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Product Management Root Cause Analysis Question: Investigating sudden quality drop in Facebook Live streams
Image of author vinay

Vinay

Updated Dec 6, 2024

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Asked at Meta

15 mins

Why did Facebook Live stream quality drop to 480p for 40% of broadcasters?

Problem Solving Data Analysis Technical Understanding Social Media Video Streaming Digital Entertainment
User Experience Performance Optimization Root Cause Analysis Technical Troubleshooting Live Streaming

Introduction

Facebook Live's sudden quality drop to 480p for 40% of broadcasters 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 platform.

I'll approach this by first clarifying the context, then ruling out external factors before diving deep into the product ecosystem, metric breakdown, and hypothesis generation. We'll use data-driven analysis to pinpoint the most likely causes and develop 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 scope, I'm thinking this might be a recent issue. Has this quality drop occurred suddenly or gradually over time?

Why it matters: Helps determine if it's a sudden technical issue or a gradual decline. Expected answer: Sudden drop within the last week. Impact on approach: Sudden drop would focus on recent changes or technical issues.

  • Considering the specific percentage, I'm wondering about the affected user base. Is the 40% of broadcasters evenly distributed across different user segments or concentrated in specific groups?

Why it matters: Identifies if it's a global issue or specific to certain user types. Expected answer: Affects all user segments relatively evenly. Impact on approach: Even distribution would suggest a system-wide issue rather than user-specific problems.

  • Thinking about potential recent changes, have there been any significant updates to the Facebook Live infrastructure or encoding processes in the past month?

Why it matters: Could pinpoint a specific change that triggered the issue. Expected answer: A recent backend update was implemented. Impact on approach: Would focus on analyzing the impact of the recent update.

  • Considering user feedback, have there been any notable increases in complaints or support tickets related to stream quality?

Why it matters: Validates the issue from a user perspective and provides additional context. Expected answer: Yes, a significant increase in quality-related complaints. Impact on approach: Would incorporate user feedback into the analysis and solution design.

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