feat: use vcluster in our CI to isolate dynamo operator deployments (#7478)

Signed-off-by: Julien Mancuso <jmancuso@nvidia.com>

feat: use vcluster in our CI to isolate dynamo operator deployments (#7478)
Signed-off-by: Julien Mancuso <jmancuso@nvidia.com>
aa3d2859 · Julien Mancuso · GitHub · 062d3e6c · aa3d2859 · aa3d2859
Unverified Commit aa3d2859 authored Mar 19, 2026 by Julien Mancuso Committed by GitHub Mar 19, 2026
11 changed files
--- a/.github/actions/check-vcluster-exists/action.yml
+++ b/.github/actions/check-vcluster-exists/action.yml
+name: 'Check vCluster Exists'
+description: 'Check whether a vCluster instance exists in the given namespace'
+inputs:
+  kubeconfig_base64:
+    description: 'Base64-encoded kubeconfig for host cluster access'
+    required: true
+  vcluster_name:
+    description: 'Name of the vCluster to look for'
+    required: true
+  vcluster_namespace:
+    description: 'Host namespace to check'
+    required: true
+outputs:
+  exists:
+    description: '"true" if the vCluster exists, "false" otherwise'
+    value: ${{ steps.check.outputs.exists }}
+runs:
+  using: "composite"
+  steps:
+    - name: Install vCluster CLI
+      uses: ./.github/actions/install-vcluster-cli
+    - name: Check if vCluster exists
+      id: check
+      shell: bash
+      env:
+        VCLUSTER_NAME: ${{ inputs.vcluster_name }}
+        NAMESPACE: ${{ inputs.vcluster_namespace }}
+      run: |
+        echo "${{ inputs.kubeconfig_base64 }}" | base64 -d > /tmp/host-kubeconfig
+        chmod 600 /tmp/host-kubeconfig
+        export KUBECONFIG=/tmp/host-kubeconfig
+        RESULT=$(vcluster list --output json -n ${NAMESPACE})
+        if echo "$RESULT" | jq -e 'arrays | map(select(.Name == "'"${VCLUSTER_NAME}"'")) | length > 0' &>/dev/null; then
+          echo "exists=true" >> $GITHUB_OUTPUT
+        else
+          echo "exists=false" >> $GITHUB_OUTPUT
+          echo "vCluster not found in namespace ${NAMESPACE}"
+        fi
--- a/.github/actions/connect-vcluster/action.yml
+++ b/.github/actions/connect-vcluster/action.yml
+name: 'Connect to vCluster'
+description: 'Establish a port-forward to a vCluster and output its kubeconfig as base64'
+inputs:
+  host_kubeconfig_base64:
+    description: 'Base64-encoded kubeconfig for host cluster access'
+    required: true
+  vcluster_name:
+    description: 'Name of the vCluster to connect to'
+    required: true
+  vcluster_namespace:
+    description: 'Host namespace where the vCluster is running'
+    required: true
+outputs:
+  kubeconfig_base64:
+    description: 'Base64-encoded kubeconfig for the vCluster (points to 127.0.0.1:8443 via port-forward)'
+    value: ${{ steps.connect.outputs.kubeconfig_base64 }}
+runs:
+  using: "composite"
+  steps:
+    - name: Setup host kubeconfig
+      shell: bash
+      run: |
+        echo "${{ inputs.host_kubeconfig_base64 }}" | base64 -d > ${{ github.workspace }}/.kubeconfig-host
+        chmod 600 ${{ github.workspace }}/.kubeconfig-host
+        echo "KUBECONFIG=${{ github.workspace }}/.kubeconfig-host" >> $GITHUB_ENV
+    - name: Install vCluster CLI
+      uses: ./.github/actions/install-vcluster-cli
+    - name: Connect to vCluster
+      id: connect
+      shell: bash
+      env:
+        VCLUSTER_NAME: ${{ inputs.vcluster_name }}
+        NAMESPACE: ${{ inputs.vcluster_namespace }}
+      run: |
+        echo "::group::Port-forward and generate vCluster kubeconfig"
+        set -x
+        kubectl port-forward -n ${NAMESPACE} svc/${VCLUSTER_NAME} 8443:443 &
+        sleep 5
+        vcluster connect ${VCLUSTER_NAME} \
+          --namespace ${NAMESPACE} \
+          --server=https://127.0.0.1:8443 \
+          --print > ${{ github.workspace }}/.kubeconfig-vcluster
+        echo "Verifying vCluster connectivity..."
+        kubectl --kubeconfig=${{ github.workspace }}/.kubeconfig-vcluster get ns
+        KUBECONFIG_B64=$(base64 -w 0 < ${{ github.workspace }}/.kubeconfig-vcluster)
+        echo "kubeconfig_base64=${KUBECONFIG_B64}" >> $GITHUB_OUTPUT
+        echo "::endgroup::"
--- a/.github/actions/dynamo-deploy-test/action.yml
+++ b/.github/actions/dynamo-deploy-test/action.yml
@@ -10,10 +10,10 @@ inputs:
    description: 'Kubernetes namespace for deployment'
    required: true
  registry:
-    description: 'Container registry hostname. Required for rerun self-bootstrap.'
+    description: 'Container registry hostname'
    required: true
  operator_tag:
-    description: 'Operator image tag (default: main-operator). Required for rerun self-bootstrap.'
