CloudWatch sits in the Cloud & Observability layer of the stack.

The infrastructure I operate. Kubernetes resource configs tuned against live traffic, holding production incidents near zero. A team-wide Datadog stack across the service mesh — RUM, APM, logs, custom SLOs. AWS from academic research through production workloads. CI/CD as the discipline of making deployment boring.