Data-Driven Product Management

Make roadmap decisions with confidence. Stop reading individual reviews and start querying massive semantic clusters to find exactly what users are complaining about.

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Prioritize the Right Features

Are users actually churning because of the new UI, or is there a silent crash loop happening on Android 12? With AppDataLayer, PMs can query massive semantic clusters like "login bug" and instantly see the volume and severity of that complaint globally.

Semantic Topic Search: Use search_topics combined with get_reviews_by_topics to instantly pull reviews matching exact phrasing like "battery drain" or "login crash".
Measure Impact: Run get_topic_trend to monitor if a specific bug complaint is growing or shrinking after a recent app release.

Top Complaints (Last 7 Days)

"Dark Mode Glitch"

Mentioned in 420 reviews

Critical

"Missing Export Button"

Mentioned in 150 reviews

Feature Req

"Paywall Too Aggressive"

Mentioned in 85 reviews

Pricing

Claude / Cursor Agent (MCP Client)

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Join the developers and data teams using AppDataLayer to query the world's app stores.

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