+    description: 'Operator image tag (default: main-operator)'
    required: false
    default: 'main-operator'
  hf_token:
@@ -46,51 +46,11 @@ inputs:
 runs:
  using: "composite"
  steps:
-    - name: Check if namespace exists
-      id: ns-check
-      shell: bash
-      env:
-        KUBECONFIG_B64: ${{ inputs.kubeconfig_base64 }}
-        NAMESPACE: ${{ inputs.namespace }}
-        FRAMEWORK: ${{ inputs.framework }}
-        PROFILE: ${{ inputs.profile }}
-      run: |
-        echo "::group::Check if namespace exists"
-        echo "${KUBECONFIG_B64}" | base64 -d > ${{ github.workspace }}/.kubeconfig_check
-        chmod 600 ${{ github.workspace }}/.kubeconfig_check
-        if KUBECONFIG=${{ github.workspace }}/.kubeconfig_check kubectl get namespace $NAMESPACE --ignore-not-found | grep -q $NAMESPACE; then
-          echo "exists=true" >> $GITHUB_OUTPUT
-          echo "ns=${NAMESPACE}" >> $GITHUB_OUTPUT
-          echo "Namespace $NAMESPACE exists, will reuse it"
-        else
-          echo "exists=false" >> $GITHUB_OUTPUT
-          # Use check_run_id (unique per job+retry) to keep namespace under k8s 63-char label limit
-          SELF_NS="${NAMESPACE}-${{ job.check_run_id }}"
-          SELF_NS="${SELF_NS:0:36}"
-          SELF_NS="${SELF_NS%-}"
-          echo "ns=${SELF_NS}" >> $GITHUB_OUTPUT
-          echo "Namespace $NAMESPACE not found, will self-bootstrap as ${SELF_NS}"
-        fi
-        rm -f ${{ github.workspace }}/.kubeconfig_check
-        echo "::endgroup::"
-    - name: Setup namespace (self-bootstrap on rerun)
-      if: steps.ns-check.outputs.exists != 'true'
-      uses: ./.github/actions/setup-deploy-namespace
-      with:
-        kubeconfig_base64: ${{ inputs.kubeconfig_base64 }}
-        namespace: ${{ steps.ns-check.outputs.ns }}
-        registry: ${{ inputs.registry }}
-        operator_tag: ${{ inputs.operator_tag }}
-        hf_token: ${{ inputs.hf_token }}
-        dockerhub_username: ${{ inputs.dockerhub_username }}
-        dockerhub_password: ${{ inputs.dockerhub_password }}
    - name: Setup Kubeconfig
      id: setup-kubeconfig
      shell: bash
      env:
-        NAMESPACE: ${{ steps.ns-check.outputs.ns }}
+        NAMESPACE: ${{ inputs.namespace }}
      run: |
        echo "${{ inputs.kubeconfig_base64 }}" | base64 -d > ${{ github.workspace }}/.kubeconfig
        chmod 600 ${{ github.workspace }}/.kubeconfig
@@ -117,7 +77,7 @@ runs:
      shell: bash
      env:
        KUBECONFIG: ${{ github.workspace }}/.kubeconfig
-        NAMESPACE: ${{ steps.ns-check.outputs.ns }}
+        NAMESPACE: ${{ inputs.namespace }}
        FRAMEWORK: ${{ inputs.framework }}
        PROFILE: ${{ inputs.profile }}
        IMAGE: ${{ inputs.image }}
@@ -137,7 +97,7 @@ runs:
      if: always()
      shell: bash
      env:
-        NAMESPACE: ${{ steps.ns-check.outputs.ns }}
+        NAMESPACE: ${{ inputs.namespace }}
        GRAPH_NAME: ${{ steps.deploy.outputs.graph_name }}
      run: |
        echo "::group::Cleanup Deployment"
@@ -163,13 +123,6 @@ runs:
        fi
        echo "::endgroup::"
-    - name: Teardown namespace (self-cleanup on rerun)
-      if: always() && steps.ns-check.outputs.exists != 'true'
-      uses: ./.github/actions/teardown-deploy-namespace
-      with:
-        kubeconfig_base64: ${{ inputs.kubeconfig_base64 }}
-        namespace: ${{ steps.ns-check.outputs.ns }}
    - name: Upload Test Results
      uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f #v6
      if: always()

--- a/.github/actions/install-vcluster-cli/action.yml
+++ b/.github/actions/install-vcluster-cli/action.yml
+name: 'Install vCluster CLI'
+description: 'Download and install the vCluster CLI binary (architecture-aware)'
+inputs:
+  vcluster_version:
+    description: 'vCluster CLI version to install'
+    required: false
+    default: 'v0.33.0'
+runs:
+  using: "composite"
+  steps:
+    - name: Install vCluster CLI
+      shell: bash
+      run: |
+        echo "::group::Install vCluster CLI ${{ inputs.vcluster_version }}"
+        if command -v vcluster &>/dev/null; then
+          echo "vCluster CLI already installed: $(vcluster version)"
+        else
+          ARCH=$(uname -m)
+          case "${ARCH}" in
+            x86_64)  VCLUSTER_ARCH="amd64" ;;
+            aarch64) VCLUSTER_ARCH="arm64" ;;
