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Product Management RCA Question: Investigating sudden spike in Paytm bill payment transaction failures

Asked at Paytm

15 mins

What caused the sudden 30% increase in failed transactions on Paytm's bill payment platform yesterday?

Problem Solving Data Analysis Technical Understanding Fintech E-commerce Digital Payments
Data Analysis Fintech Root Cause Analysis Payment Systems Troubleshooting

Introduction

The sudden 30% increase in failed transactions on Paytm's bill payment platform yesterday is a critical issue that demands immediate attention and thorough analysis. As we delve into this problem, we'll follow a systematic approach 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 a recent system update. Has there been any significant changes or deployments to the bill payment platform in the last 48 hours?

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

  • Considering the scale of the issue, I'm wondering about its distribution. Is this 30% increase uniform across all bill types and user segments, or are there specific areas more affected?

Why it matters: Helps narrow down potential causes and affected components. Expected answer: The increase is more pronounced in utility bill payments. Impact on approach: We'd prioritize investigating the utility bill payment flow.

  • Given the nature of bill payments, I'm curious about transaction volumes. Was there an unusual spike in transaction attempts around the time the issue started?

Why it matters: Unusual traffic patterns could indicate external factors or system capacity issues. Expected answer: Transaction volume was within normal range. Impact on approach: If confirmed, we'd focus more on internal system issues rather than capacity problems.

  • Thinking about potential data discrepancies, I'm wondering if there have been any changes to how failed transactions are measured or reported. Has the definition or tracking of failed transactions remained consistent?

Why it matters: Ensures we're dealing with a real issue and not a reporting anomaly. Expected answer: No changes to measurement or reporting systems. Impact on approach: Confirms the need to investigate actual system performance issues.

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