📝 LinkedIn Posts Scraper (No Login, With Comments)

Give LinkedIn post links, member profiles or company pages and get one clean row per post: full text, date, author with follower count, reactions, comment total, the comments LinkedIn shows with their authors and likes, images, video and caption links, links in the text and hashtags. No LinkedIn account, no cookies. Export to JSON/CSV/Excel, run on a schedule, call via API, or connect to Make, Zapier or n8n.

What a run costs: $0.002 per saved post on the Free plan, $0.0018 on Bronze, $0.0017 on Silver and $0.0016 from Gold up, plus $0.00005 per run start. Comments come with the post at no extra charge. Posts that do not exist and pages that stayed unreadable are not charged.

🔎 What is the LinkedIn Posts Scraper?

It reads the public post pages LinkedIn shows every logged-out visitor. A profile or company link is read first for its latest posts, then every post is opened for its full row.

What data does it extract?

• Post: id, linkedinUrl, type (post or repost), content, headline, hashtags[], links[], sharedContent
• Author: author.name, author.linkedinUrl, author.followers, author.avatar
• Time: postedAt.date (exact timestamp), postedAt.postedAgoText
• Engagement: engagement.reactions, engagement.likes, engagement.comments (the exact total)
• Comments: comments[] with text, postedAt, likes, author.name, author.linkedinUrl, postedAgo
• Media: postImages[], video.url (mp4), video.thumbnail, video.duration, video.captionsUrl
• Origin: source (the link the post was found through)

⬇️ Input

Field	Type	Description
urls	array	Post links (linkedin.com/posts/…, linkedin.com/feed/update/urn:li:activity:…), member profiles (linkedin.com/in/…) or company pages (linkedin.com/company/…)
maxPostsPerSource	integer	Latest posts to read per profile or company (default 20; LinkedIn shows a visitor about 10 to 18)
maxPosts	integer	Stop after this many posts in total (default 1000)

postUrls, profileUrls, companyUrls, startUrls and limitPerSource are accepted as well.

Example input

{
  "urls": [
    "https://www.linkedin.com/company/microsoft/",
    "https://www.linkedin.com/in/satyanadella/",
    "https://www.linkedin.com/feed/update/urn:li:activity:7513977926971887617/"
  ],
  "maxPostsPerSource": 10
}

⬆️ Output

One row per post (shortened):

{
  "type": "post",
  "id": "7513977926971887617",
  "linkedinUrl": "https://www.linkedin.com/posts/jeffteper_drive-revenue-and-customer-satisfaction-with-activity-7513977926971887617-1gEa",
  "content": "Drive revenue and customer satisfaction with Dynamics 365 CRM and the next wave of our headless platform…",
  "author": { "name": "Jeff Teper", "linkedinUrl": "https://www.linkedin.com/in/jeffteper", "followers": 64947 },
  "postedAt": { "date": "2026-10-08T15:05:40.748Z", "postedAgoText": "4d Edited" },
  "engagement": { "reactions": 140, "likes": 140, "comments": 12 },
  "comments": [
    {
      "text": "What happens when CRM no longer feels like a place you have to go from somewhere else?…",
      "postedAt": "2026-10-12T22:16:34.646Z",
      "likes": 0,
      "author": { "name": "Bryan Goode", "linkedinUrl": "https://www.linkedin.com/in/bryangoode" }
    }
  ],
  "postImages": ["https://media.licdn.com/dms/image/…"],
  "links": ["https://aka.ms/cx-blog"],
  "hashtags": [],
  "source": "https://www.linkedin.com/feed/update/urn:li:activity:7513977926971887617/"
}

💡 Use cases

• 📣 Competitor and brand monitoring: what companies and executives post, and how much reaction it gets.
• 🎯 Lead signals: who comments on posts in your niche, with their profile links.
• ✍️ Content research: text, hashtags and engagement of top creators' recent posts.
• 🧪 Dataset building: clean post text with exact dates for analysis or AI training sets.

🤖 For AI agents

{ "urls": ["https://www.linkedin.com/company/stripe/"], "maxPostsPerSource": 5 }

One input field, no credentials. engagement.comments is the exact total; comments[] holds the ones LinkedIn shows a visitor.

📏 Limits

• Comments: a visitor sees about ten comments per post. The exact total is in engagement.comments. Older comments need a login (the page has no call that loads more for a visitor), so they are not read.
• Posts per profile or company: LinkedIn shows a visitor the latest 10 to 18. Older posts need a login.
• No keyword search: LinkedIn's post search needs an account. Give post, profile or company links.
• Reposts: a repost is saved with type: "repost", the original author and the original text; its exact date is not on the page.
• Refusals: LinkedIn turns some visitors away. Each page is tried up to six times through fresh visitors; one that stays unreadable is listed in the key-value record NOT_SAVED and not charged.

❓ FAQ

Do I need a LinkedIn account or cookies? No.

Are comments charged separately? No. One price per post, comments included.

Can I monitor a company's posts? Yes. Schedule the Actor with the company link; every run returns its latest posts.

What links work? linkedin.com/posts/…, linkedin.com/feed/update/urn:li:activity:…, linkedin.com/in/… and linkedin.com/company/… (named, not numeric), on any country subdomain.

Is it legal? It reads pages LinkedIn publishes to every visitor, without logging in. Comments contain personal data: respect GDPR and CCPA, have a lawful basis for processing, and do not use it for spam.

🔗 You might also like

• LinkedIn Profile Scraper
• LinkedIn Company Scraper
• LinkedIn Jobs Scraper

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