+            *)       echo "Unsupported architecture: ${ARCH}"; exit 1 ;;
+          esac
+          curl -sL -o /tmp/vcluster \
+            "https://github.com/loft-sh/vcluster/releases/download/${{ inputs.vcluster_version }}/vcluster-linux-${VCLUSTER_ARCH}"
+          sudo mv /tmp/vcluster /usr/local/bin/vcluster
+          sudo chmod +x /usr/local/bin/vcluster
+          vcluster version
+        fi
+        echo "::endgroup::"
--- a/.github/actions/setup-deploy-namespace/action.yml
+++ b/.github/actions/setup-deploy-namespace/action.yml
-name: 'Setup Deploy Namespace'
-description: 'Create a Kubernetes namespace and install the Dynamo platform operator via Helm'
-inputs:
-  kubeconfig_base64:
-    description: 'Base64-encoded kubeconfig for cluster access'
-    required: true
-  namespace:
-    description: 'Target namespace name'
-    required: true
-  registry:
-    description: 'Container registry hostname (e.g. myregistry.azurecr.io)'
-    required: true
-  operator_tag:
-    description: 'Operator image tag (default: main-operator)'
-    required: false
-    default: 'main-operator'
-  hf_token:
-    description: 'HuggingFace token for model access'
-    required: false
-    default: ''
-  dockerhub_username:
-    description: 'Docker Hub username for image pull secrets'
-    required: false
-    default: ''
-  dockerhub_password:
-    description: 'Docker Hub password for image pull secrets'
-    required: false
-    default: ''
-runs:
-  using: "composite"
-  steps:
-    - name: Setup Kubeconfig
-      shell: bash
-      run: |
-        echo "${{ inputs.kubeconfig_base64 }}" | base64 -d > ${{ github.workspace }}/.kubeconfig
-        chmod 600 ${{ github.workspace }}/.kubeconfig
-        echo "KUBECONFIG=${{ github.workspace }}/.kubeconfig" >> $GITHUB_ENV
-    - name: Create namespace
-      shell: bash
-      env:
-        NAMESPACE: ${{ inputs.namespace }}
-      run: |
-        echo "::group::Create namespace $NAMESPACE"
-        set -x
-        kubectl create namespace $NAMESPACE
-        echo "Attaching the labels for secrets and cleanup"
-        kubectl label namespaces ${NAMESPACE} \
-          nscleanup/enabled=true \
-          nscleanup/ttl=7200 \
-          gitlab-imagepull=enabled \
-          ngc-api=enabled \
-          nvcr-imagepull=enabled \
-          --overwrite=true
-        # Set the context to the new namespace
-        kubectl config set-context --current --namespace=$NAMESPACE
-        # Check if Istio is installed
-        kubectl get pods -n istio-system
-        # Check if default storage class exists
-        kubectl get storageclass
-        echo "::endgroup::"
-    - name: Create HF token secret
-      if: inputs.hf_token != ''
-      shell: bash
-      env:
-        NAMESPACE: ${{ inputs.namespace }}
-        HF_TOKEN: ${{ inputs.hf_token }}
-      run: |
-        echo "::group::Create HF token secret"
-        kubectl create secret generic hf-token-secret \
-          --from-literal=HF_TOKEN=${HF_TOKEN} \
-          -n $NAMESPACE || true
-        echo "::endgroup::"
-    - name: Install Dynamo platform via Helm
-      shell: bash
-      env:
-        NAMESPACE: ${{ inputs.namespace }}
-        REGISTRY: ${{ inputs.registry }}
-        OPERATOR_TAG: ${{ inputs.operator_tag }}
-        DOCKERHUB_USERNAME: ${{ inputs.dockerhub_username }}
-        DOCKERHUB_PASSWORD: ${{ inputs.dockerhub_password }}
-      run: |
-        echo "::group::Install Dynamo platform via Helm"
-        set -x
-        if [ -n "${DOCKERHUB_USERNAME}" ] && [ -n "${DOCKERHUB_PASSWORD}" ]; then
-          echo "Logging into Docker Hub registry"
-          helm registry login registry-1.docker.io -u ${DOCKERHUB_USERNAME} -p ${DOCKERHUB_PASSWORD}
-        fi
-        # Install Helm chart
-        export VIRTUAL_ENV=/opt/dynamo/venv
-        export KUBE_NS=$NAMESPACE
-        export ISTIO_ENABLED=true
-        export ISTIO_GATEWAY=istio-system/ingress-alb
-        export VIRTUAL_SERVICE_SUPPORTS_HTTPS=true
-        OPERATOR_REPO="${REGISTRY}/ai-dynamo/dynamo"
-        echo "Using operator image: ${OPERATOR_REPO}:${OPERATOR_TAG}"
-        # Install helm dependencies
-        helm repo add bitnami https://charts.bitnami.com/bitnami
-        cd deploy/helm/charts/platform/
-        helm dep build .
