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10 Best Instagram Scrapers in 2025

We tested the top Instagram data extraction tools to help you find verified leads, analyze competitors, and build your database without getting banned.

Most Instagram marketing agencies spend $2,000-$5,000 monthly on lead generation tools that deliver questionable data and constant account suspension fears. The right Instagram scraper extracts verified contact information, follower data, and engagement metrics for a fraction of that cost.

Problem is, most Instagram scrapers either get your account banned within days or deliver incomplete, outdated data. The ones that actually work use private infrastructure that doesn't touch your personal Instagram account. They extract email addresses and phone numbers, not just usernames. They start under $50/month, so you can skip the expensive marketing agency fees.

We tested 23 Instagram scrapers over 4 months. Most were either too risky for account safety, produced low-quality data, or required programming skills. The 10 tools on this list extract verified contact data, protect your Instagram account, and deliver actionable leads better than the rest.

Quick Comparison

Compare the top 10 Instagram scrapers at a glance

Rank Tool Price/mo Account Risk Email Finding Rating
#1 LinkFinder AI $29 Zero Risk ⭐⭐⭐⭐⭐ 4.9/5
#2 Phantombuster $59 Medium Risk ⭐⭐⭐⭐ 4.3/5
#3 Octoparse $75 Low Risk ⭐⭐⭐ 4.4/5
#4 Apify $49 Medium Risk ⭐⭐⭐⭐ 4.2/5
#5 Bright Data $500 Very Low ⭐⭐⭐⭐⭐ 4.6/5
#6 Instaloader Free High Risk ⭐⭐ 4.1/5
#7 Inflact $29 Medium Risk ⭐⭐⭐ 3.9/5
#8 IGExport $19 High Risk ⭐⭐ 3.7/5
#9 ScraperAPI $99 Low Risk ⭐⭐⭐ 4.0/5
#10 InstaScrape Free Very High ⭐⭐ 3.5/5
#2

Phantombuster

Automation Platform with Instagram Scraping Capabilities

Phantombuster is a cloud-based automation platform that offers Instagram scraping as one of many social media tools. It provides pre-built workflows called "Phantoms" that can extract follower lists, scrape hashtags, and gather profile information from Instagram accounts.

The platform works by connecting to your Instagram account and performing actions on your behalf, which means you're subject to Instagram's rate limits and potential account restrictions. Phantombuster limits scraping to 2 hours per day to reduce ban risk, but this significantly slows down large data extraction projects.

Key Features

  • Pre-built Instagram scraping workflows for common use cases
  • Follower and following list extraction with basic profile data
  • Hashtag scraping to find users posting specific content
  • Location-based user discovery for local targeting
  • Chrome extension for easy workflow setup
  • Cloud-based execution so scraping runs in background

Starting at $59/month – includes 20 hours of execution time with 2-hour daily Instagram limit. Requires your Instagram account credentials.

✓ Pros

  • Easy-to-use pre-built workflows for non-technical users
  • Supports multiple social media platforms beyond Instagram
  • Cloud-based execution runs without keeping computer on
  • Active community with shared workflow templates

✗ Cons

  • 2-hour daily Instagram limit makes large projects slow
  • Uses your Instagram account, creating ban risk
  • No built-in email finding capabilities
  • Requires Instagram account credentials for operation
  • Limited customer support on lower-tier plans
#3

Octoparse

Visual Web Scraper with Instagram Templates

Octoparse is a no-code web scraping platform that offers visual point-and-click scraping for Instagram and other websites. It provides templates specifically designed for Instagram data extraction, making it accessible to users without programming knowledge.

Unlike tools that automate your Instagram account, Octoparse uses web scraping techniques to extract publicly available data from Instagram profiles. This approach reduces account ban risk but may be less reliable when Instagram updates its website structure. The cloud-based version runs scraping jobs 24/7 on Octoparse's servers.

Key Features

  • Visual point-and-click interface for creating custom scrapers
  • Pre-built Instagram templates for common scraping tasks
  • Cloud-based scraping runs continuously without local computer
  • Scheduled scraping to automatically update data daily or weekly
  • Export to CSV, Excel, JSON, and database formats
  • IP rotation to reduce detection and blocking

Starting at $75/month – includes cloud-based scraping with 10,000 pages per month. Free plan available with limited features.

