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Company focus

ShowingTime

Why has ShowingTime's ShowingCart service experienced a sudden increase in error rates during peak hours this week?

Prepared by NextSprints

12 mins
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Problem Solving Data Analysis Technical Understanding Real Estate Technology SaaS PropTech Performance Optimization Root Cause Analysis Real Estate Tech Scalability Database Management
Product Management Root Cause Analysis Question: Investigating ShowingTime's ShowingCart service error rate increase during peak hours

Introduction

ShowingTime's ShowingCart service has experienced a sudden increase in error rates during peak hours this week, indicating a critical issue that requires immediate attention. To address this problem, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term fixes and long-term 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 recent changes. Have there been any updates to ShowingCart's infrastructure or codebase in the past week?

Why it matters: Recent changes often correlate with sudden performance issues. Expected answer: Yes, there was a minor update to the database schema. Impact on approach: If confirmed, we'd focus on database-related hypotheses.

  • Considering the specificity of "peak hours," I'm wondering about load patterns. Can you provide more details on when these peak hours occur and how they compare to normal traffic patterns?

Why it matters: Understanding load patterns helps identify capacity-related issues. Expected answer: Peak hours are typically 9-11 AM and 2-4 PM, with 3x normal traffic. Impact on approach: High load during specific times points to potential scaling problems.

  • Given the nature of ShowingCart, I'm curious about user behavior. Have there been any changes in how users are interacting with the service recently?

Why it matters: User behavior changes can sometimes trigger unexpected system behaviors. Expected answer: No significant changes in user behavior have been observed. Impact on approach: This would lead us to focus more on technical rather than user-related issues.

  • Thinking about the broader ecosystem, I'm wondering if this is isolated to ShowingCart. Are other ShowingTime services experiencing similar issues?

Why it matters: Helps determine if this is a localized or system-wide problem. Expected answer: No, other services seem to be functioning normally. Impact on approach: We'd focus specifically on ShowingCart's architecture and dependencies.

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Updated Jan 22, 2025