9 Best TikTok Hashtag Scrapers in 2025 (Updated)
Finding reliable TikTok hashtag scrapers is crucial for anyone looking to gather social media insights. These specialized tools help collect and analyze data from trending hashtags, making it easier to track performance and spot emerging trends. The right TikTok hashtag scraper can save hours of manual work while providing valuable data about video engagement, user behavior, and content performance.
TikTok scraping tools have become essential for marketers and content creators who want to stay ahead of trends and make data-driven decisions. From tracking competitor hashtags to discovering viral content patterns, these tools offer automated solutions that turn complex data collection into a simple process.
1. Apify TikTok Hashtag Scraper
Apify TikTok Hashtag Scraper stands as the leading tool for extracting data from TikTok videos based on hashtags. The tool excels at collecting comprehensive video information, creator details, and engagement metrics from any hashtag-based content on the platform. It processes data quickly and delivers results in multiple export formats, making it ideal for both casual users and professional analysts.
Pricing: The scraper is available through Apify's platform with a free tier that includes limited units. Paid plans start at $49/month with increased computing units and additional features.
Key features:
- Complete video data extraction including captions, URLs, play counts, and engagement metrics
- Creator profile information gathering with follower counts and account statistics
- Multiple export options in JSON, CSV, Excel, and XML formats
- Automated scheduling capabilities for regular data collection
- Simple interface requiring no coding knowledge
- Support for multiple hashtag searches in one run
- Real-time data updates and monitoring
- Custom filtering options for specific content types
2. Octoparse TikTok Hashtag Tool
Octoparse is a versatile web scraping platform that makes TikTok data extraction straightforward and efficient. The tool can pull data from TikTok profiles, videos, and hashtags without requiring coding knowledge. It uses an intuitive point-and-click interface that lets users select exactly what information they want to collect from TikTok pages.
Pricing: The free plan includes basic scraping features. Paid plans start at $75 per month, which includes advanced features like API access, cloud extraction, and automatic scheduling.
Key features:
- Extracts video URLs, titles, post dates, and hashtags
- Collects engagement metrics like views, likes, comments, and shares
- Supports automated data extraction on a schedule
- Offers multiple export formats including CSV and Excel
- Includes pre-built templates for common TikTok scraping tasks
- Provides cloud-based extraction to avoid IP blocks
- Works without coding through a visual interface
- Includes detailed analytics and reporting tools
3. Pentos Hashtag Analytics
Pentos is a specialized TikTok analytics platform that tracks hashtag performance and engagement metrics. The tool provides detailed insights into hashtag growth, total views, and engagement rates across different regions and time periods.
The platform lets users monitor multiple hashtags at once and see how they perform over time. It shows key data like view counts, likes, shares, and comments for hashtags.
Users can compare different hashtags side by side to identify which ones drive the most engagement. The platform also reveals trending hashtags in specific regions to help with content strategy.
Pricing: Pentos offers a free plan with limited features and paid plans starting at $49 per month for more advanced analytics and tracking capabilities.
Key features::
- Real-time hashtag tracking and analytics
- Regional trend analysis and discovery
- Detailed engagement metrics for each hashtag
- Side-by-side hashtag comparison tools
- Historical data access and trend analysis
- Custom tracking periods
- Data export options
- Growth rate monitoring
- View count tracking and analysis
4. ScrapeStorm TikTok Scraper
ScrapeStorm is a versatile web scraping tool that works well for TikTok data extraction. It uses AI technology to identify and collect data from TikTok profiles, videos, and hashtags automatically. The tool has a point-and-click interface that makes it easy for beginners to start scraping without coding skills.
The tool can extract user details, video information, engagement metrics, and trending hashtags. It saves all data in common formats like CSV and Excel for easy analysis. Users can schedule scraping tasks to run at set times and get updates automatically.
Pricing: The free plan allows basic scraping features. Paid plans start at $49.99 per month, with more advanced features and higher scraping limits available in business plans.
Key features:
- No coding needed - visual interface for easy setup
- Automatic scheduling of scraping tasks
- Export options to CSV, Excel, and API
- Built-in proxy support for reliable data collection
- Custom extraction rules for specific data points
- Cloud-based storage for scraped data
- Real-time data monitoring dashboard
- Multi-platform compatibility (Windows, Mac, Linux)
5. DataMiner TikTok Hashtag Extractor
DataMiner TikTok Hashtag Extractor is a browser-based scraping tool that runs as a Chrome extension. It lets users extract hashtag data directly while browsing TikTok, making it a simple option for those who want an easy-to-use scraping solution without complex setups. The tool works by analyzing TikTok pages as you visit them and can collect hashtag information, engagement metrics, and related content details.
