Estimation: Sizing Checkout Capacity for a Walmart Store Before It Opens
Company: Walmart Labs
Role: Product Manager
Category: Product / Decision Making
Difficulty: medium
Interview Round: Other
Walmart is planning to open a new store. How would you decide how many cash registers it should have? Walk through how you would structure the decision, state each assumption you make, and arrive at a number you could defend.
```hint Pick the hour you design for
Decide which hour of the week or year the count has to handle, then compare how many shoppers reach checkout in that hour with how many one register can serve.
```
### Clarifying Questions
- Where is the store, and what kind of store is it: a large supercenter or a smaller neighborhood format?
- Does "cash register" include self-checkout stations, or only lanes with a cashier?
- What wait at checkout is acceptable during the busiest times?
- Is the question how many registers to install, or how many to staff on a typical day?
### What a Strong Answer Covers
- A scoped store and a definition of what counts as a register, settled before any arithmetic
- A demand estimate for the period the count is sized for, built from labeled, round assumptions
- Per-register throughput and a service standard (an acceptable wait, or how busy registers may run) that the count is sized against
- Correct, unit-consistent arithmetic leading to a count, with a sanity check from a second angle
- How the count splits across checkout types, and between registers installed and registers staffed
### Follow-up Questions
- How would your answer change for the busiest shopping days of the year compared with an ordinary Saturday?
- After the store opens, what data would tell you the count was wrong, and how would you adjust?
- What changes if a growing share of orders is picked up curbside or delivered instead of going through checkout?
Overview: An estimation question about how to decide the number of cash registers a new Walmart store needs. It tests scoping the store and what counts as a register, estimating peak checkout demand, per-register throughput against an acceptable wait, and turning labeled assumptions into a defensible count with a sanity check.