Instagram Likes Scraper · No Cookies

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.

📺 Video Tutorial: How it Works

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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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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.

🧩 Other Instagram Actors by Data Slayer

Actor	What it does	Link
Instagram Followers Scraper	Extract follower lists from any account	Try it
Instagram Following Scraper	See who any account follows	Try it
Instagram Posts Scraper	Extract posts from any profile	Try it
Instagram Comments Scraper	Extract comments from any post	Try it
Instagram Reels Scraper	Search and extract Instagram Reels	Try it
Instagram Profile Scraper	Get full profile data with contact info	Try it
Instagram User Search	Search Instagram users by keyword	Try it
Instagram Hashtag Scraper	Discover hashtags and media counts	Try it
Instagram Location Posts	Extract posts from any location	Try it

Need verified emails? Our LinkedIn Post Engagers Email Finder and LinkedIn Audience Email Finder extract verified work emails from LinkedIn engagement data.

💬 Feedback and Support

We actively maintain this actor and ship improvements based on user feedback. If you run into any issues or have ideas for new features:

• Create an issue on the Actor's Issues tab in Apify Console
• Rate the actor if it helped you — it helps others find it too

We typically respond within 24 hours.