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Product Management Root Cause Analysis Question: Investigating Prime Gaming's item delivery failure for 35% of users

Why are Prime Gaming in-game items not appearing for 35% of users?

Problem Solving Technical Understanding Data Analysis E-commerce Gaming Cloud Services
Amazon Root Cause Analysis Gaming Troubleshooting API Integration

Introduction

The issue of Prime Gaming in-game items not appearing for 35% of users is a critical problem that directly impacts user experience and the perceived value of the Prime Gaming service. As we dive into this analysis, we'll systematically explore potential root causes, validate hypotheses, and develop a comprehensive plan to address the issue.

Our approach will involve a thorough examination of the product ecosystem, user journey, and technical infrastructure. We'll consider both immediate fixes and long-term solutions to ensure a robust resolution that prevents similar issues in the future.

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 base, I'm wondering about the distribution of affected users. Are we seeing any patterns in terms of user demographics or gaming platforms?

Why it matters: This could help identify if the issue is platform-specific or related to certain user segments. Expected answer: The issue appears to be evenly distributed across platforms and demographics. Impact on approach: If platform-specific, we'd focus on technical integration issues; if demographic-specific, we might look at user behavior or communication gaps.

  • Considering recent changes, have there been any updates to the Prime Gaming system or individual game integrations in the past 30 days?

Why it matters: Recent changes often correlate with new issues and could provide a starting point for our investigation. Expected answer: A minor update was pushed to the item distribution system two weeks ago. Impact on approach: This would shift our focus to recent changes and their potential unintended consequences.

  • Thinking about the item claiming process, are users reporting that they can't see the items, or are they unable to claim them?

Why it matters: This distinction helps us pinpoint whether the issue is with item visibility or the claiming mechanism. Expected answer: Users report not seeing the items in their game inventories after claiming them on the Prime Gaming website. Impact on approach: If visibility is the issue, we'd focus on in-game integration; if claiming, we'd examine the Prime Gaming to game handoff process.

  • Considering the scale of the problem, has there been any change in the definition or measurement of this metric recently?

Why it matters: Ensures we're not chasing a non-existent problem due to measurement errors. Expected answer: No recent changes to metric definition or measurement systems. Impact on approach: If changes were made, we'd need to validate the new measurement system before proceeding with other investigations.

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