-        # Install platform with namespace restriction for single profile testing
-        # we manage crds via Velonix so we skip the crds installation
-        helm upgrade --install dynamo-platform . --namespace ${NAMESPACE} \
-          --skip-crds \
-          --set dynamo-operator.namespaceRestriction.enabled=true \
-          --set dynamo-operator.namespaceRestriction.allowedNamespaces[0]=${NAMESPACE} \
-          --set dynamo-operator.controllerManager.manager.image.repository=${OPERATOR_REPO} \
-          --set dynamo-operator.controllerManager.manager.image.tag=${OPERATOR_TAG} \
-          --set dynamo-operator.gpuDiscovery.enabled=false \
-          --set dynamo-operator.upgradeCRD=false \
-          --debug
-        echo "::endgroup::"
-    - name: Wait for operator rollout
-      shell: bash
-      env:
-        NAMESPACE: ${{ inputs.namespace }}
-      run: |
-        echo "::group::Wait for operator rollout"
-        kubectl rollout status deployment -n $NAMESPACE --watch --timeout=600s
-        echo "::endgroup::"
-    - name: Debug deployment failure
-      if: failure()
-      shell: bash
-      env:
-        NAMESPACE: ${{ inputs.namespace }}
-      run: |
-        set +eo pipefail
-        echo "### OPERATOR DEPLOYMENT FAILED" | tee -a $GITHUB_STEP_SUMMARY
-        echo "::group::Pod status"
-        kubectl get pods -n "${NAMESPACE}" -o wide
-        echo "::endgroup::"
-        NOT_READY=$(kubectl get pods -n "${NAMESPACE}" --no-headers | awk -F'[/ ]+' '$2 != $3 || ($4 != "Running" && $4 != "Completed")')
-        if [ -n "$NOT_READY" ]; then
-          echo "$NOT_READY" | awk '{print "- **" $1 "** | Ready: `" $2 "` | Status: `" $3 "`"}' >> $GITHUB_STEP_SUMMARY
-          echo "$NOT_READY" | awk '{print $1}' | while read POD; do
-            echo "::group::describe pod/$POD"
-            kubectl describe pod "$POD" -n "${NAMESPACE}" 2>&1
-            echo "::endgroup::"
-            echo "::group::logs pod/$POD"
-            kubectl logs "$POD" -n "${NAMESPACE}" --all-containers --tail=80 2>&1
-            echo "::endgroup::"
-          done
-        fi
-        echo "::group::Namespace events (recent)"
-        kubectl get events -n "${NAMESPACE}" --sort-by='.lastTimestamp' 2>&1
-        echo "::endgroup::"
--- a/.github/actions/setup-dynamo-operator/action.yml
+++ b/.github/actions/setup-dynamo-operator/action.yml
+name: 'Setup Dynamo Operator'
+description: 'Create a vCluster, install the Dynamo platform operator inside it via Helm'
+inputs:
+  kubeconfig_base64:
+    description: 'Base64-encoded kubeconfig for host cluster access'
+    required: true
+  vcluster_name:
+    description: 'Name for the vCluster instance (auto-generated from github.run_id if empty)'
+    required: false
+    default: ''
+  vcluster_namespace:
+    description: 'Host namespace where the vCluster will be created (auto-generated if empty)'
+    required: false
+    default: ''
+  registry:
+    description: 'Container registry hostname (e.g. myregistry.azurecr.io)'
+    required: true
+  operator_tag:
+    description: 'Operator image tag (default: main-operator)'
+    required: false
+    default: 'main-operator'
+  hf_token:
+    description: 'HuggingFace token for model access'
+    required: false
+    default: ''
+  dockerhub_username:
+    description: 'Docker Hub username for helm registry login'
+    required: false
+    default: ''
+  dockerhub_password:
+    description: 'Docker Hub password for helm registry login'
+    required: false
+    default: ''
+  vcluster_k8s_version:
+    description: 'Kubernetes version for the vCluster control plane (must be supported by kr8s)'
+    required: false
+    default: 'v1.32.13'
+outputs:
+  namespace:
+    description: 'Host namespace where the vCluster was created'
+    value: ${{ steps.resolve-names.outputs.namespace }}
+  vcluster_name:
+    description: 'Name of the created vCluster'
+    value: ${{ steps.resolve-names.outputs.vcluster_name }}
+  operator_tag:
+    description: 'Resolved operator tag'
+    value: ${{ steps.resolve-names.outputs.operator_tag }}
+runs:
+  using: "composite"
+  steps:
+    - name: Resolve names
+      id: resolve-names
+      shell: bash
+      env:
+        INPUT_VCLUSTER_NAME: ${{ inputs.vcluster_name }}
+        INPUT_NAMESPACE: ${{ inputs.vcluster_namespace }}
+        BRANCH: ${{ github.ref_name }}
+      run: |
+        if [ -n "${INPUT_VCLUSTER_NAME}" ]; then
+          echo "vcluster_name=${INPUT_VCLUSTER_NAME}" >> "$GITHUB_OUTPUT"
+        else
