10 Best Google Play Scrapers in 2025 (Updated)
The best Google Play scrapers help developers and researchers gather valuable app data efficiently and reliably. These specialized tools can extract key information like ratings, reviews, pricing, and download statistics from the Google Play Store without manual effort.
Finding the right web scraping platform is essential for accessing accurate app store data. Modern scraping tools offer powerful features that make it simple to collect and analyze information from thousands of Android applications. The insights gained from this data help businesses make smart decisions about their mobile app strategy.
1. Google Play Scraper - Apify platform
The Google Play Scraper is a powerful tool that extracts data from the Google Play Store. It efficiently collects information about apps, reviews, and developer details based on search queries or specific URLs. The scraper can pull data from various categories, including Games, Apps, and Kids sections.
Pricing: The platform offers a free tier with $5 monthly credits, letting users scrape thousands of results. Additional usage is available through paid plans based on complexity and volume needs.
Key features:
- Extracts app titles, descriptions, ratings, and install counts
- Collects detailed review data including user feedback and scores
- Downloads screenshots, videos, and promotional materials
- Gathers developer contact information and website details
- Supports multiple export formats (JSON, CSV, Excel, HTML)
- Tracks app updates and version changes
- Monitors competitor performance and market trends
- Pulls privacy policies and recent changes
- Provides real-time data through API access
2. Google-Play-Scraper by PyPI
Google-Play-Scraper is a Python package that lets developers extract data from the Google Play Store without needing extra dependencies. It provides a simple way to get information about apps, including reviews, ratings, descriptions, and other metadata from the Play Store. The tool works through a set of APIs that make the data collection process straightforward and efficient.
Pricing: The package is free and open-source. Developers can use it without any subscription fees or usage limits.
Key features:
- Easy collection of app details like descriptions, prices, and developer info
- Ability to gather app reviews and ratings
- Search functionality to find apps by keywords
- Data retrieval for similar apps and app categories
- Support for multiple languages and countries
- Fast performance with minimal setup requirements
- Regular updates and maintenance from the developer community
3. facundoolano/google-play-scraper on GitHub
facundoolano/google-play-scraper is a Node.js tool that collects data from the Google Play Store. It lets developers get information about apps, including details like ratings, reviews, descriptions, and prices, without needing to manually visit each app page.
Pricing: The tool is free and open-source, available under the MIT license which allows both personal and commercial use with proper attribution.
Key features:
- Scrapes app details like title, description, price, and developer info
- Gets app reviews and ratings data
- Searches apps by keywords and categories
- Returns results in JSON format
- Works without requiring a Google Play API key
- Supports multiple languages and countries
- Includes a built-in cache system to improve performance
- Allows bulk app information collection
- Handles rate limiting automatically
4. digitalmethodsinitiative/google-play-scraper on GitHub
The digitalmethodsinitiative/google-play-scraper is a lightweight Python class designed to extract app information from the Google Play Store. This tool offers a streamlined approach to scraping app data without requiring complex setup or external dependencies.
Pricing: The tool is completely free and open-source, available under standard GitHub licensing terms.
Key features:
- Simple Python implementation for easy integration
- Ability to scrape basic app information from Google Play Store
- No external dependencies required for operation
- Built-in methods for data extraction
- Clean and maintainable codebase
- Supports automated app information gathering
- Compatible with standard Python environments
- Easy to contribute to and modify as needed
5. Oxylabs Google Play Scraper API
Oxylabs Google Play Scraper API is a specialized tool designed to extract data from the Google Play Store. The API lets users collect information about mobile apps, including titles, prices, version numbers, download rates, and user reviews. It handles the technical challenges of data extraction while maintaining high success rates.
Pricing: The service is available through a free trial period, after which pricing depends on request volume and specific requirements. Custom pricing plans are available to match different business needs.
Key features:
- Automatic extraction of app details, ratings, and reviews
- High success rates for data collection
- Bypass of anti-bot systems and CAPTCHAs
- Real-time data extraction capabilities
- Support for large-scale data gathering
- Access to both free and paid app information
- Collection of developer details and app statistics
- Clean, structured JSON output format
6. play-scraper from PyPI
play-scraper is a Python package that extracts data from the Google Play Store. It allows developers to gather information about apps, including their details, ratings, and reviews, without needing external dependencies or complex setup processes.
