, shares
• Reaction type counts (like, love, insightful, etc.)
• Actor's name
• Actor's LinkedIn URL
• Actor's position
• Actor's profile picture URL
• Comment creation date
• Full post details including:
  • Post URL
  • Post content
  • Post author details
  • Engagement metrics (likes, comments, shares)
  • Post images and videos

Sample output data

Here is the example on just 1 result output of this actor:

{
"id":"7348473344318504960",
"linkedinUrl":"https://www.linkedin.com/feed/update/urn:li:activity:7348370815530258432?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7348370815530258432%2C7348473344318504960%29&dashCommentUrn=urn%3Ali%3Afsd_comment%3A%287348473344318504960%2Curn%3Ali%3Aactivity%3A7348370815530258432%29",
"commentary":"Looking forward to partnering with you, Amjad, as well as the entire Replit team, as we bring natural language coding to the enterprise.\n",
"createdAt":"2025-07-08T22:09:33.318Z",
"createdAtTimestamp":1752012573318,
"engagement":{
"likes":120,
"comments":13,
"shares":0,
"reactions":[
{
"type":"LIKE",
"count":106
},
{
"type":"PRAISE",
"count":7
},
{
"type":"EMPATHY",
"count":7
}
]
},
"postId":"7348473369610080256",
"contributed":false,
"edited":false,
"actor":{
"id":"ACoAAAEkwwAB9KEc2TrQgOLEQ-vzRyZeCDyc6DQ",
"name":"Satya Nadella",
"linkedinUrl":"https://www.linkedin.com/in/satyanadella",
"position":"Chairman and CEO at Microsoft",
"pictureUrl":"https://media.licdn.com/dms/image/v2/C5603AQHHUuOSlRVA1w/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1579726625483?e=1758153600&v=beta&t=5h2uTQwPlptry-ubK81Y22csoCvOz0cL3NaGptLvfGE",
"picture":{
"url":"https://media.licdn.com/dms/image/v2/C5603AQHHUuOSlRVA1w/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1579726625483?e=1758153600&v=beta&t=5h2uTQwPlptry-ubK81Y22csoCvOz0cL3NaGptLvfGE",
"width":800,
"height":800,
"expiresAt":1758153600000
},
"author":false
},
"post":{
"id":"7348473369610080256",
"linkedinUrl":"https://www.linkedin.com/posts/amjadmasad_replit-microsoft-vibecoding-activity-7348370815530258432-zCV8",
"content":"Excited to team up with Microsoft to bring Vibe Coding to the Enterprise.\n\nNow every team member—not just engineers—can turn ideas into software with Replit Agent, no code required.\n\nWe’re aligned with Microsoft on a shared mission: empowering every person and organization to create and achieve more.\n\nAt Replit, we've spent years building a secure, enterprise-ready platform that enables teams to collaborate, build, and ship production-grade software with confidence.\n\nHere is what's going to happen shortly. You'll be able to:\n\n- Develop applications securely on Replit and deploy seamlessly to Microsoft Azure’s reliable infrastructure\n\n- Purchase Replit directly via the Azure Marketplace, streamlining procurement and accelerating adoption across the organization\n\nWe aspire for Replit to be the most trusted name for enterprise in this new era of Agentic coding. \n\nReplit is SOC 2 Type II compliant and offers the controls enterprises need and we have a long roadmap of features that security and IT teams at customers are really excited about.\n\nRead more: https://lnkd.in/gNpkGMaj\n\nPartnering with Microsoft marks the beginning of an exciting new chapter in that journey. A huge thanks to the incredible Microsoft team for their partnership: Satya Nadella, Deb Cupp, Shaloo Garg, Asha Sharma, Gustavo Blum, Mike Gaal, Merrilee Rubin, Britton Winterrose and the rest of the team!",