+          echo "vcluster_name=ci-${{ github.run_id }}" >> "$GITHUB_OUTPUT"
+        fi
+        if [ -n "${INPUT_NAMESPACE}" ]; then
+          echo "namespace=${INPUT_NAMESPACE}" >> "$GITHUB_OUTPUT"
+        else
+          BRANCH_SANITIZED="${BRANCH//\//-}"
+          BRANCH_SANITIZED="${BRANCH_SANITIZED/pull-request/pr}"
+          BRANCH_SANITIZED="${BRANCH_SANITIZED//./-}"
+          BRANCH_SANITIZED="${BRANCH_SANITIZED:0:10}"
+          echo "namespace=gh-id-${{ github.run_id }}-${BRANCH_SANITIZED}-dt" >> "$GITHUB_OUTPUT"
+        fi
+        echo "operator_tag=${{ inputs.operator_tag }}" >> "$GITHUB_OUTPUT"
+    - name: Setup host kubeconfig
+      shell: bash
+      run: |
+        echo "${{ inputs.kubeconfig_base64 }}" | base64 -d > ${{ github.workspace }}/.kubeconfig-host
+        chmod 600 ${{ github.workspace }}/.kubeconfig-host
+        echo "KUBECONFIG=${{ github.workspace }}/.kubeconfig-host" >> $GITHUB_ENV
+    - name: Install vCluster CLI
+      uses: ./.github/actions/install-vcluster-cli
+    - name: Create host namespace
+      shell: bash
+      env:
+        NAMESPACE: ${{ steps.resolve-names.outputs.namespace }}
+      run: |
+        echo "::group::Create host namespace $NAMESPACE"
+        set -x
+        kubectl create namespace $NAMESPACE --dry-run=client -o yaml | kubectl apply -f -
+        kubectl label namespaces ${NAMESPACE} \
+          nscleanup/enabled=true \
+          nscleanup/ttl=7200 \
+          ngc-api=enabled \
+          nvcr-imagepull=enabled \
+          --overwrite
+        echo "::endgroup::"
+    - name: Create vCluster
+      shell: bash
+      env:
+        VCLUSTER_NAME: ${{ steps.resolve-names.outputs.vcluster_name }}
+        NAMESPACE: ${{ steps.resolve-names.outputs.namespace }}
+      run: |
+        echo "::group::Create vCluster ${VCLUSTER_NAME} in ${NAMESPACE}"
+        set -x
+        # The K8s version must be supported by the kr8s Python library used in deploy tests.
+        # This is independent of the host cluster version.
+        vcluster create ${VCLUSTER_NAME} \
+          --namespace ${NAMESPACE} \
+          --connect=false \
+          --upgrade \
+          --set controlPlane.distro.k8s.enabled=true \
+          --set controlPlane.distro.k8s.version=${{ inputs.vcluster_k8s_version }}
+        echo "::endgroup::"
+    - name: Wait for vCluster pod to be ready
+      shell: bash
+      env:
+        VCLUSTER_NAME: ${{ steps.resolve-names.outputs.vcluster_name }}
+        NAMESPACE: ${{ steps.resolve-names.outputs.namespace }}
+      run: |
+        echo "::group::Wait for vCluster pod"
+        kubectl wait --for=condition=ready pod \
+          -l app=vcluster,release=${VCLUSTER_NAME} \
+          -n ${NAMESPACE} \
+          --timeout=300s
+        echo "::endgroup::"
+    - name: Connect to vCluster
+      id: connect-vcluster
+      uses: ./.github/actions/connect-vcluster
+      with:
+        host_kubeconfig_base64: ${{ inputs.kubeconfig_base64 }}
+        vcluster_name: ${{ steps.resolve-names.outputs.vcluster_name }}
+        vcluster_namespace: ${{ steps.resolve-names.outputs.namespace }}
+    - name: Create HF token secret
+      if: inputs.hf_token != ''
+      shell: bash
+      env:
+        HF_TOKEN: ${{ inputs.hf_token }}
+      run: |
+        echo "::group::Create HF token secret inside vCluster"
+        kubectl --kubeconfig=${{ github.workspace }}/.kubeconfig-vcluster \
+          create secret generic hf-token-secret \
+          --from-literal=HF_TOKEN=${HF_TOKEN} \
+          -n default || true
+        echo "::endgroup::"
+    - name: Login to Docker Hub for Helm
+      if: inputs.dockerhub_username != '' && inputs.dockerhub_password != ''
+      shell: bash
+      env:
+        DOCKERHUB_USER: ${{ inputs.dockerhub_username }}
+        DOCKERHUB_PASS: ${{ inputs.dockerhub_password }}
+      run: |
+        echo "${DOCKERHUB_PASS}" | helm registry login registry-1.docker.io -u "${DOCKERHUB_USER}" --password-stdin
+    - name: Install Dynamo platform via Helm
+      shell: bash
+      env:
+        REGISTRY: ${{ inputs.registry }}
+        OPERATOR_TAG: ${{ inputs.operator_tag }}
+      run: |
+        echo "::group::Install Dynamo platform via Helm (inside vCluster)"
+        set -x
+        OPERATOR_REPO="${REGISTRY}/ai-dynamo/dynamo"
+        echo "Using operator image: ${OPERATOR_REPO}:${OPERATOR_TAG}"
+        helm repo add bitnami https://charts.bitnami.com/bitnami
+        cd deploy/helm/charts/platform/
+        helm dep build .
