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The Ultimate Instagram Comment Scraper Guide: 6 Best Tools to Extract Comments Automatically

Table of Contents

Looking to extract Instagram comments for insights or engagement tracking? You’re in the right place. An instagram comment scraper is a powerful tool that automatically pulls comments, user details, and engagement metrics from Instagram posts and reels—think of it as your digital assistant that sifts through thousands of conversations without the manual work.

With Instagram’s 2 billion active users generating millions of comments daily, manual analysis simply isn’t feasible. That’s where comment scraping tools become game-changers, transforming raw social interactions into actionable intelligence for lead generation, market research, and competitor analysis.

Quick Summary

If you need to start extracting Instagram comments immediately, here are your best bets: Bright Data leads for enterprise-scale operations with unmatched compliance features. Apify offers exceptional value with its unlimited extraction model at a fixed price. For those wanting simplicity without coding, PhantomBuster is your go-to choice.

These tools convert Instagram conversations into structured data you can actually use—whether that’s identifying potential customers, tracking brand sentiment, or understanding what your audience truly wants.

What is the Best Instagram Comment Scraper?

The best instagram comment scraper depends on your specific needs, technical comfort level, and budget. Enterprise teams typically gravitate toward Bright Data for its robust infrastructure and compliance features. Small to medium businesses often choose Apify for its cost-effective unlimited plans. Non-technical users frequently prefer PhantomBuster’s automation-focused approach.

However, extracting comments is just the beginning. The real value comes from what you do with that data—and that’s where having the right outreach tools becomes crucial.

Bright Data: The Enterprise Powerhouse

Bright Data operates as a comprehensive web data platform, delivering powerful extraction solutions with an extensive proxy network designed for large-scale operations. For comment extraction, it retrieves specific data points including comment URLs, user profiles, timestamps, comment text, like counts, and reply content.

Key Features:

  • Enterprise-grade infrastructure with 99.9% uptime
  • Comprehensive proxy network bypassing anti-bot measures
  • Extracts comment URLs, user profiles, dates, text, likes, and replies
  • API-driven solution with robust compliance features

Pricing:

  • Pay as you go: $1.50 per 1,000 records
  • Growth plan: $0.95 per 1,000 records ($499/month)
  • Business plan: $0.84 per 1,000 records ($999/month)
  • Enterprise: Custom pricing with priority support

Best For: Large teams requiring continuous, high-volume data feeds with strong compliance and dedicated support.

The platform’s emphasis on “high volume web data” makes it ideal for businesses processing vast quantities of Instagram comments without worrying about blocks or data inconsistencies. This creates a sustainable competitive advantage in lead generation and market analysis that smaller tools simply can’t match.

Apify: Flexible & Developer-Friendly

Apify is a cloud-based platform specializing in web scraping and automation, offering diverse “Actors” (pre-built scrapers) including several Instagram-specific tools. Their Instagram Scraper Pro and Instagram Comments Scraper extract comprehensive comment data with over 95% reliability.

Key Features:

  • Pre-built Instagram comment extraction actors
  • Enterprise-grade anti-scraping measures
  • Extracts comment IDs, post IDs, text, timestamps, usernames, and verification status
  • Both API access and no-code interfaces available

Pricing:

  • $19/month unlimited plan for Instagram Scraper Pro (after 14-day free trial)
  • Alternative tools: $2.30 per 1,000 results
  • Pay-per-result options available

Best For: Businesses and agencies needing reliable, scalable data extraction with predictable costs. Excellent instagram comment scraper free trial option.

Apify’s fixed-price unlimited model eliminates the cost anxiety that often prevents smaller businesses from fully leveraging extensive datasets. This democratizes access to high-volume Instagram data, enabling more teams to integrate social intelligence into their daily operations.

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ScraperAPI: The Robust Developer Solution

ScraperAPI functions as a web scraping API engineered to handle proxies, CAPTCHAs, and JavaScript rendering. While it doesn’t offer dedicated Instagram comment extraction features, its robust infrastructure can be adapted by developers for custom Instagram scraping solutions.

Key Features:

  • Advanced proxy rotation and anti-bot detection
  • JavaScript rendering capabilities
  • Structured JSON data output
  • High-level control over scraping processes

Pricing:

  • Hobby: $49/month for 100,000 API calls
  • Growth: $149/month for 1,000,000 API calls
  • Scaling: $475/month for 5,000,000 API calls
  • 7-day free trial with 5,000 API calls

Best For: Developers and technical teams building custom data extraction solutions who need maximum flexibility and control.

ScraperAPI offers extensive low-level control but requires significant development resources to build Instagram-specific solutions. This represents a trade-off between flexibility and ease of implementation.

PhantomBuster: Automation for Marketing Teams

PhantomBuster provides cloud-based automation with over 100 “Phantoms” for various platforms. Their “Instagram Post Commenters Export” extracts user comments with comprehensive data fields, while their “Instagram Auto Commenter” enables automated engagement.