Pricing: Free basic version available with limited scrapes per day. Premium plans start at $29/month for unlimited scraping and additional features like data export and automated scheduling.
Key features:
- One-click data extraction from TikTok hashtag pages
- Export options to CSV, Excel, and JSON formats
- Real-time scraping while browsing
- Basic analytics dashboard for trend tracking
- Custom filters to narrow down hashtag results
- Automated data collection scheduling (premium only)
- Integration with Google Sheets
- CAPTCHA handling support
- Browser-based interface requiring no coding skills
6. PhantomBuster TikTok Hashtag Tool
PhantomBuster is a cloud-based automation platform that makes TikTok data extraction simple and efficient. The tool works directly in your browser and requires no complex setup or coding knowledge. It can gather data from TikTok hashtags, including video details, engagement metrics, and creator information.
Pricing: The basic plan starts at $30 per month, which includes 2,000 data operations. Larger plans are available for teams and businesses that need more extensive data collection capabilities.
Key features:
- Easy-to-use interface with no coding required
- Automatic data extraction from hashtag searches
- Exports results to CSV files for easy analysis
- Collects engagement metrics like likes, comments, and shares
- Gathers creator profile information
- Schedule automated data collection at set intervals
- Cloud-based operation with no software installation needed
- API access for integration with other tools
- Advanced filtering options to narrow down results
- Real-time data updates
7. TexAu TikTok Hashtag Scraper
TexAu TikTok Hashtag Scraper is a powerful automation tool designed to extract data from TikTok based on hashtags. The tool collects video URLs, user profiles, engagement metrics, and caption data from TikTok posts that use specific hashtags. It integrates smoothly with other TexAu tools and works well for marketing teams, researchers, and content creators who need reliable TikTok data.
Pricing: Plans start at $29 per month for basic access, with higher tiers available for increased usage limits and additional features. A free trial lets users test the scraper's capabilities before committing.
Key features:
- Extracts video URLs, likes, shares, and comments from hashtag searches
- Downloads creator profile information including follower counts and engagement rates
- Exports data in CSV and Excel formats
- Supports bulk hashtag scraping for multiple searches at once
- Includes automatic proxy rotation to prevent IP blocks
- Works with both desktop and mobile TikTok versions
- Offers custom scheduling options for automated data collection
- Provides filtering options by date, engagement levels, and video duration
8. Axiom.ai TikTok Hashtag Extractor
Axiom.ai is a no-code web scraping tool that makes TikTok data extraction simple and accessible. It uses a point-and-click interface to let users select the exact data they want to collect from TikTok hashtags, including video details, engagement metrics, and creator information. The tool automatically exports the gathered data to spreadsheets or other formats for easy analysis.
Pricing: The platform offers a free trial with 2 hours of runtime included. Users can upgrade to paid plans based on their scraping needs and volume requirements.
Key features:
- Code-free interface with point-and-click data selection
- Direct export to Google Sheets and other formats
- Automatic data extraction from TikTok hashtags
- Custom scheduling options for regular data collection
- Built-in automation tools for repetitive tasks
- Browser-based operation with no software installation needed
- Support for multiple data fields like captions, likes, and shares
9. SocialBearing TikTok Hashtag Insights
SocialBearing is a versatile TikTok analytics platform that focuses on hashtag tracking and trend analysis. This tool helps marketers and content creators track hashtag performance across TikTok videos, providing detailed metrics about engagement rates, reach, and viral potential. The platform offers real-time monitoring and historical data analysis to identify trending patterns.
Pricing: Free basic plan available for casual users. Premium plans start at $29 per month for professional features and expanded data access.
Key features:
- Real-time hashtag tracking and performance metrics
- Competitor hashtag analysis and benchmarking
- Custom reports and data visualization tools
- Hashtag engagement rate calculator
- Trending hashtag suggestions based on niche
- Export capabilities for data in multiple formats
- Daily and weekly trend reports
- Historical hashtag performance data
- Multi-account management options
Conclusion
After reviewing all the options, the Best TikTok hashtag scraper is Apify because of its user-friendly interface, reliable data collection, and robust features. It excels at extracting video stats, creator information, and engagement metrics without requiring coding skills. The free trial credit and automatic data exports make it an excellent choice for both beginners and experienced users.