Pricing: The tool is completely free to use and is available as an open-source package through the Python Package Index (PyPI).
Key features:
- Easy installation through pip package manager
- Scrapes basic app information like title, description, and developer details
- Retrieves app ratings and review counts
- Collects pricing information and in-app purchase details
- Works without requiring authentication or API keys
- Supports parsing multiple apps in a single session
- Returns data in easy-to-use Python dictionary format
7. Octoparse Google Play data extraction
Octoparse is a code-free web scraping tool that lets users extract data from Google Play Store apps and reviews. The platform uses point-and-click features to help users collect app names, ratings, download counts, developer info, and user reviews from Google Play listings. It turns complex web pages into structured data formats that are ready for analysis.
Pricing: The tool offers a free plan with basic features and paid plans starting at $75 per month. Paid versions include more advanced features like cloud extraction and API access.
Key features:
- Built-in templates for Google Play Store scraping
- No coding skills needed - visual interface for data selection
- Automatic handling of dynamic content loading
- Export options to Excel, CSV, and database formats
- Scrapes app reviews and ratings with high accuracy
- Cloud-based extraction to handle large-scale data collection
- Scheduled scraping tasks for automated data updates
- Built-in IP rotation to avoid blocking
- Support for both mobile and desktop versions of Google Play
- Data filtering options to target specific information
8. Python tutorial on scraping Google Play Store
Google-Play-Scraper is a Python library that enables developers to extract data from the Google Play Store without external dependencies. The library provides simple APIs to access app details, reviews, search results, and other store data programmatically.
The library makes it easy to scrape app reviews and metadata using Python code. Developers can collect information about ratings, comments, app descriptions, and download statistics with just a few lines of code.
Pricing: The Google-Play-Scraper library is free and open-source. Users can download and use it without any cost or subscription fees.
Key features:
- Simple API interface for accessing Play Store data
- Ability to retrieve app details like ratings, reviews, and descriptions
- Search functionality to find apps by keywords
- No external dependencies required
- Built-in rate limiting to prevent API abuse
- Support for multiple languages and regions
- Easy access to app download statistics
9. Review the scraping guide by PyPI
Google-play-scraper is a Python package that enables developers to extract reviews and other data from the Google Play Store without external dependencies. It provides a straightforward way to access and collect user reviews programmatically through simple API calls, making it useful for developers and researchers who need to analyze app feedback at scale.
Pricing: The package is completely free to use and is available as open-source software through PyPI (Python Package Index).
Key features:
- Retrieves app reviews with full text, ratings, and timestamps
- Supports filtering reviews by language and sorting options
- Allows batch review collection with continuation tokens
- Handles rate limiting automatically to prevent API blocks
- Works without requiring Google Play API credentials
- Compatible with both Python 2 and Python 3
- Includes error handling for failed requests
- Provides access to review replies from developers
- Returns review data in an easy-to-process JSON format
- Enables custom review count limits per request
10. Node.js Google Play scraping tool
google-play-scraper is a Node.js module that helps developers extract data from Google Play Store applications. The tool requires no API key or external dependencies, making it easy to integrate into existing Node.js projects. It provides clean and organized access to app information, reviews, and developer data from the Google Play Store.
Pricing: The tool is free and open-source, allowing developers to use it without any subscription or usage fees.
Key features:
- Scrapes detailed app information, including descriptions, ratings, and pricing
- Retrieves user reviews and developer details
- Supports search functionality to find apps by keywords
- Returns data in JSON format for easy processing
- Works without requiring Google Play Store API credentials
- Enables batch processing of multiple app queries
- Compatible with recent Node.js versions
- Includes built-in error handling
- Supports multiple languages and regions
- Provides rate limiting to avoid IP blocks
Conclusion
After reviewing all the options, the best Google Play scraper is Apify because it extracts comprehensive app data without technical setup, supports multiple export formats, and allows users to get thousands of results for free. Its simple interface makes data collection quick and efficient while providing detailed information about apps, reviews, and developer details in just a few clicks.