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Product Management Root Cause Analysis Question: Investigating Stripe's EU payout processing time increase

Asked at Stripe

15 mins

Why has the average processing time for Stripe Payouts doubled in the last week for users in the EU region?

Problem-Solving Data Analysis Technical Understanding Fintech E-commerce Banking
Data Analysis Fintech Performance Optimization Root Cause Analysis Payment Processing

Introduction

The doubling of average processing time for Stripe Payouts in the EU region over the past week is a critical issue that demands immediate attention. This sudden increase in processing time not only affects user experience but also has potential implications for cash flow and trust in our payment system. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes and long-term solutions.

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 there might have been a recent system change. Has there been any deployment or update to the Stripe Payout system in the EU region in the last 10 days?

Why it matters: Recent changes often correlate with performance issues. Expected answer: Yes, there was a minor update. Impact on approach: If yes, we'd focus on the changes made in that update.

  • Considering the scope, I'm wondering if this is affecting all EU users equally. Are we seeing this increase across all EU countries, or is it concentrated in specific areas?

Why it matters: Helps narrow down potential geographic or regulatory factors. Expected answer: It's affecting most EU countries, but some more than others. Impact on approach: If localized, we'd investigate country-specific factors.

  • Given the nature of payouts, I'm curious about transaction volumes. Has there been any significant change in the volume or size of payout requests in the EU region recently?

Why it matters: Volume changes could strain the system, leading to delays. Expected answer: Transaction volumes have remained relatively stable. Impact on approach: If volumes have spiked, we'd look into scaling issues.

  • Thinking about external dependencies, I'm wondering about our banking partners. Have there been any reported issues or changes with our EU banking partners in the last week?

Why it matters: Banking partner issues could directly impact payout times. Expected answer: No major reported issues from banking partners. Impact on approach: If yes, we'd collaborate with partners to resolve the issue.

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