How should Adapter pattern be applied in a production system?

Map external models at the edge, normalize errors, protect timeouts, and keep the internal contract stable. 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.