📸 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.

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🚀 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

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🔧 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.

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📥 Input Parameters

Parameter	Type	Description
usernames	Array	List of Instagram usernames to extract data from

Example Input:

{
  "usernames": ["cristiano", "nasa", "bethfiit"]
}

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📤 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

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🖼️ 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

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📦 Example Output

{
  "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"
    }
  ]
}

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⚙️ 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.

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🧠 Use Cases

• 🔍 Influencer & creator research
• 🏆 Competitive benchmarking
• 📈 Audience engagement tracking
• 📊 Social media analytics dashboards

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💡 SEO Keywords

• Extract Profiles Data Instagram
• Instagram Data Scraper
• Instagram Public Profile Collector
• Instagram JSON API Alternative
• Instagram Post Insights Extractor

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⚠️ 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.

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🚀 Extract Instagram public profile data at scale — safely, quickly, and without login!