Root-Cause a Refund Failure Affecting a Small Group of Shopee Buyers

Quick Overview

A Shopee product manager question: a small group of buyers cannot complete refunds on the marketplace, and you must find the root cause. It tests defining the failure precisely, mapping the refund journey, comparing affected and unaffected buyers, and testing internal and external hypotheses in order.

Root-Cause a Refund Failure Affecting a Small Group of Shopee Buyers

Company: Shopee

Role: Product Manager

Category: Analytics & Experimentation

Difficulty: medium

Interview Round: Other

A small number of buyers on Shopee's online marketplace say they are unable to get a refund, while refunds for other buyers appear to work. You are a product manager at Shopee. Explain how you would investigate the problem and determine its real cause. ```hint Find where the refund breaks A refund passes through several hand-offs between the buyer, the seller, the platform and a payment provider. Work out at which of those steps the affected buyers get stuck, and what they have in common, before you start listing possible reasons. ``` ### Clarifying Questions - What exactly fails for these buyers: they cannot find or submit a refund request, the request is rejected or never answered, or it is approved but the money never reaches them? - Roughly how many buyers are affected, how did the reports reach us (support contacts, app reviews, social media, a dashboard), and when did they start? - Do the affected buyers share an obvious trait, such as a country, a payment method (card, in-app wallet, bank transfer, cash on delivery), an app platform or version, a type of seller, or a product category? - Has anything changed recently in the refund flow, the return and refund policy, the fraud rules or the payment partners? ### What a Strong Answer Covers - A precise definition of the failure and its size, including why a small number of failed refunds still matters for buyer trust on a marketplace. - An end-to-end map of the refund journey (eligibility, request, seller response, platform decision, return shipment, payout, notification) used to pinpoint the failing step. - A comparison of affected and unaffected buyers across the dimensions most likely to explain a refund failure, such as payment method, country, app version and order type. - Internal and external hypotheses tested in a sensible order, each with the data or test that would confirm or rule it out. - How the root cause is confirmed, and what happens for the buyers already affected once it is known. ### Follow-up Questions - The failures turn out to be concentrated among orders paid by cash on delivery. What would you investigate next, and how would those buyers receive their money? - You find that a fraud-prevention rule is deliberately blocking these refunds. How would you decide whether to loosen it? - How would you set up monitoring so that a failure like this is caught before buyers have to complain?

Overview: A Shopee product manager question: a small group of buyers cannot complete refunds on the marketplace, and you must find the root cause. It tests defining the failure precisely, mapping the refund journey, comparing affected and unaffected buyers, and testing internal and external hypotheses in order.

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Shopee
Oct 11, 2025
mediumProduct ManagerOtherAnalytics & Experimentation
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A small number of buyers on Shopee's online marketplace say they are unable to get a refund, while refunds for other buyers appear to work. You are a product manager at Shopee. Explain how you would investigate the problem and determine its real cause.

Clarifying Questions Guidance

  • What exactly fails for these buyers: they cannot find or submit a refund request, the request is rejected or never answered, or it is approved but the money never reaches them?
  • Roughly how many buyers are affected, how did the reports reach us (support contacts, app reviews, social media, a dashboard), and when did they start?
  • Do the affected buyers share an obvious trait, such as a country, a payment method (card, in-app wallet, bank transfer, cash on delivery), an app platform or version, a type of seller, or a product category?
  • Has anything changed recently in the refund flow, the return and refund policy, the fraud rules or the payment partners?

What a Strong Answer Covers Guidance

  • A precise definition of the failure and its size, including why a small number of failed refunds still matters for buyer trust on a marketplace.
  • An end-to-end map of the refund journey (eligibility, request, seller response, platform decision, return shipment, payout, notification) used to pinpoint the failing step.
  • A comparison of affected and unaffected buyers across the dimensions most likely to explain a refund failure, such as payment method, country, app version and order type.
  • Internal and external hypotheses tested in a sensible order, each with the data or test that would confirm or rule it out.
  • How the root cause is confirmed, and what happens for the buyers already affected once it is known.

Follow-up Questions Guidance

  • The failures turn out to be concentrated among orders paid by cash on delivery. What would you investigate next, and how would those buyers receive their money?
  • You find that a fraud-prevention rule is deliberately blocking these refunds. How would you decide whether to loosen it?
  • How would you set up monitoring so that a failure like this is caught before buyers have to complain?