prepare

Design a production RAG platform handling 10M queries per month.

Interview Question

Design a production RAG platform handling 10M queries per month.

What a Strong Answer Should Cover

  • Clear retrieval and generation flow
  • Scalable ingestion and serving path
  • Security and tenant isolation
  • Cost controls and observability
  • Failure handling and reliability trade-offs

Common Mistakes

  • Jumping to a technology before clarifying the problem
  • Explaining the solution without the reasoning or trade-offs
  • Omitting verification, failure handling, or prevention

Interviewer Follow-ups

  • What would you clarify before choosing components?
  • How would you evaluate retrieval and generation separately?
  • What trade-off would you revisit at 10x traffic?

What the interviewer is testing

  • Requirements and constraints
  • Architecture and trade-offs
  • Reliability, security, cost, and operations

Real-World Sample Answer

A strong real-world response should connect requirements to engineering decisions, explain why the chosen approach fits the constraints, and make failure, security, cost, observability, and verification explicit.

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