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Scrape Instagram Followers

GitHub stars GitHub forks GitHub issues GitHub license Python

Scrape Instagram followers and following lists in bulk

💎 Sponsored by CoreClaw

CoreClaw

The All-in-One Web Scraping & Data Platform — Scrape Google Maps, Instagram, Amazon, LinkedIn, TikTok, YouTube, and 50+ platforms via ready-to-use REST APIs.

✅ No browser automation · ✅ No proxy management · ✅ Free credits for new users

⬇️ Get Started with CoreClaw Free


Learn how to scrape Instagram followers, public profile data, follower counts, biographies, business categories, and creator information using ready-to-use APIs.

CoreClaw helps developers, agencies, and marketing teams collect structured public Instagram data without maintaining browser automation, proxies, or custom scraping infrastructure.


What Instagram Follower Data Can You Collect?

Depending on public availability and the selected scraper, available fields may include:

  • Username
  • Full name
  • Profile URL
  • Profile picture
  • Biography
  • Followers count
  • Following count
  • Posts count
  • Verified status
  • Business category
  • External website
  • Public business email
  • Public phone number
  • Engagement indicators

If follower-list extraction is supported, results may also include public profiles associated with the selected account.


Common Use Cases

Influencer Discovery

Build creator lists for sponsorships, affiliate campaigns, and brand partnerships.

Audience Research

Study public profiles associated with creators, competitors, and niche communities.

Competitor Analysis

Compare audience size, public profile characteristics, business categories, and engagement signals.

Lead Generation

Discover public business accounts and available business contact information.

Creator Intelligence

Build structured creator databases for marketing platforms, agencies, and research workflows.


Ways to Scrape Instagram Followers

Method Setup Maintenance Structured Output
Manual collection Easy High No
Browser automation Medium High Custom
Custom scraper Hard Very high Custom
CoreClaw API Easy Managed Yes

  • Ready-to-use Instagram data tools
  • REST API access
  • Batch processing
  • JSON output
  • CSV export
  • No browser maintenance
  • No proxy management
  • Free credits for new users

Supported Instagram Tools

  • Instagram Follower Scraper
  • Instagram Profile Scraper
  • Instagram Following Scraper
  • Instagram Business Account Scraper
  • Instagram Posts Scraper
  • Instagram Reels Scraper
  • Instagram Comments Scraper
  • Instagram User Search

Example Output

{
  "username": "example_creator",
  "full_name": "Example Creator",
  "profile_url": "https://www.instagram.com/example_creator/",
  "biography": "Creator and entrepreneur",
  "followers_count": 125000,
  "following_count": 860,
  "posts_count": 412,
  "verified": false,
  "business_category": "Digital Creator",
  "external_website": "https://example.com"
}


<!-- CROSS_LINKS_START -->

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- [reddit-post-scraper](https://github.com/data-scrape/reddit-post-scraper) — Scrape Reddit posts, subreddits, and karma data with filters

### Social Media Scrapers

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- [slack-scraper](https://github.com/data-scrape/slack-scraper) — Scrape Slack channels, messages, and workspace data
- [snapchat-scraper](https://github.com/data-scrape/snapchat-scraper) — Scrape Snapchat stories, profiles, and public content data
- [whatsapp-scraper](https://github.com/data-scrape/whatsapp-scraper) — Scrape WhatsApp groups, contacts, and message data programmatically
- [x-tweet-scraper](https://github.com/data-scrape/x-tweet-scraper) — Scrape X (Twitter) tweets, threads, and timeline data in bulk

### YouTube Scrapers

- [youtube-channel-scraper](https://github.com/data-scrape/youtube-channel-scraper) — Scrape YouTube channel data, stats, and video lists in bulk

<!-- CROSS_LINKS_END -->

<!-- STAR_SECTION_START -->
## ⭐ Support This Project

If this tool helped you, please consider:

1. **⭐ Star this repository** — [Click here to star](https://github.com/data-scrape/scrape-instagram-followers)
2. **📧 Share with your network** — Help others discover this tool
3. **🐛 Report issues** — [Open an issue](https://github.com/data-scrape/scrape-instagram-followers/issues) if you find a bug
4. **📚 Contribute** — PRs are welcome! See [CONTRIBUTING.md](CONTRIBUTING.md)

<div align="center">

### 👉 Ready to scrape more platforms?

[![Star History](https://img.shields.io/github/stars/data-scrape/scrape-instagram-followers?style=social)](https://github.com/data-scrape/scrape-instagram-followers)

**Check out all our scrapers:**

[Instagram](https://github.com/data-scrape/instagram-scraper) ·
[Google Maps](https://github.com/data-scrape/best-google-maps-scraper) ·
[Amazon](https://github.com/data-scrape/best-amazon-scraper) ·
[TikTok](https://github.com/data-scrape/best-tiktok-scraper) ·
[YouTube](https://github.com/data-scrape/best-youtube-scraper) ·
[LinkedIn](https://github.com/data-scrape/best-linkedin-scraper) ·
[eBay](https://github.com/data-scrape/best-ebay-scraper) ·
[Reddit](https://github.com/data-scrape/best-reddit-scraper) ·
[Apify Alternative](https://github.com/data-scrape/best-apify-alternative)

</div>

<!-- STAR_SECTION_END -->


<!-- CONTRIB_SECTION_START -->
## 🤝 Contributing

Contributions are welcome! Here's how you can help:

1. Fork the repository
2. Create a feature branch (`git checkout -b feature/amazing-feature`)
3. Commit your changes (`git commit -m 'Add amazing feature'`)
4. Push to the branch (`git push origin feature/amazing-feature`)
5. Open a Pull Request

Please read [CONTRIBUTING.md](CONTRIBUTING.md) for details on our code of conduct and development guidelines.

<!-- CONTRIB_SECTION_END -->

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Learn how to scrape Instagram followers, public profiles, follower counts, bios, business categories, and creator data using ready-to-use APIs.

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