"author":{
"universalName":null,
"publicIdentifier":"amjadmasad",
"type":"profile",
"name":"Amjad Masad",
"linkedinUrl":"https://www.linkedin.com/in/amjadmasad?miniProfileUrn=urn%3Ali%3Afsd_profile%3AACoAAAKoldoBqSsiXY_DHsXdSk1slibabeTvDDY",
"info":"Founder at Replit",
"website":null,
"websiteLabel":null,
"avatar":{
"url":"https://media.licdn.com/dms/image/v2/D5635AQGdabxGhpSiBQ/profile-framedphoto-shrink_800_800/B56Zc22XJQHUAg-/0/1748971910019?e=1753297200&v=beta&t=PJmmoYaSRMXzAugp3rYsIh0hHgClaulVzEoA2VRRzkY",
"width":400,
"height":400,
"expiresAt":1753297200000
}
},
"postedAt":{
"timestamp":1752012579348,
"date":"2025-07-08T22:09:39.348Z",
"postedAgoShort":"1w",
"postedAgoText":"1 week ago • Edited • Visible to anyone on or off LinkedIn"
},
"postImages":[],
"repostId":"7348364637240795136",
"socialContent":{
"hideCommentsCount":false,
"hideReactionsCount":false,
"hideSocialActivityCounts":false,
"hideShareAction":true,
"hideSendAction":true,
"hideRepostsCount":false,
"hideViewsCount":false,
"trustInterventionBanner":null,
"hideReactAction":false,
"hideCommentAction":false,
"shareUrl":"https://www.linkedin.com/posts/amjadmasad_replit-microsoft-vibecoding-activity-7348370815530258432-zCV8?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAAFsW--gB0OI23qAUPf3hibO_hmfvlrkhdAE",
"showContributionExperience":false,
"showSocialDetail":true
},
"header":{
"image":{
"url":"https://media.licdn.com/dms/image/v2/C5603AQHHUuOSlRVA1w/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1579726625483?e=1758153600&v=beta&t=5h2uTQwPlptry-ubK81Y22csoCvOz0cL3NaGptLvfGE",
"width":800,
"height":800,
"expiresAt":1758153600000
},
"linkedinUrl":"https://www.linkedin.com/feed/update/urn:li:activity:7348473369610080256?updateEntityUrn=urn%3Ali%3Afsd_update%3A%28urn%3Ali%3Aactivity%3A7348473369610080256%2CPROFILE_COMMENTS%2CEMPTY%2CDEFAULT%2Cfalse%29&originTrackingId=LrCBvry5g%2Bd0u2yJqfPHnA%3D%3D",
"imageLink":"https://www.linkedin.com/in/satyanadella?miniProfileUrn=urn%3Ali%3Afsd_profile%3AACoAAAEkwwAB9KEc2TrQgOLEQ-vzRyZeCDyc6DQ",
"text":"Satya Nadella commented on this"
},
"repost":{
"id":"7348364637240795136",
"linkedinUrl":"https://www.linkedin.com/posts/shaloo-garg_replit-microsoft-vibecoding-activity-7348364637240795136-i-UJ",
"content":"We are ecstatic to announce Replit's strategic partnership with Microsoft to bring Vibe Coding to enterprise customers! This collaboration integrates Replit with Microsoft services like Azure Container Apps, VM's and Neon Serverless Postgres, enabling secure app development on Replit with seamless deployment to Azure — and soon, direct purchase via the Azure Marketplace.\n \nMassive congrats to the stellar Replit team- Amjad Masad, Haya Odeh, Michele Catasta, Jeff Burke, Patrick Y. Purvis🔸, Luis Héctor Chávez & others and the fantastic Microsoft team Merrilee Rubin, Bea Nallar, Steve Forbes, Megan Fairchild, Tom Davis, Heena Purohit, Britton Winterrose, Corrie Khan, Edward O'Donnell, Sarah Andersen, Pia Biswas, Mohamad Al Jazaery, Gana Chandrasekaran, Prashanth Mohan & others for driving this to fruition! \n \nClick here to learn more: https://lnkd.in/gH5wDFFW\n \n#replit #microsoft #vibecoding\n\nDeb Cupp, Asha Sharma, Katy Brown, Samantha Buchon, Sylvia Jarzynski, Gustavo Blum, Reza Alizadeh, Mike Gaal, Kenny Schulman, Daniel R Stein, James Jarrett, Jay Emery, Anne Kennedy, Sylvia MacPherson, Tyler Hagens,Raina Saboo",