+        KUBECONFIG=${{ github.workspace }}/.kubeconfig-vcluster \
+        helm upgrade --install dynamo-platform . --namespace default \
+          --set dynamo-operator.controllerManager.manager.image.repository=${OPERATOR_REPO} \
+          --set dynamo-operator.controllerManager.manager.image.tag=${OPERATOR_TAG} \
+          --set dynamo-operator.gpuDiscovery.enabled=false \
+          --set global.grove.install=true \
+          --set global.kai-scheduler.install=false \
+          --debug
+        echo "::endgroup::"
+    - name: Wait for operator rollout
+      shell: bash
+      run: |
+        echo "::group::Wait for operator rollout inside vCluster"
+        kubectl --kubeconfig=${{ github.workspace }}/.kubeconfig-vcluster \
+          rollout status deployment -n default --watch --timeout=600s
+        echo "::endgroup::"
+    - name: Debug deployment failure
+      if: failure()
+      shell: bash
+      env:
+        NAMESPACE: ${{ steps.resolve-names.outputs.namespace }}
+      run: |
+        set +eo pipefail
+        VKUBECONFIG=${{ github.workspace }}/.kubeconfig-vcluster
+        echo "### VCLUSTER OPERATOR DEPLOYMENT FAILED" | tee -a $GITHUB_STEP_SUMMARY
+        echo "::group::Pod status (vCluster)"
+        kubectl --kubeconfig=${VKUBECONFIG} get pods -A -o wide 2>&1 || true
+        echo "::endgroup::"
+        echo "::group::Pod status (host namespace)"
+        kubectl get pods -n ${NAMESPACE} -o wide 2>&1 || true
+        echo "::endgroup::"
+        NOT_READY=$(kubectl --kubeconfig=${VKUBECONFIG} get pods -n default --no-headers 2>/dev/null \
+          | awk -F'[/ ]+' '$2 != $3 || ($4 != "Running" && $4 != "Completed")')
+        if [ -n "$NOT_READY" ]; then
+          echo "$NOT_READY" | awk '{print "- **" $1 "** | Ready: `" $2 "` | Status: `" $3 "`"}' >> $GITHUB_STEP_SUMMARY
+          echo "$NOT_READY" | awk '{print $1}' | while read POD; do
+            echo "::group::describe pod/$POD"
+            kubectl --kubeconfig=${VKUBECONFIG} describe pod "$POD" -n default 2>&1
+            echo "::endgroup::"
+            echo "::group::logs pod/$POD"
+            kubectl --kubeconfig=${VKUBECONFIG} logs "$POD" -n default --all-containers --tail=80 2>&1
+            echo "::endgroup::"
+          done
+        fi
+        echo "::group::Events (vCluster default namespace)"
+        kubectl --kubeconfig=${VKUBECONFIG} get events -n default --sort-by='.lastTimestamp' 2>&1
+        echo "::endgroup::"
--- a/.github/actions/teardown-deploy-namespace/action.yml
+++ b/.github/actions/teardown-deploy-namespace/action.yml
-name: 'Teardown Deploy Namespace'
-description: 'Clean up Dynamo platform resources and delete the Kubernetes namespace'
-inputs:
-  kubeconfig_base64:
-    description: 'Base64-encoded kubeconfig for cluster access'
-    required: true
-  namespace:
-    description: 'Namespace to tear down'
-    required: true
-runs:
-  using: "composite"
-  steps:
-    - name: Setup Kubeconfig
-      shell: bash
-      run: |
-        echo "${{ inputs.kubeconfig_base64 }}" | base64 -d > ${{ github.workspace }}/.kubeconfig
-        chmod 600 ${{ github.workspace }}/.kubeconfig
-        echo "KUBECONFIG=${{ github.workspace }}/.kubeconfig" >> $GITHUB_ENV
-    - name: Debug - List resources
-      shell: bash
-      env:
-        NAMESPACE: ${{ inputs.namespace }}
-      run: |
-        echo "::group::List resources in namespace $NAMESPACE"
-        kubectl get dynamographdeployments -n $NAMESPACE || true
-        kubectl get all -n $NAMESPACE || true
-        echo "::endgroup::"
-    - name: Delete stale DynamoGraphDeployments
-      shell: bash
-      env:
-        NAMESPACE: ${{ inputs.namespace }}
-      run: |
-        echo "::group::Delete stale DynamoGraphDeployments"
-        kubectl delete dynamographdeployments --all -n $NAMESPACE --timeout=60s
-        echo "::endgroup::"
-    - name: Uninstall Helm chart
-      shell: bash
-      env:
-        NAMESPACE: ${{ inputs.namespace }}
-      run: |
-        echo "::group::Uninstall Helm chart"
-        if helm status dynamo-platform --namespace $NAMESPACE &>/dev/null; then
-          helm uninstall dynamo-platform --namespace $NAMESPACE --timeout 10m
-        else
-          echo "Helm release dynamo-platform not found, skipping"
-        fi
-        echo "::endgroup::"
-    - name: Delete namespace
-      shell: bash
-      env:
-        NAMESPACE: ${{ inputs.namespace }}
-      run: |
-        echo "::group::Delete namespace $NAMESPACE"
-        kubectl delete namespace $NAMESPACE --timeout=120s
-        echo "::endgroup::"
--- a/.github/actions/teardown-dynamo-operator/action.yml
+++ b/.github/actions/teardown-dynamo-operator/action.yml
+name: 'Teardown Dynamo Operator'
