Guide uses Python to analyze App Store reviews for bug identification

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A DEV Community tutorial demonstrates using Python to mine low-star App Store reviews for bug reports. The method employs the Apify platform's App Store Reviews Scraper to filter and collect one- and two-star reviews from multiple countries. The tutorial, run on September 30, 2026 using Notion's iOS app as an example, shows how to identify complaint patterns, affected app versions, and geographical sources. This approach allows product teams to systematically analyze user feedback that is otherwise difficult to organize manually. The scraper accesses Apple's public review feed and charges based on the volume of reviews returned.

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