Instagram Likes Scraper (Cookieless)

Extract Instagram post likes data without login credentials or cookies. This scraper delivers comprehensive user profiles from any public Instagram post, enabling influencers and marketers to analyze engagement patterns and identify high-value audiences for brand partnerships.

Key Features

🔒 Cookieless / No Login Required - Scrape Instagram likes data without authentication, eliminating account suspension risks and simplifying deployment across teams.

📈 Scalable Architecture - Process thousands of likes from viral posts efficiently, with built-in rate limiting and error handling for reliable large-scale data collection.

✅ Rich Profile Data - Extract complete user profiles including username, full name, verification status, privacy settings, profile pictures, and recent reel activity timestamps.

⚡ Fast & Reliable - Optimized scraping engine delivers results in minutes, with automatic retry logic and robust error recovery for uninterrupted data collection.

📊 Export-Ready Formats - Download data in JSON, CSV, or Excel formats for immediate analysis in your preferred analytics tools or CRM systems.

Use Cases

Influencer Marketing Managers: Identify engaged audiences from competitor posts to build targeted outreach lists for brand collaborations and sponsored content campaigns.

Social Media Analysts: Analyze engagement patterns across multiple posts to understand audience demographics, verify influencer authenticity, and measure campaign performance metrics.

Business Development Teams: Discover potential brand advocates and micro-influencers by examining who engages with industry-leading content, enabling data-driven partnership strategies.

Important Considerations

This scraper works only with public Instagram profiles. Private accounts and their associated likes data cannot be accessed. Ensure target posts are publicly visible before initiating scraping runs.

Inputs

Field	Type	Description
postCode	String	Instagram post shortcode, ID, or full URL (e.g., https://www.instagram.com/p/DMczD3ESheI/)

Outputs

Formats: JSON, CSV, Excel

Fields: Each like record includes:

• id - Unique Instagram user identifier
• username - Instagram handle
• full_name - Display name
• is_verified - Blue checkmark verification status
• is_private - Account privacy setting
• profile_pic_url - High-resolution profile image URL
• latest_reel_media - Unix timestamp of most recent reel post

How to Use

Step 1: Enter the target Instagram post URL or shortcode in the postCode input field.

Step 2: Configure your scraping parameters and run the actor.

Step 3: Download results in your preferred format (JSON, CSV, or Excel) for immediate analysis.

Sample Output

[
  {
    "full_name": "Sarah Mitchell",
    "id": "48392847562",
    "is_new": true,
    "is_private": false,
    "is_verified": true,
    "latest_reel_media": 1765698234,
    "profile_pic_id": "3782945612847293847",
    "profile_pic_url": "https://scontent-dfw5-1.cdninstagram.com/v/t51.2885-19/example.jpg",
    "username": "sarahmitchell"
  },
  {
    "full_name": "Alex Chen",
    "id": "39284756123",
    "is_new": true,
    "is_private": true,
    "is_verified": false,
    "latest_reel_media": 0,
    "profile_pic_id": "3729384756284756",
    "profile_pic_url": "https://scontent-dfw5-2.cdninstagram.com/v/t51.2885-19/example2.jpg",
    "username": "alexchen_official"
  }
]

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This Instagram scraper empowers social media professionals to export Instagram likes data efficiently, transforming raw engagement metrics into actionable insights. Whether you need an Instagram analytics API alternative or a comprehensive social media scraping tool to collect Instagram engagement data, this Instagram data extraction solution delivers the Instagram likes scraper functionality required for modern influencer marketing and audience analysis workflows.