GKE App Onboarding
This reference provides workflows for containerizing and deploying applications to GKE for the first time.
MCP Tools:
apply_k8s_manifest,get_k8s_resource,get_k8s_rollout_status, ,
Manages GKE application onboarding, covering containerization, deployment manifests, and migration. Use when onboarding or deploying an application to GKE for the first time, or containerizing an app for GKE. Don't use for general GKE cluster administration or upgrades (use gke-basics or gke-upgrades instead).
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Manages GKE application onboarding, covering containerization, deployment manifests, and migration. Use when onboarding or deploying an application to GKE for the first time, or containerizing an app for GKE. Don't use for general GKE cluster administration or upgrades (use gke-basics or gke-upgrades instead).
This reference provides workflows for containerizing and deploying applications to GKE for the first time.
MCP Tools:
apply_k8s_manifest,get_k8s_resource,get_k8s_rollout_status, ,
Version history
get_k8s_logsdescribe_k8s_resourceBefore containerizing, assess the application:
Create a container image. A Dockerfile with a multi-stage build is recommended
for most apps — see the Go Dockerfile in
references/go-example.md for a worked example.
Best practices:
stdout and stderr for Cloud Logging collectionA complete worked Node.js example is provided in assets/:
Dockerfile (non-root node user),
index.js (implements distinct /healthz and /readyz
endpoints), package.json, and
deployment.yaml (hardened Deployment plus
ClusterIP Service, probes wired to /healthz and /readyz).
For applications where writing a Dockerfile is not preferred, you can use Cloud Native Buildpacks to automatically detect the language and build a container image:
pack build <image> --builder gcr.io/buildpacks/builder:latest
Build and store the container image:
# Configure Docker for Artifact Registry
gcloud auth configure-docker <REGION>-docker.pkg.dev --quiet
# Build and push
docker build -t <REGION>-docker.pkg.dev/<PROJECT>/<REPO>/<IMAGE>:<TAG> .
docker push <REGION>-docker.pkg.dev/<PROJECT>/<REPO>/<IMAGE>:<TAG>
Vulnerability scanning: Enable automatic scanning in Artifact Registry to detect issues in base images and dependencies.
# Check scan results
gcloud artifacts docker images describe \
<REGION>-docker.pkg.dev/<PROJECT>/<REPO>/<IMAGE>:<TAG> \
--show-package-vulnerability \
--quiet
Generate Kubernetes manifests for the application. A baseline Deployment +
ClusterIP Service manifest (probes, resource requests/limits, 2 replicas) is in
references/go-example.md.
Checklist for manifests:
See assets/deployment.yaml for a hardened worked
example. A production-hardened pod spec must include ALL of: runAsNonRoot: true, readOnlyRootFilesystem: true, allowPrivilegeEscalation: false,
capabilities.drop: ["ALL"], seccompProfile: {type: RuntimeDefault},
automountServiceAccountToken: false (unless the pod needs the token — then say
why), resource requests, digest-pinned image, and a ClusterIP Service.
That checklist is the baseline for any pod spec produced here. For manifest work
beyond it — Gateway API routes, GCS FUSE and secret volume mounting, subPath
overlays, Spot VM targeting, or AI/inference serving specs — see
gke-manifest-generation.
# MCP (preferred)
apply_k8s_manifest(parent="projects/<PROJECT>/locations/<REGION>/clusters/<CLUSTER>", yamlManifest="<manifest>")
# Verify
get_k8s_rollout_status(parent="...", resourceType="deployment", name="my-app")
get_k8s_resource(parent="...", resourceType="pod", labelSelector="app=my-app")
kubectl fallback:
kubectl apply -f manifests/
kubectl rollout status deployment/my-app
kubectl get pods -l app=my-app
For every production application onboarding to GKE:
runAsNonRoot: true), lockfile
install, minimal/distroless base image.livenessProbe) and readiness
(readinessProbe) probes configured.PodDisruptionBudget (minAvailable: 1 or 2).iam.gke.io/gcp-service-account) instead of static service account keys.Once the application is running on GKE:
gke-workload-scaling skillgke-observability skillgke-workload-security skillgke-reliability
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