k8s

Kubernetes manifest generation covers Deployment and StatefulSet configurations with readiness/liveness probes, resource requests/limits, and Horizontal Pod Autoscaler settings. It outputs YAML, Helm, or Kustomize templates supporting automated rollout and rollback strategies for production readiness.

Kubernetes RBAC and secrets management are handled through ConfigMap and Secret generation, including integration with external secret stores. This provides secure role-based access control and configuration injection for multi-service deployments across managed or self-hosted clusters.

Helm and Kustomize are supported for deploying both stateless and stateful services across managed or self-hosted clusters. The configuration includes Service, Ingress, and StatefulSet setups with health checks to ensure traffic routes correctly to ready pods.

Kubernetes deployment readiness failures occur when readiness or liveness probes are misconfigured in the manifest. Correctly defining probe endpoints, resource requests, and limits ensures pods become ready and traffic routes to the service without premature failures.

Observability hooks are required for production readiness in Kubernetes deployments. Configuring monitoring, logs, and tracing alongside Services and Ingress ensures visibility into cluster provisioning, incident debugging, and service health across the environment.