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Product Management Root Cause Analysis Question: Investigating Netflix streaming disconnection issues

Why are Netflix streaming sessions disconnecting after 20 minutes for 30% of users?

Problem Solving Data Analysis Technical Understanding Streaming Services Entertainment Technology
Data Analysis User Retention Root Cause Analysis Technical Troubleshooting Streaming Services

Introduction

Netflix's streaming disconnection issue affecting 30% of users after 20 minutes is a critical problem 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 streaming service.

I'll approach this issue by first clarifying key details, ruling out external factors, and then diving deep into product understanding, metric breakdown, and hypothesis generation. We'll then conduct a thorough root cause analysis, propose validation methods, and outline 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 timing, I'm thinking this could be related to a recent update. Has there been any significant software or infrastructure changes in the past week?

Why it matters: Recent changes often correlate with new issues. Expected answer: Yes, there was a recent update to the streaming algorithm. Impact on approach: If confirmed, we'd focus on rollback options and code review.

  • Considering the 30% affected, I'm wondering about user segmentation. Is this issue more prevalent in certain geographic regions or on specific devices?

Why it matters: Helps narrow down potential infrastructure or device-specific problems. Expected answer: The issue is more common in North America and on smart TVs. Impact on approach: We'd investigate regional CDN performance and smart TV app versions.

  • The 20-minute mark seems specific. Are we seeing any patterns in the content being watched when disconnections occur?

Why it matters: Could indicate content-related issues or encoding problems. Expected answer: No clear pattern in content type has been observed. Impact on approach: We'd shift focus from content-specific issues to broader streaming infrastructure.

  • Given the nature of streaming, I'm curious about network conditions. Have we seen any correlation between disconnections and network quality or ISP?

Why it matters: Network issues could be a significant factor in streaming stability. Expected answer: There's a slight correlation with users on certain ISPs. Impact on approach: We'd prioritize investigating peering agreements and CDN performance with specific ISPs.

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