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Product Management Root Cause Analysis Question: Investigating YouTube Music's sudden streaming quality decrease

Asked at Google

15 mins

Why did YouTube Music streaming quality drop to 128kbps for 50% of users?

Problem Solving Data Analysis Technical Understanding Music Streaming Digital Media Technology
User Experience Root Cause Analysis Technical Troubleshooting YouTube Streaming Quality

Introduction

The sudden drop in YouTube Music streaming quality to 128kbps for 50% of users is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term fixes and long-term implications for the product.

I'll approach this problem by first clarifying the context, then ruling out external factors before diving deep into the product ecosystem, metric breakdown, and data analysis. From there, I'll form and validate hypotheses, conduct a root cause analysis, and propose a comprehensive resolution plan.

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 user impact, I'm thinking this might be a widespread issue. Has this drop in quality affected all regions equally, or are there geographical variations?

Why it matters: Geographic patterns could indicate infrastructure or CDN issues. Expected answer: Variations across regions. Impact on approach: If regional, we'd focus on specific CDN or server clusters.

  • Considering the magnitude of the issue, I'm wondering about the timeline. When was this drop in quality first noticed, and has it been consistent since then?

Why it matters: The timeline could reveal correlations with recent changes or events. Expected answer: Noticed within the last week, consistent since then. Impact on approach: Recent onset would prompt investigation of recent deployments or changes.

  • Given the specific 128kbps figure, I'm curious about our quality tiers. Is 128kbps a standard quality option, or does it represent a fallback from a higher tier?

Why it matters: Understanding if this is a deliberate quality tier helps determine if it's a system behavior or an anomaly. Expected answer: 128kbps is a fallback quality, not a standard tier. Impact on approach: If it's a fallback, we'd investigate conditions triggering this fallback mechanism.

  • Considering user segments, I'm thinking about subscription tiers. Is this issue affecting both free and premium users equally?

Why it matters: Different impacts on user segments could indicate problems with account management or entitlement systems. Expected answer: Primarily affecting free users. Impact on approach: If primarily free users, we'd investigate systems managing user tiers and quality allocation.

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