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Product Management Root Cause Analysis Question: Investigating UPI transaction success rate decline for Razorpay

Why has the success rate for UPI transactions on Razorpay dropped by 5% in the last week?

Data Analysis Problem Solving Technical Understanding Fintech E-commerce Digital Payments
Fintech Performance Optimization Root Cause Analysis Payment Processing UPI Transactions

Introduction

The recent 5% drop in UPI transaction success rates on Razorpay is a critical issue that demands immediate attention. As we analyze this product challenge, I'll employ a systematic framework to identify, validate, and address the root cause while considering 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 could be related to recent system changes. Have there been any significant updates or deployments in the past week?

Why it matters: Recent changes often correlate with performance issues. Expected answer: Yes, there was a minor update to the payment gateway. Impact on approach: If true, we'd focus on rollback options and code review.

  • Considering user segments, I'm wondering if this is affecting all users equally. Are we seeing any patterns in terms of user demographics or transaction types?

Why it matters: Segmentation helps narrow down potential causes. Expected answer: The issue seems more prevalent among first-time users. Impact on approach: We'd investigate onboarding flows and new user experience.

  • Given the specificity of the 5% drop, I'm curious about our monitoring systems. Has there been any change in how we measure or define transaction success rates?

Why it matters: Ensures we're dealing with a real issue, not a measurement anomaly. Expected answer: No changes in measurement systems or definitions. Impact on approach: Confirms we're dealing with an actual performance drop.

  • Thinking about external factors, have there been any recent changes in UPI regulations or banking policies that might affect transaction processing?

Why it matters: External changes can significantly impact fintech operations. Expected answer: No major regulatory changes in the past month. Impact on approach: Shifts focus to internal factors and system performance.

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