✓ Pros

  • No programming knowledge required with visual interface
  • Lower account ban risk compared to automation tools
  • Cloud scraping runs 24/7 without local setup
  • Works for many websites beyond just Instagram
  • Scheduled scraping for automatic data updates

✗ Cons

  • No email or phone number extraction capabilities
  • Templates break when Instagram changes website structure
  • Steeper learning curve than simple automation tools
  • Page limits can be restrictive for large projects
  • Slower than API-based scraping solutions
#4

Apify

Developer-Focused Scraping Platform with Instagram Actors

Apify is a cloud-based web scraping platform designed for developers, offering ready-made "Actors" for Instagram scraping. These Actors are pre-built scripts that extract data from Instagram profiles, posts, hashtags, and locations without requiring you to write code from scratch.

The platform uses your Instagram credentials to scrape data, which means you're operating within Instagram's ecosystem and subject to their rate limits. Apify provides more technical control than simpler tools, but this comes with a learning curve. It's ideal for developers who need customizable scraping solutions.

Key Features

  • Library of pre-built Instagram scraping Actors for various use cases
  • Profile scraper extracts bio, follower count, and post data
  • Hashtag scraper finds recent posts and user profiles
  • Post scraper collects comments, likes, and engagement metrics
  • API access for integrating scraped data into applications
  • Proxy support with residential and datacenter IPs

Starting at $49/month – includes $49 platform credit with pay-as-you-go pricing. Free tier includes $5/month credit.

✓ Pros

  • Highly customizable for technical users
  • Large marketplace of community-built Actors
  • Robust API for integration with other tools
  • Handles complex scraping scenarios well
  • Good documentation and developer resources

✗ Cons

  • Steeper learning curve for non-developers
  • Requires Instagram account credentials for operation
  • Credit-based pricing can be unpredictable
  • Account ban risk when scraping aggressively
  • Limited email finding compared to specialized tools
#5

Bright Data

Enterprise Web Scraping Infrastructure

Bright Data is an enterprise-grade data collection platform that provides robust Instagram scraping capabilities through its web scraper IDE and ready-made datasets. It's designed for companies that need large-scale, reliable data extraction with premium proxy infrastructure.

The platform offers the most sophisticated proxy network in the industry, with millions of residential IPs that make scraping nearly undetectable. However, this enterprise-level infrastructure comes with enterprise pricing that puts it out of reach for most small businesses and individuals.

Key Features

  • Web scraper IDE for building custom Instagram scrapers
  • Pre-built Instagram datasets available for purchase
  • Premium residential proxy network with 72M+ IPs
  • Automatic CAPTCHA solving and IP rotation
  • Real-time data validation and quality checks
  • Dedicated account manager for enterprise customers

Starting at $500/month – enterprise pricing with custom quotes for high-volume needs. Includes premium proxy access and support.

✓ Pros

  • Most reliable scraping infrastructure available
  • Extremely low ban risk with premium proxies
  • Handles massive scale efficiently
  • Excellent customer support and dedicated managers
  • Compliant with data protection regulations

✗ Cons

  • Very expensive for small businesses and individuals
  • Complex setup requiring technical expertise
  • Overkill for simple Instagram scraping needs
  • Minimum commitment requirements for enterprise plans
#6

Instaloader

Open-Source Python Tool for Instagram Downloads

Instaloader is a free, open-source Python command-line tool that downloads photos, videos, captions, and metadata from Instagram. It's popular among developers and data scientists who need programmatic access to Instagram content for research or archival purposes.

Being a command-line tool, Instaloader requires Python programming knowledge to use effectively. It scrapes Instagram by logging into an account you provide, which means you're directly responsible for managing rate limits and avoiding bans. The tool is powerful but requires careful configuration to avoid detection.

Key Features

  • Download posts, stories, highlights, and profile pictures
  • Extract metadata including captions, comments, and geotags
  • Filter downloads by date range, hashtag, or location
  • Resume interrupted downloads automatically
  • Export data to JSON format for analysis
  • Completely free and open-source software

Free – open-source tool with no subscription costs. Requires Python installation and Instagram account credentials.

✓ Pros

  • Completely free with no usage limits
  • Active development with regular updates
  • Highly customizable for specific needs
  • Downloads full-resolution media files
  • Works well for personal archiving projects

✗ Cons

  • Requires Python programming knowledge
  • High account ban risk if not configured carefully
  • No built-in email or phone finding
  • Command-line interface intimidating for beginners
  • No customer support or documentation beyond GitHub
  • Requires local computer running continuously
#7

Inflact

Instagram Marketing Suite with Scraping Features

Inflact is primarily an Instagram marketing and growth tool that includes hashtag analysis, profile scraping, and competitor monitoring features. It's designed for social media managers who need both data extraction and engagement tools in one platform.

