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Product Management Root Cause Analysis Question: Investigating Netflix video quality drop for Originals content

Why did Netflix Originals video quality drop below 4K for 50% of users?

Problem-Solving Technical Knowledge Data Analysis Streaming Media Entertainment Technology
User Experience Root Cause Analysis Technical Troubleshooting Video Streaming Content Delivery

Introduction

The sudden drop in Netflix Originals video quality to below 4K for 50% of users is a critical issue that demands immediate attention. This problem not only affects user experience but also potentially impacts Netflix's brand reputation and competitive edge in the streaming market. I'll approach this analysis 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)

  • Given the scale of the issue, I'm thinking this might be a recent development. Has this drop in video quality occurred suddenly or gradually over time?

Why it matters: The timeline helps narrow down potential causes and guides our investigation. Expected answer: The issue occurred suddenly within the last 24-48 hours. Impact on approach: A sudden change would point towards a recent system update or infrastructure issue.

  • Considering the specificity of "50% of users," I'm wondering about the affected user segments. Is this issue affecting users globally or in specific regions?

Why it matters: Geographic distribution can indicate whether it's a localized infrastructure problem or a more widespread issue. Expected answer: The issue is affecting users across multiple regions. Impact on approach: A global issue would suggest looking at core systems rather than regional CDNs.

  • With Netflix's robust CDN, I'm curious about any recent changes to the content delivery infrastructure. Have there been any significant updates or changes to the CDN or encoding processes recently?

Why it matters: Recent changes could be directly linked to the quality drop. Expected answer: A major CDN update was rolled out last week. Impact on approach: This would focus our investigation on the recent CDN changes and their potential impact.

  • Given the focus on Netflix Originals, I'm thinking about content-specific issues. Is this quality drop consistent across all Netflix Originals content, or is it more prevalent in certain types of content (e.g., new releases, high-action content)?

Why it matters: Content-specific issues could point to encoding problems or content management issues. Expected answer: The issue affects all Netflix Originals content equally. Impact on approach: A uniform issue across content types would suggest a system-wide problem rather than content-specific encoding issues.

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