Linkedin Post Reactions Scraper

LinkedIn Post Reactions Scraper

Scrape the list of reactors (reactions) from one or more LinkedIn post URLs and save the results to the default Apify dataset.

Key features

• Bulk input via urls / keyword
• Live-saving results to the dataset (partial results survive failures)
• Proxy strategy:
  • Start with no proxy (direct to linkedin.com)
  • If blocked: fallback to datacenter proxy
  • If blocked: fallback to residential proxy (then stick with residential for the rest of the run)
  • If residential is blocked: retry 3 times on residential

Input

Example:

{
  "urls": [
    "https://www.linkedin.com/posts/satyanadella_no-one-becomes-a-clinician-to-do-paperwork-activity-7302346926123798528-jitu"
  ],
  "liAtCookie": "YOUR_LI_AT_COOKIE_VALUE",
  "reactionType": "ALL",
  "maxItems": 30,
  "proxyConfiguration": { "useApifyProxy": false }
}

Input fields

• urls (array): List of LinkedIn post URLs (bulk supported).
• keyword (array): Alias bulk input (treated the same as urls).
• liAtCookie (string, secret): Your LinkedIn li_at cookie value.
• reactionType (string): Reaction type filter, or ALL.
• maxItems (integer): Maximum items per post.
• proxyConfiguration (object): Apify proxy input (editor: proxy).

Output

Each dataset item matches this shape (example):

{
  "reaction_type": "LIKE",
  "reactor": {
    "urn": "ACoAA....",
    "name": "Full Name",
    "headline": "Headline",
    "profile_url": "https://www.linkedin.com/in/....",
    "profile_pictures": {
      "small": "https://...",
      "medium": "https://...",
      "large": "https://...",
      "original": "https://..."
    }
  },
  "_metadata": {
    "post_url": "https://www.linkedin.com/posts/...",
    "page_number": 1,
    "total_reactions": 20379
  }
}

Notes

• This actor relies on a valid LinkedIn session cookie (li_at) to access reaction data.
• LinkedIn can block automated access; use the built-in proxy fallback strategy when needed.

What are other Linkedin scraping tools?

If you want to scrape specific Linkedin data, you can use any of the dedicated scrapers below for faster and more targeted results.

Scraper Name	Scraper Name
LinkedIn Ads Scraper	Linkedin Open Profile Status
Linkedin B2b Email Scraper	Linkedin Phone Number Scraper
Linkedin B2b Lead Scraper	LinkedIn Post Comments Scraper
Linkedin B2b Phone Number Scraper	LinkedIn Post Scraper
Linkedin Company About Scraper	LinkedIn Post, Comments and Engagements Scraper
Linkedin Company Employees	LinkedIn Posts URL (Profile)
Linkedin Company Employees Scraper	Linkedin Profile And Company Posts Scraper
Linkedin Company Post Scraper	Linkedin Profile Email Scraper
Linkedin Company Profile Scraper	Linkedin Profile Lead Scraper
LinkedIn Company Scraper	Linkedin Profile Phone Number Scraper
Linkedin Email Scraper	Linkedin Profile Post Scraper
Linkedin Jobs Scraper	LinkedIn Profile Scraper
Linkedin Lead Scraper	LinkedIn Search Jobs Scraper