Cloud Native

Design favors elastic scaling, health endpoints, immutable deploys, and twelve-factor style configuration via env vars. Containers and Kubernetes appear often, yet VMs remain vital for stateful databases and compliance boundaries. Observability is built-in rather than bolted on after incidents.