How should caching architecture be designed for production in Cloud Architecture?

Choose cache-aside or another deliberate pattern, define TTLs, keys, invalidation, stampede protection, and fallback behavior. The implementation should be justified by measurable requirements, kept as simple as the problem allows, and validated with realistic tests, telemetry, failure handling, and documented tradeoffs.