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Product Management Root Cause Analysis Question: Facebook video autoplay success rate drop during peak hours
Image of author vinay

Vinay

Updated Dec 6, 2024

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Asked at Meta

15 mins

Why did Facebook Feed video autoplay success rate fall to 75% during peak hours?

Data Analysis Technical Troubleshooting Strategic Planning Social Media Video Streaming Digital Advertising
Performance Optimization Root Cause Analysis Video Streaming CDN Mobile

Introduction

The sudden drop in Facebook Feed video autoplay success rate to 75% during peak hours is a critical issue that demands immediate attention. This analysis will systematically investigate the root cause, considering technical, user behavior, and external factors. We'll follow a structured approach to identify, validate, and address the problem while evaluating both short-term fixes and long-term strategic implications.

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 server load. Can you confirm if this issue is consistently occurring during specific peak hours?

Why it matters: Helps identify if the problem is tied to high traffic periods. Expected answer: Yes, it occurs during evening hours in major time zones. Impact on approach: If confirmed, we'd focus on scaling infrastructure and optimizing resource allocation.

  • Considering user segments, I'm wondering if this affects all users equally. Have you noticed any differences in autoplay success rates across different devices or regions?

Why it matters: Identifies if the issue is universal or specific to certain user groups. Expected answer: Mobile users in urban areas are more affected. Impact on approach: We'd prioritize mobile optimization and investigate potential network congestion issues.

  • Given the nature of autoplay, I'm curious about content types. Is the 75% success rate consistent across different video types (e.g., short-form, long-form, live)?

Why it matters: Helps determine if the issue is content-specific or a general problem. Expected answer: Short-form videos are less affected than longer videos. Impact on approach: We'd investigate video encoding and delivery optimizations for longer content.

  • Thinking about recent changes, have there been any updates to the autoplay feature or related systems in the past few weeks?

Why it matters: Identifies if a recent change might have introduced the issue. Expected answer: A new video compression algorithm was implemented last month. Impact on approach: We'd focus on reviewing and potentially rolling back recent changes.

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