How should consistency and availability tradeoffs be applied in a production system?

Classify invariants, use strong consistency where required, tolerate staleness where acceptable, and design reconciliation paths. 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.