How should scalability be applied in a production system?

Measure bottlenecks, design stateless tiers, partition where necessary, cache carefully, and load test end to end. 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.