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technicalQuestion 1 of 3

Can you walk us through a challenging technical bottleneck you resolved at your previous job, and how you decided on the architecture?

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Your Answer (Structure using Situation, Task, Action, Result)0 words

STAR Outline for This Question

1. Situation

High API latency or database contention during surge traffic.

2. Task

Cut p95 latency under 200ms while maintaining zero downtime.

3. Action

Implemented Redis caching tier, decoupled DB writes with Kafka/SQS.

4. Result

45% latency reduction and 99.99% availability sustained.

High-Impact Talking Points

  • Emphasize measurable latency and cost optimizations.
  • Explain how you evaluated tradeoffs between cache invalidation strategies.

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