Best Instagram Data Scraping Tools in 2026 (Free & Paid)
📌 Looking for Instagram scraping tools in 2026? Compare the top 6 free & paid scrapers including Growman, Bright Data, and Apify. Legal warning included.
Updated for 2026: Instagram’s API restrictions are tighter than ever. While scraping public data is possible, always respect rate limits and user privacy. Here are the most reliable tools working in 2026.
Quick Comparison
| Tool | Best For | Price |
|---|---|---|
| Growman ⭐ | Chrome extension for email/contact extraction | Free (500 Leads/Export) + Paid |
| Apify | Ready-made “actors” | Pay per result results |
| Phantombuster | No-code automation | $69/mo + 14-Day Free Trial Without a Credit Card |
01. Growman: IG Browser Extension
Growman extracts publicly available Instagram data — such as bios, follower counts, and profile information — and exports it to CSV or XLSX. It works across four modes: followers, following, hashtags, and locations.
Pros
- Pause and resume extraction
- Extract followers and following lists
- Supports both detailed and basic data extraction
- Hashtag-based extraction for niche targeting
- Location-based extraction
- Clean data presentation compared to alternatives
- Works on Chrome, Firefox, Brave, and Edge
Cons
- Free tier limited to 500 profiles per extraction
- Direct browser interaction may risk Instagram account restrictions
- Crashes reported during large extractions
- Requires an active Instagram session to function
Pricing
Free tier available. Pro plan: $10/month
02. Apify — Instagram Profile Scraper (Bio & Posts)
Built by CoderX on the Apify platform, this actor takes a list of Instagram usernames and returns public profile data alongside recent posts — designed for account analysis at scale, not one-off lookups. Runs via Apify Console or API with JSON-based input.
Pros
- API-first — plugs directly into existing workflows
- Handles bulk username lists in a single run
- Pulls both profile bio data and recent posts together
- No browser extension or active Instagram session needed
- 256MB memory per run with configurable timeout
Cons
- No email from contact button but from bio
Pricing
Pay-as-you-go. $1.10 per 1,000 results billed through Apify credits.
03. PhantomBuster — Instagram Profile Scraper
PhantomBuster’s Instagram Profile Scraper pulls all publicly available data from a list of Instagram profiles using your Instagram cookie for authentication. It returns a ready-to-use CSV file covering everything from follower counts to whether an account is private, verified, or a business.
Pros
- Returns 19 data fields per profile including email, phone, bio, category, and verified status
- Identifies if scraped profiles follow you or share mutual followers
- Detects private vs. business accounts automatically
- Extracts emails found directly in profile bios
- Outputs clean, ready-to-use CSV/Excel file
- Cloud-based — no browser session required to keep running
- Option to schedule runs
Cons
- Requires your Instagram session cookie — carries account risk if flagged
Pricing
Free 14-day trial available. Paid plans start at $69/month with credits shared across all Phantoms.
The free PhantomBuster account is limited to exporting 10 rows. To download the full file, please open the link below and watch the video tutorial.