The tool operates through Instagram's official API where possible and web scraping for features not supported by the API. This hybrid approach provides broader functionality but still carries some account risk when using features that require direct account access.

Key Features

  • Hashtag analysis with top posts and engagement metrics
  • Profile viewer to scrape follower and following lists
  • Stories downloader and viewer without leaving traces
  • Direct message automation for outreach campaigns
  • Post scheduler with best time recommendations
  • Competitor monitoring and analytics dashboard

Starting at $29/month – includes basic scraping features with 100 profiles per day. Higher tiers unlock unlimited scraping.

✓ Pros

  • Affordable starting price for basic features
  • Combines scraping with marketing automation
  • User-friendly interface for non-technical users
  • Good hashtag research capabilities

✗ Cons

  • Daily scraping limits on lower-tier plans
  • Medium account risk with automation features
  • Limited email and contact finding
  • Some features require Instagram account login
  • Export options limited compared to dedicated scrapers
#8

IGExport

Budget Instagram Follower Exporter

IGExport is a simple, budget-friendly tool focused specifically on extracting follower and following lists from Instagram profiles. It's designed for users who need basic list extraction without advanced features or contact enrichment.

The tool works by logging into your Instagram account and exporting user lists to CSV files. While it's affordable and straightforward, the use of your personal account credentials creates moderate ban risk, especially when exporting large lists or scraping frequently.

Key Features

  • Export followers and following lists to CSV format
  • Extract usernames, full names, and bio information
  • Filter exports by follower count or verification status
  • Browser extension for one-click exports
  • Export hashtag followers for targeted list building
  • Basic duplicate removal in exported lists

Starting at $19/month – includes unlimited follower exports with basic profile data. Requires Instagram account credentials.

✓ Pros

  • Very affordable for basic follower exports
  • Simple interface with minimal learning curve
  • Quick exports for moderately sized lists
  • No complicated setup or configuration

✗ Cons

  • High account ban risk with frequent use
  • No email or phone number extraction
  • Limited data points compared to competitors
  • Requires keeping browser open during exports
  • No customer support or documentation
  • Exports slow down with lists over 10,000 users
#9

ScraperAPI

Developer API for Reliable Web Scraping

ScraperAPI is a developer-focused API service that handles proxy rotation, CAPTCHA solving, and browser rendering for web scraping projects. While not Instagram-specific, it provides the infrastructure needed to build custom Instagram scrapers.

The service requires programming knowledge to implement, as you need to write code that makes API requests to ScraperAPI with your target Instagram URLs. It's best suited for developers building custom scraping solutions who want to offload the complexity of proxy management and anti-detection.

Key Features

  • Automatic proxy rotation with millions of IPs worldwide
  • JavaScript rendering for dynamic Instagram content
  • Automatic retry logic for failed requests
  • Geotargeting to scrape from specific countries
  • CAPTCHA bypass and anti-bot detection
  • RESTful API works with any programming language

Starting at $99/month – includes 100,000 API calls with premium residential proxies available at higher tiers.

✓ Pros

  • Reliable infrastructure with 99.9% uptime
  • Handles scale efficiently for large projects
  • Simple API that works with any language
  • Excellent documentation for developers

✗ Cons

  • Requires programming knowledge to implement
  • Not Instagram-specific (general web scraping)
  • Higher cost than specialized Instagram tools
  • No built-in data enrichment or email finding
  • Need to build entire scraper logic yourself
#10

InstaScrape

Free Python Library for Instagram Scraping

InstaScrape is an open-source Python library that provides a simple interface for scraping Instagram data. It's designed for developers and data scientists who want to integrate Instagram scraping into Python projects without dealing with low-level details.

As a free library, InstaScrape offers no guarantees about reliability or account safety. It uses undocumented Instagram APIs that can change at any time, breaking your scraping scripts. The tool requires Python knowledge and careful rate limiting to avoid account bans.

Key Features

  • Scrape profile information and post metadata
  • Extract hashtag posts with engagement data
  • Download images and videos from posts
  • Access follower and following lists
  • Python-native integration for data analysis
  • Lightweight library with minimal dependencies

Free – open-source Python library with no usage costs. Requires Python programming skills and Instagram account.

✓ Pros

  • Completely free with no subscription
  • Integrates directly into Python workflows
  • Lightweight and fast for simple scraping tasks
  • Open-source with community contributions

✗ Cons

  • Very high account ban risk without careful rate limiting
  • Requires advanced Python programming knowledge
  • Breaks frequently when Instagram changes APIs
  • No support, documentation, or maintenance guarantees
  • No email finding or data enrichment features
  • Unreliable for production business use

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