Exporting Google Play and App Store Reviews for Competitor Research
Average app ratings alone rarely explain why users leave, while written reviews can expose problems such as login failures, unclear subscription terms, or repeated feature requests. The guide recommends keeping each review's text alongside its rating, version, date, and source so findings can be traced back to evidence. It walks through collecting a modest sample of about 100 Android and iOS reviews using Apify Actors, exporting them as JSON, and checking run summaries for completeness. It notes that Apple's public feed exposes only a limited recent window, and that storefront selection does not confirm where reviewers are located. A short Python script then merges both platforms' differently named fields into one consistent CSV.
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