👍 LinkedIn Post Reactions Scraper

Extract every person who reacted to any LinkedIn post, enriched with full profile data. Paste the post URL and get a clean, structured export of the whole reactor list with headline, location, follower count, work history, education, and skills attached to each row.

Perfect for:

• Warm outbound list building
• Competitor audience mining
• Launch and event follow-ups
• Social intent signal collection

No login cookies required.

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⚙️ How It Works

Step	What Happens
Input	Submit one or more LinkedIn post URLs
Collection	Actor pulls the full list of reactors on the post
Enrichment	Each reactor is enriched with full profile-level data
Output	Clean JSON / CSV / Excel export

Every row includes the reaction type left by that person, so you can segment by intent strength.

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📌 Data Fields

Field	Description
publicIdentifier	Public LinkedIn profile slug
linkedInIdentifier	LinkedIn's internal profile identifier
memberIdentifier	Numeric LinkedIn member ID
linkedInUrl	Direct profile URL
firstName	First name
lastName	Last name
headline	Profile headline
summary	Profile about/summary section
location	Profile location
followerCount	Total followers
premium	Whether the member has LinkedIn Premium
is_open_profile	Whether the profile is an Open Profile
is_creator	Whether creator mode is enabled
is_influencer	Whether the member is a LinkedIn Influencer
is_self	Internal flag for the requesting account
is_relationship	Whether the member is a connection
websites	Websites listed on the profile
connections_count	Total connections
birthdate	Birthdate, if public
positions	Full work history (company, title, dates, description, company ID, LinkedIn URL, logo)
schools	Full education history (school, degree, grade, dates, school ID)
skills	Listed skills with endorsement counts and insights
languages	Languages listed on the profile
recommendations	Recommendations received
volunteering_experience	Volunteering history
photoUrl	Profile picture URL
backgroundUrl	Profile banner image URL
request_type	Type of request run
reaction	TRUE for everyone in this export
reaction_type	Reaction type: LIKE, APPRECIATION, INTEREST, PRAISE, EMPATHY, ENTERTAINMENT
comment	TRUE if the person also commented on the post

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📊 Sample Output

{
  "publicIdentifier": "agile-practitioner-coach",
  "linkedInIdentifier": "ACoAAAVGw3IBQLa9gfnL2SZKaNbEyRPFzLlBtYg",
  "memberIdentifier": "88523634",
  "linkedInUrl": "https://www.linkedin.com/in/agile-practitioner-coach",
  "firstName": "Siddhesh",
  "lastName": "Dongare",
  "headline": "Decision Intelligence Architect | Product Leader at Mastercard Open Finance | AI Practitioner | Agile Coach of the Year 2024 | 2× Published Author",
  "location": "Thane, Maharashtra, India",
  "followerCount": "8983",
  "premium": "TRUE",
  "is_open_profile": "TRUE",
  "is_creator": "TRUE",
  "positions": {
    "positionsCount": 8,
    "positionHistory": [
      {
        "start": "2/1/2025",
        "end": null,
        "company": "Skill India Digital Hub",
        "location": "India",
        "skills": ["Leadership", "Life Coaching", "Coaching & Mentoring", "Mentor"]
      }
    ]
  },
  "schools": {
    "educationsCount": 3,
    "educationHistory": [
      {
        "start": "1/1/2008",
        "end": "1/1/2010",
        "school": "University of Mumbai",
        "degree": "Master's Degree, Information Technology",
        "grade": "Distinction",
        "school_id": "15093732"
      }
    ]
  },
  "skills": {
    "Skills": [
      { "name": "Product Management", "endorsement_count": 0 },
      { "name": "AI Practitioner", "endorsement_count": 0 }
    ]
  },
  "request_type": "Social Enrichment",
  "reaction": "TRUE",
  "reaction_type": "LIKE",
  "comment": "FALSE"
}

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💰 Pricing

$5.00 per 1,000 reactors

One flat rate. Full profile enrichment is included by default with no add-on tiers.

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📦 Estimated Delivery Time

Volume	Delivery Time
Up to 10,000 reactors	Within 3 hours
10,000 to 50,000 reactors	3 to 6 hours
50,000+ reactors	6 to 12 hours

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📁 How to Use

1. Create a free Apify account
2. Open this actor and paste your LinkedIn post URL as input
3. Run the actor
4. Download your structured JSON, CSV, or Excel output

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⚠️ Disclaimer

This actor is intended for legitimate business use cases such as market research, lead generation, and outreach. Use it in compliance with LinkedIn's Terms of Service and applicable data privacy regulations (GDPR, CCPA, etc.). The actor does not require or store any LinkedIn credentials.