Instagram Likes Scraper (Cookieless)

What does Instagram Likes Scraper (Cookieless) do?

Instagram Likes Scraper (Cookieless) is a powerful tool that extracts detailed engagement data from Instagram posts without requiring login credentials or cookies. This no-login architecture means you can collect Instagram engagement data instantly without worrying about account restrictions, rate limits, or authentication headaches. Simply provide a post URL, and the scraper retrieves comprehensive information about every user who liked that post.

Key Features:

• Cookieless extraction: No Instagram login required
• Bulk data export: Download likes data in JSON, CSV, or Excel formats
• User profile details: Get usernames, user IDs, verification status, and profile pictures
• Timestamp tracking: Capture when each like occurred for temporal analysis
• Fast processing: Extract thousands of likes in minutes
• API integration: Connect directly to your analytics pipeline

Why scrape Instagram likes data?

Social media influencers need to scrape Instagram likes from top-performing posts to analyze engagement metrics and refine their content strategy for brand partnerships. Understanding who engages with your content helps you identify your true audience, measure campaign effectiveness, and demonstrate ROI to potential sponsors. This Instagram data extraction capability transforms raw engagement into actionable insights.

Common Use Cases:

• Influencer marketing analysis: Identify which audience segments engage most with sponsored content and optimize partnership strategies
• Competitor benchmarking: Analyze engagement patterns on competitor posts to understand what resonates with shared audiences
• Audience research: Build detailed profiles of engaged users to refine targeting and content creation strategies

How to scrape Instagram likes using this tool?

Step 1: Find the Instagram post URL Navigate to the Instagram post you want to analyze and copy its URL from your browser (e.g., https://www.instagram.com/metaindia/p/DP4EgyaD0GG/).

Step 2: Configure the input parameters Paste the post URL into the postCode field. The scraper will automatically extract all available likes data. Note: 1 post can contain thousands of likes, and the tool will paginate through all results automatically.

Step 3: Run and download Click "Start" to begin extraction. Once complete, download your data in JSON, CSV, or Excel format for immediate analysis.

What are the input parameters?

Field	Type	Description
postCode	String	Instagram post URL, post code, or media ID (e.g., https://www.instagram.com/metaindia/p/DP4EgyaD0GG/ or just DP4EgyaD0GG)

What data can you extract?

You can download the following data in JSON, CSV, or Excel formats:

{
  "like_id": "17851234567891234",
  "user_id": "4815162342",
  "username": "travel_enthusiast",
  "media_id": "2891234567891234",
  "like_timestamp": "1703174283",
  "is_verified": false,
  "profile_pic_url": "https://instagram.fcdg2-1.fna.fbcdn.net/v/t51.2885-19/123456789_123.jpg"
}

Extracted Fields:

• like_id: Unique identifier for the like interaction
• user_id: Instagram user ID of the person who liked the post
• username: Instagram handle of the user
• media_id: Unique identifier of the Instagram post
• like_timestamp: Unix timestamp indicating when the like occurred
• is_verified: Boolean indicating if the user has a verified badge
• profile_pic_url: Direct URL to the user's profile picture

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This Instagram scraper serves as a comprehensive Instagram likes scraper that lets you export Instagram likes data at scale. Whether you need an Instagram analytics API alternative or a reliable social media scraping tool, this cookieless solution helps you collect Instagram engagement data without technical barriers, making Instagram data extraction accessible for marketers, researchers, and analysts alike.