Key Features:

  • Instagram Post Commenters Export with 10+ data fields
  • Automated commenting capabilities
  • Cloud-based operation (no computer required)
  • Browser extension for easy account connection

Pricing:

  • 14-day free trial with limited execution time
  • Starter: $56/month (20 hours, 5 Phantoms)
  • Professional: $126/month (50 hours, 15 Phantoms)
  • Team: $352/month (300 hours, 50 Phantoms)

Best For: Marketing and sales professionals seeking pre-built, low-code automation solutions for lead generation and engagement management.

PhantomBuster’s dual capability of extracting comments and automating responses creates a powerful workflow for lead nurturing. Teams can analyze comments for intent signals, then automate personalized follow-ups that feel genuine and human.

ScrapingBee: AI-Powered Simplicity

ScrapingBee is a web scraping API featuring AI-powered data extraction capabilities. While it doesn’t offer dedicated Instagram comment extraction, its AI feature allows users to describe desired data in plain English, potentially simplifying the extraction process.

Key Features:

  • AI web scraping with natural language instructions
  • Headless browser and proxy rotation management
  • Formatted JSON output
  • Simplified data extraction for non-technical users

Pricing:

  • Freelance: $49/month for 250,000 credits
  • Startup: $149/month for 1,250,000 credits
  • Business: $299/month for 4,000,000 credits
  • Free trial with 1,000 API calls

Best For: Developers or teams seeking a robust, flexible API with AI capabilities for various web scraping needs.

ScrapingBee’s AI feature addresses the steep learning curve traditionally associated with API-based scraping tools, potentially making powerful data extraction more accessible to non-technical users.

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Top Instagram Comment Scraper Comparison Table

Tool

Key Features

Starting Price

Ease of Use

Best For

Bright Data

Enterprise infrastructure, comprehensive data extraction, proxy network

$1.50/1K records

API-driven, technical

Large teams, high-volume needs

Apify

Pre-built actors, 95% reliability, unlimited plans

$19/month unlimited

Developer-friendly with no-code options

Businesses needing predictable costs

ScraperAPI

Robust API, proxy rotation, JavaScript rendering

$49/month (100K calls)

API-based, for developers

Custom solution builders

PhantomBuster

No-code automation, dual extract/engage capability

$56/month

Low-code, browser extension

Marketing teams, small businesses

ScrapingBee

AI-powered extraction, natural language instructions

$49/month (250K credits)

API with AI simplification

Flexible scraping needs

FAQs

Is Instagram comment scraping legal?

Instagram’s Terms of Service prohibit unauthorized data scraping, and violations can lead to account suspension. However, legal interpretations suggest publicly available information may not carry privacy expectations. Always respect platform terms, prioritize user privacy, and avoid collecting personally identifiable information without consent.

Can I get an instagram comment scraper free trial?

Yes, several tools offer free trials: Apify provides $5 in monthly credits (covering 2,100+ comments), ScrapingBee offers 1,000 free API calls, and PhantomBuster has a 14-day free trial. These allow you to test capabilities before committing to paid plans.

How do I build an instagram comment scraper python script?

Building an instagram comment scraper python script is possible using libraries like httpx for HTTP requests and JMESPath for JSON parsing. However, creating a robust scraper requires handling anti-scraping measures, proxy rotation, and potential IP blocks—typically requiring programming knowledge.

Are there instagram comment scraper extension tools available?

Yes, browser extensions like “IG Exporter & Scraper” for Chrome allow CSV/Excel exports, while Thunderbit AI offers pre-built scrapers. These provide user-friendly, point-and-click interfaces compared to API-based solutions.

Where can I find an instagram comment scraper github repository?

GitHub hosts various open-source projects for Instagram scraping. Search for “instagram-scraper,” “instagram-crawler,” or “instagram-api” to find Python scripts and Ruby Gems. However, maintenance, reliability, and ToS compliance may vary across projects.

What data can I extract from Instagram comments?

Most tools extract comment text, timestamps, user profiles, like counts, reply content, verification status, and comment positioning. Advanced tools may also provide sentiment analysis, user engagement metrics, and structured data exports.

Summary

Instagram comment scraping transforms social media from a vanity metric into a powerful business intelligence tool. Whether you choose Bright Data’s enterprise capabilities, Apify’s cost-effective unlimited model, or PhantomBuster’s user-friendly automation, the key is selecting a tool that matches your technical comfort level and business needs.

Remember that extracting comments is just the first step—the real value comes from turning those insights into actionable strategies for lead generation, market research, and competitive analysis. With 70% of Instagram’s 2 billion users engaging in shopping activities, the platform represents an enormous reservoir of business intelligence waiting to be tapped.

Always prioritize ethical data practices, respect platform terms of service, and focus on publicly available information. When implemented thoughtfully, Instagram comment scraping can provide the competitive edge your business needs to thrive in today’s data-driven marketplace.

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