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Product Management Root Cause Analysis Question: Investigating increased API error rates for Railsbank in APAC region
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Nextsprints

Updated Jan 22, 2025

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What factors are causing the increased API error rates for Railsbank's embedded finance platform in the APAC region?

Data Analysis Problem Solving Technical Understanding Fintech Banking as a Service Cloud Computing
Fintech Root Cause Analysis API Performance Embedded Finance APAC Markets

Introduction

Increased API error rates for Railsbank's embedded finance platform in the APAC region pose a significant challenge to the product's reliability and user experience. To address this issue, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both immediate 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 regional specificity, I'm wondering about infrastructure differences. Are the error rates consistent across all APAC countries, or are there variations?

Why it matters: Helps pinpoint if it's a region-wide issue or specific to certain areas. Expected answer: Variations exist between countries. Impact on approach: Focus on country-specific infrastructure or regulatory differences.

  • Considering recent changes, have there been any significant updates to the API or backend systems in the last 30 days?

Why it matters: Recent changes often correlate with performance issues. Expected answer: A major API version update was rolled out two weeks ago. Impact on approach: Investigate the changes in the update and their potential impact.

  • Thinking about user behavior, has there been a sudden spike in API usage or new integrations from APAC clients?

Why it matters: Unexpected load can cause increased error rates. Expected answer: Several large clients recently onboarded in the region. Impact on approach: Analyze capacity planning and onboarding processes.

  • Regarding error types, are we seeing a specific error code or a variety of different errors?

Why it matters: Helps narrow down potential causes (e.g., authentication issues vs. general system overload). Expected answer: Mixture of timeout errors and authentication failures. Impact on approach: Focus on network infrastructure and authentication systems.

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