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Product Management Root Cause Analysis Question: Investigating sudden increase in Spotify Android app buffering time

What's causing the sudden 30% increase in buffering time for music playback in Spotify's Android app?

Data Analysis Problem Solving Technical Understanding Music Streaming Mobile Apps Entertainment
User Experience Performance Optimization Root Cause Analysis Streaming Mobile Apps

Introduction

The sudden 30% increase in buffering time for music playback in Spotify's Android app is a critical issue that demands immediate attention. This performance degradation directly impacts user experience, potentially leading to decreased engagement and customer churn. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes and long-term solutions.

Framework overview

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

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking this might be related to a recent app update. Has there been a new version release in the past week or two?

Why it matters: Recent changes often correlate with performance issues. Expected answer: Yes, a new version was released recently. Impact on approach: If confirmed, we'd focus on changes in the latest release.

  • Considering user segments, I'm curious if this buffering increase is uniform across all Android devices or specific to certain models or OS versions. Can you provide any breakdown of affected devices?

Why it matters: Helps narrow down potential hardware or software compatibility issues. Expected answer: The issue is more prevalent on older Android versions. Impact on approach: We'd prioritize investigating compatibility with specific Android versions.

  • Given the specificity of the 30% increase, I'm assuming we have robust analytics in place. Can you confirm if there have been any changes to our measurement systems or metric definitions recently?

Why it matters: Ensures we're dealing with a real issue, not a measurement anomaly. Expected answer: No changes to measurement systems or definitions. Impact on approach: We'd focus on actual performance issues rather than data collection problems.

  • Thinking about network conditions, has there been any significant change in user behavior or global events that might affect internet connectivity for a large portion of our user base?

Why it matters: External factors could be contributing to the buffering issue. Expected answer: No major global events or shifts in user behavior noted. Impact on approach: We'd focus more on internal factors rather than external network issues.

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