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Play Console Insights

Extracts Play Store ratings, user reviews, crash/ANR logs, and keyword rank changes into operational tasks.

Category Marketing & ASO
Included in Growth, Full Stack
Integration Google Play Console Export / API

How it works

This skill acts as your mobile product quality monitor. It digests reports exported from the Google Play Console, scanning ratings and crash metrics to isolate technical or UX issues.

It filters reviews using sentiment analysis, highlights recurring user complaints (e.g. 'fails to load map'), correlates them with ANR/crash timestamps, and translates them into actionable engineering bugs.

Actionable Output

An app store health snapshot detailing rating trends, top crash areas, sentiment analysis keyword clouds, and auto-generated Jira bug tickets for high-priority crashes.

~ operator run play-console-insights

Processing play_store_reviews_2026-06.csv...
Average Rating: 4.35 (previous: 4.31)
⚠️ Sentiment alert: 12 reviews mention 'OTP timeout' (UX priority)
⚠️ Crash alert: 84 events observed on Samsung S22 (Android 14)
✓ Created Jira ticket: SP-1094 for OTP bug.

Prerequisites

  • ✓ Claude Code
  • ✓ Play Console export CSVs / API integration
  • ✓ Jira API integration (optional)
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