Scraping Google Play reviews directly is against Google Play’s Terms of Service, which prohibit unauthorized scraping of their content. However, there are legitimate alternatives you can use:
✅ Legal & Recommended Methods
1. Google Play Developer API
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Google offers an official API for developers that allows you to access reviews of your own apps.
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Limited to your published apps on your developer account.
2. Third-Party APIs
You can use services that aggregate Google Play data legally, such as:
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SerpApi is a Google Search API that includes a “Google Play Reviews API” endpoint.
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Paid service but complies with Google policies.
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❌ Scraping Tools (Use at Your Own Risk)
These involve scraping the front-end of Google Play, which violates their terms and can get you blocked or banned:
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Tools/libraries:
BeautifulSoup,Scrapy, orPuppeteerwithPlaywright -
Risk: IP bans, legal action, and inconsistent data due to dynamic rendering
Example with SerpApi (Python)
Would you like help setting up a sample script using SerpApi or another API for your own app reviews?