🚀 Instagram Likes Scraper (No Cookie) Scrape Instagram post likers at lightning speed—no cookies or session IDs required. This scraper is designed for developers, marketers, and analysts who need reliable and large-scale like data without the hassle of authentication. --- ## ✨ Features - 🔑 No Cookie or Session ID Required – Works entirely without logging in. - ⚡ Fast & Scalable – Scrapes up to 1000 unique likers per post (max in the market) within seconds. - 🔍 Hidden Like Counts? No Problem – Reveals the total like count even when Instagram hides it. - 🏆 Market-Leading Performance – Competing scrapers struggle to fetch more than 100–200 likers and take 10× more time. - 📦 Structured Output – Clean, developer-friendly JSON data. --- ## 📜 Example Output json { "full_name": "John Doe", "id": "1234567890", "is_new": true, "is_private": true, "is_verified": false, "latest_reel_media": "1758132991", "profile_pic_id": "3721071090899417477", "profile_pic_url": "https://example.jpg", "username": "john_doe", "liked_post": "https://www.instagram.com/p/abc/", "total_likes": 37533, "latest_reel_media_utc": "1970-01-01T00:00:00.000Z" } --- ## ⚖️ Ethical Use Notice We prioritize responsible and ethical scraping. This scraper does not extract private or sensitive user data—such as emails, gender, location, or content hidden behind logins or permissions. It only collects publicly visible information that users have chosen to share on their profiles. Always comply with Instagram’s Terms of Service and local data privacy laws when using this tool.