+description: 'Delete a vCluster and its host namespace'
+inputs:
+  kubeconfig_base64:
+    description: 'Base64-encoded kubeconfig for host cluster access'
+    required: true
+  vcluster_name:
+    description: 'Name of the vCluster to delete'
+    required: true
+  vcluster_namespace:
+    description: 'Host namespace where the vCluster is running'
+    required: true
+runs:
+  using: "composite"
+  steps:
+    - name: Setup host kubeconfig
+      shell: bash
+      run: |
+        echo "${{ inputs.kubeconfig_base64 }}" | base64 -d > ${{ github.workspace }}/.kubeconfig
+        chmod 600 ${{ github.workspace }}/.kubeconfig
+        echo "KUBECONFIG=${{ github.workspace }}/.kubeconfig" >> $GITHUB_ENV
+    - name: Install vCluster CLI
+      uses: ./.github/actions/install-vcluster-cli
+    - name: Delete vCluster
+      shell: bash
+      env:
+        VCLUSTER_NAME: ${{ inputs.vcluster_name }}
+        NAMESPACE: ${{ inputs.vcluster_namespace }}
+      run: |
+        echo "::group::Delete vCluster ${VCLUSTER_NAME}"
+        vcluster delete ${VCLUSTER_NAME} --namespace ${NAMESPACE} || true
+        echo "::endgroup::"
+    - name: Delete host namespace
+      shell: bash
+      env:
+        NAMESPACE: ${{ inputs.vcluster_namespace }}
+      run: |
+        echo "::group::Delete namespace $NAMESPACE"
+        kubectl delete namespace ${NAMESPACE} --timeout=120s || true
+        echo "::endgroup::"
--- a/.github/workflows/post-merge-ci.yml
+++ b/.github/workflows/post-merge-ci.yml
@@ -297,161 +297,74 @@ jobs:
  # ============================================================================
  deploy-operator:
-    runs-on: prod-default-small-v2
    needs: [operator]
+    runs-on: prod-default-small-v2
    outputs:
-      NAMESPACE: ${{ steps.namespace.outputs.namespace }}
+      namespace: ${{ steps.setup.outputs.namespace }}
-      OPERATOR_TAG: ${{ steps.operator-tag.outputs.tag }}
+      vcluster_name: ${{ steps.setup.outputs.vcluster_name }}
+      operator_tag: ${{ steps.setup.outputs.operator_tag }}
    steps:
    - uses: actions/checkout@v4
-    - name: Determine operator tag
+    - name: Setup vCluster and operator
-      id: operator-tag
+      id: setup
-      run: |
+      uses: ./.github/actions/setup-dynamo-operator
-        if [ "${{ needs.operator.result }}" == "success" ]; then
-          TAG="${{ needs.operator.outputs.operator_default_tag }}"
-        else
-          TAG="main-operator"
-        fi
-        echo "tag=${TAG}" >> $GITHUB_OUTPUT
-        echo "Using operator tag: ${TAG}"
-    - name: Generate namespace name
-      id: namespace
-      env:
-        BRANCH: ${{ github.ref_name }}
-      run: |
-        # Sanitize branch name for k8s namespace
-        # Invalid patterns: https://kubernetes.io/docs/concepts/overview/working-with-objects/names/
-        BRANCH_SANITIZED="${BRANCH//\//-}"
-        BRANCH_SANITIZED="${BRANCH_SANITIZED/pull-request/pr}"
-        BRANCH_SANITIZED="${BRANCH_SANITIZED//./-}"
-        BRANCH_SANITIZED="${BRANCH_SANITIZED:0:10}"
-        NAMESPACE="gh-id-${{ github.run_id }}-${BRANCH_SANITIZED}-dt"
-        echo "namespace=${NAMESPACE}" >> "$GITHUB_OUTPUT"
-    - name: Setup namespace and operator
-      uses: ./.github/actions/setup-deploy-namespace
      with:
        kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
-        namespace: ${{ steps.namespace.outputs.namespace }}
        registry: ${{ secrets.AZURE_ACR_HOSTNAME }}
-        operator_tag: ${{ steps.operator-tag.outputs.tag }}
+        operator_tag: ${{ needs.operator.outputs.operator_default_tag }}
        hf_token: ${{ secrets.HF_TOKEN }}
        dockerhub_username: ${{ secrets.DOCKERHUB_LOGIN_USER }}
        dockerhub_password: ${{ secrets.DOCKERHUB_ACCESS_TOKEN }}
-  # ============================================================================
-  # End-to-end tests for each framework with various deployment profiles
-  # ============================================================================
  deploy-test-vllm:
-    runs-on: prod-default-small-v2
    needs: [deploy-operator, vllm-pipeline]
-    timeout-minutes: 25
+    uses: ./.github/workflows/shared-deploy-test-framework.yml
-    permissions:
+    with:
-      contents: read
+      framework: vllm
-    strategy:
+      profiles: '["agg", "agg_router", "disagg", "disagg_router"]'
-      fail-fast: false
+      image_suffix: vllm-runtime-cuda12-amd64
-      max-parallel: 2
+      namespace: ${{ needs.deploy-operator.outputs.namespace }}
-      matrix:
+      vcluster_name: ${{ needs.deploy-operator.outputs.vcluster_name }}
-        profile:
+      operator_tag: ${{ needs.deploy-operator.outputs.operator_tag }}
-          - agg
+    secrets: inherit
-          - agg_router
-          - disagg
