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Product Management Root Cause Analysis Question: Investigating Prime Music's offline download success rate decline

Why has Prime Music offline download success rate dropped to 65%?

Problem-Solving Data Analysis Technical Understanding Music Streaming E-commerce Digital Content Delivery
User Experience Music Streaming Data Analysis Root Cause Analysis Technical Troubleshooting

Introduction

The sudden drop in Prime Music's offline download success rate to 65% is a critical issue that demands immediate attention. This significant decline not only impacts user experience but also threatens Prime Music's competitive edge in the streaming market. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes and long-term strategies to restore and improve the download success rate.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minute)

  • Looking at the timing, I'm thinking there might be a recent change. When exactly did we notice this drop in success rate?

Why it matters: Pinpointing the timeframe helps narrow down potential causes. Expected answer: Within the last week or month. Impact on approach: A sudden drop suggests a specific trigger, while a gradual decline might indicate a systemic issue.

  • Considering user segments, I'm wondering if this is affecting all users equally. Are we seeing any patterns in terms of user demographics or device types?

Why it matters: Identifying affected segments can reveal technical or user behavior factors. Expected answer: The issue is more prevalent on Android devices or in certain regions. Impact on approach: Device-specific problems would lead us to investigate compatibility issues, while regional patterns might suggest infrastructure problems.

  • Given the nature of offline downloads, I'm curious about the network conditions. Have we seen any correlation between download success rates and network quality or type?

Why it matters: Network issues could be a significant factor in download failures. Expected answer: Lower success rates in areas with poor network coverage. Impact on approach: If network-related, we'd focus on optimizing for poor connectivity and exploring offline-first strategies.

  • Thinking about recent updates, has there been any change to the app, backend systems, or content delivery network in the past month?

Why it matters: Recent changes are often the culprit in sudden performance drops. Expected answer: A recent app update or backend deployment. Impact on approach: If a recent change is identified, we'd prioritize investigating and potentially rolling back that change.

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