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Product Management Root Cause Analysis Question: Investigating sudden increase in mobile cart abandonment for e-commerce platform

What's causing the sudden increase in abandoned carts on Shopify mobile devices over the past week?

Data Analysis Problem Solving Technical Understanding E-commerce SaaS Retail
E-Commerce Performance Optimization Root Cause Analysis User Behavior Mobile UX

Introduction

The sudden increase in abandoned carts on Shopify mobile devices over the past week is a critical issue that demands immediate attention. This problem directly impacts revenue and user experience, potentially signaling deeper issues within our mobile platform. I'll approach this analysis 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 this could be related to a recent update. Has there been any significant change to the mobile app or checkout process in the last 7-10 days?

Why it matters: Recent changes often correlate with sudden metric shifts. Expected answer: Yes, there was a minor UI update to the checkout page. Impact on approach: If confirmed, I'd focus on the UI changes as a primary hypothesis.

  • Considering user segments, I'm curious about the distribution. Is this increase uniform across all user types, or are we seeing it more prominently in specific segments?

Why it matters: Helps narrow down if it's a universal issue or specific to certain users. Expected answer: It's more pronounced among new users. Impact on approach: I'd investigate onboarding and first-time user experience if this is the case.

  • Given the specificity to mobile devices, I'm wondering about the technical aspects. Have we seen any changes in app performance metrics, like load times or crash rates?

Why it matters: Technical issues can significantly impact user behavior. Expected answer: There's been a slight increase in page load times. Impact on approach: I'd prioritize performance optimization in our solution strategy.

  • Thinking about external factors, has there been any significant change in marketing campaigns or traffic sources driving users to the mobile app?

Why it matters: Changes in user acquisition can affect overall metrics. Expected answer: No major changes in marketing or traffic sources. Impact on approach: If confirmed, I'd focus more on internal factors rather than external influences.

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