How should infrastructure layer be applied in a production system?

Implement application-owned interfaces, centralize integration policies, handle retries and timeouts, and map external models at boundaries. 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.