"author":{
"universalName":null,
"publicIdentifier":"shaloo-garg",
"type":"profile",
"name":"Shaloo Garg",
"linkedinUrl":"https://www.linkedin.com/in/shaloo-garg?miniProfileUrn=urn%3Ali%3Afsd_profile%3AACoAAAARfEoBnchqpQsnKe5Gg21qHa4jfVM4QHs",
"info":"MD, Late Stage Startups, Microsoft | NASDAQ Entreprenurial Cent., UN Women Board Member | Forbes Contributor",
"website":null,
"websiteLabel":null,
"avatar":{
"url":"https://media.licdn.com/dms/image/v2/C4D03AQHECtaUAf6LsQ/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1516233092483?e=1758153600&v=beta&t=FLXpODYPRUtjshFKIUyCyONfdk0qSv8ku55WVID9Npk",
"width":360,
"height":360,
"expiresAt":1758153600000
}
},
"postedAt":{
"timestamp":1751986655531,
"date":"2025-07-08T14:57:35.531Z",
"postedAgoShort":"1w",
"postedAgoText":"1 week ago • Visible to anyone on or off LinkedIn"
},
"postImages":[
{
"url":"https://media.licdn.com/dms/image/v2/D5622AQGX8YqbnEU4rg/feedshare-shrink_2048_1536/B56ZfqisZEHEA4-/0/1751986654414?e=1755734400&v=beta&t=_IGYJUqefhfWFXbirGj8TqB4L12Moc9XfNx4ddaz8S0",
"width":2048,
"height":1055,
"expiresAt":1755734400000
}
],
"socialContent":{
"hideCommentsCount":false,
"hideReactionsCount":false,
"hideSocialActivityCounts":false,
"hideShareAction":true,
"hideSendAction":true,
"hideRepostsCount":false,
"hideViewsCount":false,
"trustInterventionBanner":null,
"hideReactAction":false,
"hideCommentAction":false,
"shareUrl":"https://www.linkedin.com/posts/shaloo-garg_replit-microsoft-vibecoding-activity-7348364637240795136-i-UJ?utm_source=social_share_send&utm_medium=member_desktop_web&rcm=ACoAAFsW--gB0OI23qAUPf3hibO_hmfvlrkhdAE",
"showContributionExperience":false,
"showSocialDetail":true
},
"comments":[],
"header":{
"text":null
},
"engagement":{
"likes":377,
"comments":28,
"shares":42,
"reactions":[
{
"type":"LIKE",
"count":287
},
{
"type":"PRAISE",
"count":55
},
{
"type":"EMPATHY",
"count":28
},
{
"type":"INTEREST",
"count":6
},
{
"type":"APPRECIATION",
"count":1
}
]
}
},
"engagement":{
"likes":1678,
"comments":129,
"shares":94,
"reactions":[
{
"type":"LIKE",
"count":1335
},
{
"type":"PRAISE",
"count":209
},
{
"type":"EMPATHY",
"count":102
},
{
"type":"INTEREST",
"count":17
},
{
"type":"APPRECIATION",
"count":14
},
{
"type":"ENTERTAINMENT",
"count":1
}
]
}
}
}

Linkedin Profile Comments API

The actor stores results in a dataset. You can export data in various formats such as CSV, JSON, XLS, etc. You can scrape and access data on demand using API.

Support and Feedback

We continuously enhance our tools based on user feedback. If you encounter technical issues or have suggestions for improvement:

• Create an issue on the actor’s Issues tab in Apify Console
• Chat with us on our Discord server
• Or contact us at contact@harvest-api.com

* * *

Disclaimer: This Actor is an independent tool and is not affiliated with, endorsed by, or sponsored by LinkedIn Corporation. LinkedIn® is a registered trademark of LinkedIn Corporation. All trademarks are property of their respective owners.