← Back to blog
InstagramTutorialAPI

How to Scrape Instagram Profiles at Scale

Learn how to extract Instagram profile data — followers, bio, posts, and engagement metrics — using a simple API, without managing proxies or browser automation.

Instagram is one of the most valuable data sources for marketers, recruiters, and researchers. Profile data — follower counts, engagement rates, bio information, and recent posts — powers everything from influencer marketing to competitive analysis.

The Challenge

Scraping Instagram directly is notoriously difficult. Instagram aggressively blocks automated requests, requires authentication for most data, and changes their HTML structure frequently. Traditional approaches involve:

  • Managing pools of residential proxies
  • Rotating user agents and fingerprints
  • Handling CAPTCHAs and rate limits
  • Parsing constantly-changing HTML structures
  • The ScrapeKit Approach

    With ScrapeKit's Instagram Profile API, you can extract comprehensive profile data with a single API call:

    bash
    curl -X POST https://scrapekit.dev/api/v1/scrape/instagram-profile \
      -H "X-API-Key: sk_live_your_key" \
      -H "Content-Type: application/json" \
      -d '{"username": "natgeo"}'

    The response includes the full profile: display name, bio, follower count, following count, post count, profile picture URL, verification status, and external links.

    Scaling to Thousands of Profiles

    For bulk operations, ScrapeKit supports batch requests. Submit up to 50 usernames in a single API call:

    javascript
    const response = await fetch('https://scrapekit.dev/api/v1/scrape/bulk', {
      method: 'POST',
      headers: {
        'X-API-Key': 'sk_live_your_key',
        'Content-Type': 'application/json',
      },
      body: JSON.stringify({
        type: 'profile',
        targets: ['natgeo', 'nike', 'nasa', 'bbcnews'],
      }),
    });

    Each profile is scraped independently, and results are returned as they complete. You can poll the job status endpoint or configure a webhook to receive results automatically.

    Beyond Profiles

    ScrapeKit also offers Instagram Posts, Reels, Hashtags, and Comments scrapers. Combine them to build comprehensive social media intelligence:

  • Posts: Get the last 12 posts with captions, like counts, and comment counts
  • Reels: Extract reel metadata, view counts, and thumbnails
  • Hashtags: Discover top posts for any hashtag
  • Comments: Pull all comments from a specific post
  • Getting Started

    Sign up for a free Starter plan (50 credits/month) and try your first Instagram profile scrape in under 30 seconds. No credit card required.