This question evaluates a data scientist's product growth strategy, monetization insight, and metrics-driven experimentation skills by requiring clear explanation of an app's core features, target users, revenue model, and competitive positioning to a non-expert manager.

You are in an onsite Analytics & Experimentation interview. You must explain a favorite digital consumer app to a manager who does not know it and outline how to grow it.
Provide a concise, structured response that covers:
Hint: Structure your answer as market → monetization → metrics → roadmap → ROI justification.
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