8 Best Instagram Hashtag Scrapers in 2025 (Updated)
Instagram hashtag scrapers have become essential tools for businesses and marketers wanting to gather valuable social media data. Web scraping tools can extract hashtag data, engagement metrics, and user insights automatically to save countless hours of manual research.
The right hashtag scraper makes a huge difference in social media success. From finding trending topics to analyzing competitor strategies, these tools help brands make smarter decisions about their Instagram content and hashtag strategy. Users need reliable options that work efficiently while following Instagram's rules and guidelines.
1. Apify: Comprehensive data extraction
Apify Instagram Scraper stands as a powerful tool for extracting Instagram data at scale. It efficiently collects posts, comments, likes, and hashtags from public Instagram profiles without requiring access to Instagram's API. The platform delivers reliable performance and handles large-scale data extraction projects with ease.
Pricing: The cost varies based on usage, with pay-as-you-go options starting from a few dollars per thousand posts scraped. Free trial credits are available for new users to test the service.
Key features:
- Complete profile data extraction including posts, comments, and engagement metrics
- Advanced filtering options to target specific date ranges or post types
- Bulk scraping capabilities for multiple Instagram accounts
- Export options in JSON, CSV, and Excel formats
- Automated scheduling for regular data collection
- Built-in proxy management system
- Real-time data monitoring and progress tracking
- API access for seamless integration with other tools
2. Smartproxy: Affordable with HTML parser
Smartproxy provides a reliable solution for scraping Instagram hashtag data without getting blocked. The tool uses rotating proxies and advanced parsing technology to extract public information from hashtags, posts, profiles, and comments. Their HTML parser helps organize the collected data into structured formats that are easy to analyze and use.
Pricing: Plans start at $100 per month for basic access to social media scraping features. The price includes proxy rotation and technical support.
Key features:
- Built-in HTML parser for structured data extraction
- Anti-blocking technology with rotating proxies
- Real-time data collection from hashtags and posts
- Easy integration through REST API
- Support for multiple programming languages
- 99.9% success rate for data extraction
- 24/7 customer support
- Detailed documentation and code examples
3. Bright Data: Feature-rich capabilities
Bright Data's Web Scraper offers a comprehensive solution for extracting hashtag data from Instagram and other social platforms. The tool provides both API integration and a no-code interface, making it accessible for developers and non-technical users alike. Their infrastructure handles proxy management and bypasses most anti-scraping measures automatically.
Pricing: Plans start at $0.001 per record scraped, with custom enterprise solutions available. A free trial is offered to test the platform's capabilities before committing to a paid plan.
Key features:
- Advanced data extraction for hashtags, posts, comments, and engagement metrics
- Real-time data collection with timestamp information
- Location-based hashtag tracking and analysis
- Built-in proxy rotation system
- No-code interface for quick setup and deployment
- API access for custom integration
- 24/7 technical support
- Automated CAPTCHA solving
- Export options in multiple formats
- Rate limiting protection
4. Zyte API: Fast and cost-effective
Zyte API provides a powerful solution for Instagram hashtag scraping with automatic proxy rotation and anti-detection measures built in. The API handles complex tasks like browser rendering and CAPTCHA solving, making it simple to extract hashtag data from Instagram posts and profiles consistently.
Pricing: Plans start at $29 per month for 100,000 API requests. Custom enterprise plans are available for larger scraping needs with volume discounts.
Key features:
- Automatic proxy management with smart rotation
- Built-in JavaScript rendering
- Anti-bot detection bypass mechanisms
- Real-time data extraction
- 99.9% success rate on Instagram scraping
- Easy integration with Python, Node.js, and other programming languages
- Detailed documentation and code examples
- 24/7 technical support
5. Instagram-Py: Open-source scraper
Instagram-Py is a lightweight Python-based tool for Instagram data extraction. It offers a straightforward way to scrape posts, user profiles, hashtags, and other Instagram content without requiring complex setup. The tool uses Instagram's public API endpoints to gather data, making it reliable for basic scraping needs.
Pricing: Free and open-source. Users can download and use the tool without any cost, as it's available under an open-source license on GitHub.
Key features:
- Simple Python API for easy integration into existing projects
- Scrapes posts, comments, likes, and user profile information
- Downloads media files (images and videos)
- Supports hashtag-based searching and data collection
- No login required for basic public data scraping
- Regular updates from the developer community
- Compatible with most Python versions
- Export data in common formats like JSON and CSV
6. Axiom.ai: Bot-based page scraper
Axiom.ai is a powerful bot-based scraping tool that automates Instagram hashtag data collection without coding. The platform lets users create custom bots that can extract user handles, post links, and other data from Instagram hashtag pages using a simple point-and-click interface in Chrome browser.
Pricing: Axiom.ai offers a free plan for basic scraping needs, with paid plans starting at $50 per month for additional features and higher usage limits.
Key features:
- Automated hashtag page scraping with custom bot creation
- Point-and-click data selector for easy setup
- Ability to collect post links and user handles
- Export data directly to Google Sheets
- Browser-based operation with Chrome integration
- No coding skills required
- Custom automation workflows
- Multiple data extraction options
7. Scrapestorm: Supports multiple platforms
ScrapeStorm is an AI-powered visual web scraping tool that extracts data from Instagram and other social media platforms without requiring coding knowledge. The software uses smart AI technology to identify and collect data patterns automatically, making it accessible for both beginners and experienced users.
Pricing: A free trial is available to test the basic features. Paid plans start with a Personal license that includes essential scraping capabilities, while Business and Enterprise plans offer advanced features and higher usage limits.
Key features:
- Visual point-and-click interface for easy data selection
- Compatible with Windows, Mac OS X, and Linux operating systems
- Built-in AI technology for automated data extraction
- Support for multiple social media platforms including Instagram, Twitter, and LinkedIn
- Export options in various formats like CSV and Excel
- No coding skills required for basic operations
- Automatic scheduling of scraping tasks
- Regular updates to maintain compatibility with website changes
8. LeadStal: Advanced real-time updates
LeadStal is a powerful Instagram hashtag scraping tool that focuses on extracting emails, usernames, and bio information from Instagram profiles associated with specific hashtags. The tool runs with real-time updates to ensure data accuracy and features a user-friendly interface that requires no coding knowledge.
Pricing: Plans start at $49 per month for basic features, with premium plans available for businesses needing advanced data extraction capabilities and higher monthly limits.
Key features:
- Real-time data updates for fresh and accurate hashtag information
- Bulk extraction capabilities for multiple hashtags at once
- Export options in CSV, Excel, and other common formats
- Advanced filtering system to target specific profile types
- Simple installation process with intuitive interface
- Email and bio data extraction from hashtag-related profiles
- Automatic updates to maintain compatibility with Instagram changes
Conclusion
After reviewing all the options, the Best Instagram Hashtag Scraper is Apify because it offers superior data extraction capabilities, reliable performance, and comprehensive features for collecting hashtag data. The platform's user-friendly interface makes it easy to extract posts, comments, likes, and other engagement metrics without technical expertise.