Q1Tell me about the most complex system you've designed.
8.0 / 10“I led the rebuild of our checkout service, splitting a Django monolith into three services with a Postgres-backed order store and Redis for idempotency keys. Peak load was around 400 orders per minute during sales events.”
Coach note: Concrete scope, real numbers, clear ownership. To push higher, name one hard trade-off you made and why.
Q2How would you scale that checkout system to 10x traffic?
6.0 / 10“I would add more servers and caching, and maybe use a message queue so nothing gets lost. We could also shard the database if it gets slow.”
Coach note: Directionally right but generic — no bottleneck analysis, no cache-invalidation or queue-backpressure detail, nothing on metrics or alerting. This is the gap to close next.
Q3Tell me about a disagreement you had with a teammate.
8.5 / 10“Our frontend lead wanted client-side polling for order status; I argued for websockets with a polling fallback. We prototyped both over two days, measured battery and server cost, and shipped the hybrid. No hard feelings — the data decided.”
Coach note: Excellent STAR structure: situation, your position, how you resolved it, and the outcome. Clear and concise.