📸 Extract Profiles Data Instagram ## 📌 Overview Extract Profiles Data Instagram is a lightweight yet powerful tool for gathering publicly available profile details from Instagram — no login, cookies, or API tokens required. Just pass in a list of usernames, and the tool returns structured JSON with bios, profile pictures, follower stats, and the latest posts. --- ## 🚀 Features * ✅ Works without login or cookies * 📊 Collects public Instagram profile data * 📦 Outputs structured JSON (ready for automation) * 👥 Handles multiple usernames at once * ⚡ Scalable for research, analytics, and monitoring --- ## 🔧 How It Works 1. Provide a list of Instagram usernames. 2. The scraper fetches publicly visible data for each account. 3. Results are returned in clean JSON format. --- ## 📥 Input Parameters | Parameter | Type | Description | | ----------- | ----- | ------------------------------------------------ | | usernames | Array | List of Instagram usernames to extract data from | Example Input: json { "usernames": ["cristiano", "nasa", "bethfiit"] } --- ## 📤 Output Data Each username returns detailed public profile information. ### 🧑‍💼 Profile Fields | Field | Description | | ------------------------- | ------------------------------------------ | | id | Internal Instagram user ID | | username | Instagram handle | | fullName | Profile display name | | profilePicUrl | Low-resolution profile picture | | hdProfilePicUrl | High-resolution profile picture | | biography | Raw biography text | | biography_with_entities | Structured bio with hashtags & mentions | | external_url | Main link in bio | | externalUrls | Structured external links with titles/URLs | | fbid | Facebook ID linked to profile | | followersCount | Number of followers | | followsCount | Number of accounts followed | | postsCount | Total post count | | verified | Whether the account is verified (boolean) | | private | Whether the account is private (boolean) | | isBusinessAccount | Business account flag | | businessCategoryName | Business category if applicable | | business_address_json | Business address in JSON format | | has_channel | Whether the account has a video channel | | highlight_reel_count | Number of story highlights | | is_joined_recently | Flag for new accounts | --- ### 🖼️ Recent Posts (latestPosts) Up to 12 most recent public posts are retrieved: | Field | Description | | -------------------------------------- | ----------------------------------- | | id | Unique media ID | | shortCode | Post shortcode (for URLs) | | url | Direct link to the post | | caption | Post caption text | | commentsCount | Number of comments | | likesCount | Number of likes | | timestamp | Date/time of post | | mediaType | Type (GraphImage, GraphVideo, etc.) | | productType | Post format (feed, clip, story) | | displayUrl | Media preview image/video URL | | alt | Accessibility caption (if present) | | dimensionsHeight / dimensionsWidth | Media dimensions | | is_video | Whether the post is a video | | locationName | Tagged location (if available) | | ownerUsername | Post owner username | | ownerId | Post owner ID | --- ### 📦 Example Output json { "username": "bethfiit", "fullName": "Beth Eleanor", "biography": "📚💋✨ Fantasy & cosplay stuff 🐉 ...", "followersCount": 2453778, "followsCount": 513, "postsCount": 484, "verified": true, "private": false, "externalUrls": [ { "title": "B eleanor links ❤️", "url": "https://linktr.ee/b.eleanor" } ], "latestPosts": [ { "shortCode": "DLBtKfuRNDQ", "caption": "A few days in Vegas ✨💞", "likesCount": 18664, "timestamp": "2025-06-18T03:13:55", "mediaType": "GraphSidecar", "is_video": false, "url": "https://www.instagram.com/p/DLBtKfuRNDQ" } ] } --- ## ⚙️ Notes & Limitations * ⚠️ Works only with public profiles (private or restricted accounts are inaccessible). * ❌ Nonexistent, banned, or removed profiles are skipped with warnings. * 📊 Follower/engagement counts are approximate and reflect publicly visible values. --- ## 🧠 Use Cases * 🔍 Influencer & creator research * 🏆 Competitive benchmarking * 📈 Audience engagement tracking * 📊 Social media analytics dashboards --- ## 💡 SEO Keywords * Extract Profiles Data Instagram * Instagram Data Scraper * Instagram Public Profile Collector * Instagram JSON API Alternative * Instagram Post Insights Extractor --- ## ⚠️ Disclaimer This tool should be used responsibly and ethically. Instagram’s Terms of Service prohibit scraping methods that bypass their official API. This scraper only collects publicly available data accessible without login. The developer assumes no liability for misuse. --- 🚀 Extract Instagram public profile data at scale — safely, quickly, and without login!