Instagram Profile Scraper API: Complete Guide to Extracting User Data

Need to extract Instagram profile data at scale? This guide shows you how to scrape profile information, follower counts, and engagement metrics using a simple API.

Why Scrape Instagram Profiles?

Meta's official Instagram API has strict limitations. Most businesses need an alternative for:

• Influencer Discovery - Find creators by analyzing profile metrics
• Competitor Monitoring - Track competitor growth and engagement
• Lead Generation - Build outreach lists of relevant accounts
• Market Research - Analyze industry trends and audience sizes
• Brand Monitoring - Track accounts mentioning your brand

What Profile Data Can You Extract?

Data Point	Description
Username	Instagram handle
Full Name	Display name
Bio	Profile description
Followers	Number of followers
Following	Accounts followed
Posts Count	Total posts published
Profile Picture	HD avatar URL
External URL	Link in bio
Is Verified	Blue checkmark status
Is Business	Business/Creator account
Category	Business category

Using the Profile Scraper API

const response = await fetch(
  'https://api.sociavault.com/v1/scrape/instagram/profile?handle=opi',
  {
    method: 'GET',
    headers: {
      'x-api-key': 'YOUR_API_KEY'
    }
  }
);

const result = await response.json();
const user = result.data.data.user;

You can also pass trim=true to get a smaller response without embedded media data.

Sample Response

The response contains the full Instagram profile object nested under data.data.user:

{
  "success": true,
  "data": {
    "success": true,
    "data": {
      "user": {
        "username": "opi",
        "full_name": "OPI",
        "biography": "Meet The New OPIcons: your fave shades of all time, remixed with attitude. 🔄💅",
        "edge_followed_by": { "count": 2015343 },
        "edge_follow": { "count": 1457 },
        "external_url": "https://www.opi.com/collections/the-new-opicons-collection",
        "profile_pic_url": "https://instagram.feze12-1.fna.fbcdn.net/...",
        "profile_pic_url_hd": "https://instagram.feze12-1.fna.fbcdn.net/...",
        "is_verified": true,
        "is_business_account": true,
        "is_private": false,
        "business_category_name": "Personal Goods & General Merchandise Stores",
        "business_email": null,
        "business_phone_number": null,
        "highlight_reel_count": 17,
        "bio_links": {
          "0": { "title": "The New OPIcons! Spring Collection", "url": "https://www.opi.com/..." }
        },
        "edge_owner_to_timeline_media": { "count": 5231 },
        "edge_felix_video_timeline": { "count": 18 }
      }
    }
  },
  "credits_used": 1,
  "endpoint": "instagram/profile"
}

Key fields live under data.data.user:

• Followers: edge_followed_by.count
• Following: edge_follow.count
• Posts count: edge_owner_to_timeline_media.count
• Video count: edge_felix_video_timeline.count
• Bio: biography
• Profile image: profile_pic_url_hd

Practical Use Cases

Building an Influencer Database

Scrape multiple profiles and store in your database:

async function getProfile(handle) {
  const res = await fetch(
    `https://api.sociavault.com/v1/scrape/instagram/profile?handle=${handle}`,
    { headers: { 'x-api-key': 'YOUR_API_KEY' } }
  );
  return res.json();
}

const influencers = ['creator1', 'creator2', 'creator3'];

for (const handle of influencers) {
  const result = await getProfile(handle);
  const user = result.data.data.user;
  
  await database.save({
    username: user.username,
    followers: user.edge_followed_by.count,
    engagementPotential: calculateEngagement(user),
    scrapedAt: new Date()
  });
}

Track Follower Growth

Monitor profile changes over time:

async function trackGrowth(handle) {
  const result = await getProfile(handle);
  const user = result.data.data.user;
  
  await saveSnapshot({
    handle,
    followers: user.edge_followed_by.count,
    posts: user.edge_owner_to_timeline_media.count,
    timestamp: new Date()
  });
  
  // Compare with previous
  const previous = await getLastSnapshot(handle);
  const growth = user.edge_followed_by.count - previous.followers;
  
  console.log(`${handle}: ${growth > 0 ? '+' : ''}${growth} followers`);
}

Filter by Account Type

Separate business and personal accounts:

const results = await Promise.all(
  handles.map(h => getProfile(h))
);

const users = results.map(r => r.data.data.user);
const businessAccounts = users.filter(u => u.is_business_account);
const verifiedAccounts = users.filter(u => u.is_verified);

Related Instagram Endpoints

• Instagram Posts Scraper - Get all posts
• Instagram Reels API - Extract reels
• Instagram Comments - Get post comments
• Instagram Highlights - Story highlights
• Instagram Transcript - Video transcripts

Frequently Asked Questions

Can I scrape private Instagram profiles?

No, the API only accesses publicly available data. Private accounts restrict their information to approved followers.

How accurate is the follower count?

SociaVault fetches real-time data, so follower counts reflect current numbers at the time of your request.

Can I get email addresses from profiles?

If the account has a public email (business accounts sometimes display contact info), it will be included. Personal emails are not exposed.

How many profiles can I scrape?

There's no daily limit. Scrape as many profiles as needed based on your plan's credit balance.

Is scraping Instagram legal?

Accessing publicly visible data is generally permitted. SociaVault collects the same information any Instagram user can see. Always use data ethically and comply with applicable laws.

How is this different from the official Instagram API?

The official Meta API requires app approval and provides limited data. SociaVault offers immediate access to comprehensive profile data without approval processes.

Get Started

Sign up free and get 100 credits to test Instagram profile scraping.

Full API documentation: /docs/api-reference/instagram/profile