-          - disagg_router
-    name: deploy-test-vllm (${{ matrix.profile }})
-    env:
-      FRAMEWORK: vllm
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955  # v4.3.0
-      - name: Run Dynamo Deploy Test
-        id: deploy-test
-        uses: ./.github/actions/dynamo-deploy-test
-        with:
-          kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
-          namespace: ${{ needs.deploy-operator.outputs.NAMESPACE }}
-          registry: ${{ secrets.AZURE_ACR_HOSTNAME }}
-          operator_tag: ${{ needs.deploy-operator.outputs.OPERATOR_TAG }}
-          hf_token: ${{ secrets.HF_TOKEN }}
-          dockerhub_username: ${{ secrets.DOCKERHUB_LOGIN_USER }}
-          dockerhub_password: ${{ secrets.DOCKERHUB_ACCESS_TOKEN }}
-          framework: ${{ env.FRAMEWORK }}
-          profile: ${{ matrix.profile }}
-          image: ${{ secrets.AZURE_ACR_HOSTNAME }}/ai-dynamo/dynamo:${{ github.sha }}-vllm-runtime-cuda12-amd64
-          platform_arch: amd64
  deploy-test-sglang:
-    runs-on: prod-default-small-v2
    needs: [deploy-operator, sglang-pipeline]
-    timeout-minutes: 25
+    uses: ./.github/workflows/shared-deploy-test-framework.yml
-    permissions:
+    with:
-      contents: read
+      framework: sglang
-    strategy:
+      profiles: '["agg", "agg_router"]'
-      fail-fast: false
+      image_suffix: sglang-runtime-cuda12-amd64
-      max-parallel: 2
+      namespace: ${{ needs.deploy-operator.outputs.namespace }}
-      matrix:
+      vcluster_name: ${{ needs.deploy-operator.outputs.vcluster_name }}
-        profile:
+      operator_tag: ${{ needs.deploy-operator.outputs.operator_tag }}
-          - agg
+    secrets: inherit
-          - agg_router
-    name: deploy-test-sglang (${{ matrix.profile }})
-    env:
-      FRAMEWORK: sglang
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955  # v4.3.0
-      - name: Run Dynamo Deploy Test
-        id: deploy-test
-        uses: ./.github/actions/dynamo-deploy-test
-        with:
-          kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
-          namespace: ${{ needs.deploy-operator.outputs.NAMESPACE }}
-          registry: ${{ secrets.AZURE_ACR_HOSTNAME }}
-          operator_tag: ${{ needs.deploy-operator.outputs.OPERATOR_TAG }}
-          hf_token: ${{ secrets.HF_TOKEN }}
-          dockerhub_username: ${{ secrets.DOCKERHUB_LOGIN_USER }}
-          dockerhub_password: ${{ secrets.DOCKERHUB_ACCESS_TOKEN }}
-          framework: ${{ env.FRAMEWORK }}
-          profile: ${{ matrix.profile }}
-          image: ${{ secrets.AZURE_ACR_HOSTNAME }}/ai-dynamo/dynamo:${{ github.sha }}-sglang-runtime-cuda12-amd64
-          platform_arch: amd64
  deploy-test-trtllm:
-    runs-on: prod-default-small-v2
    needs: [deploy-operator, trtllm-pipeline]
-    timeout-minutes: 25
+    uses: ./.github/workflows/shared-deploy-test-framework.yml
-    permissions:
+    with:
-      contents: read
+      framework: trtllm
-    strategy:
+      profiles: '["agg", "agg_router"]'
-      fail-fast: false
+      image_suffix: trtllm-runtime-cuda13-amd64
-      max-parallel: 2
+      namespace: ${{ needs.deploy-operator.outputs.namespace }}
-      matrix:
+      vcluster_name: ${{ needs.deploy-operator.outputs.vcluster_name }}
-        profile:
+      operator_tag: ${{ needs.deploy-operator.outputs.operator_tag }}
-          - agg
+    secrets: inherit
-          - agg_router
-          # Disabled: trtllm disagg profiles consistently timeout (~32 min) with 0% success rate.
+  deploy-cleanup:
-          # Re-enable once the underlying disagg deployment issue is resolved.
+    if: always()
-          # - disagg
+    needs: [deploy-operator, deploy-test-vllm, deploy-test-sglang, deploy-test-trtllm]
-          # - disagg_router
+    runs-on: prod-default-small-v2
-    name: deploy-test-trtllm (${{ matrix.profile }})
-    env:
-      FRAMEWORK: trtllm
    steps:
-      - name: Checkout code
+    - uses: actions/checkout@v4
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955  # v4.3.0
+    - name: Teardown vCluster
-      - name: Run Dynamo Deploy Test
+      if: needs.deploy-operator.outputs.namespace != '' && needs.deploy-operator.outputs.vcluster_name != ''
-        id: deploy-test
+      uses: ./.github/actions/teardown-dynamo-operator
-        uses: ./.github/actions/dynamo-deploy-test
+      with:
-        with:
+        kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
-          kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
+        vcluster_name: ${{ needs.deploy-operator.outputs.vcluster_name }}
-          namespace: ${{ needs.deploy-operator.outputs.NAMESPACE }}
+        vcluster_namespace: ${{ needs.deploy-operator.outputs.namespace }}
-          registry: ${{ secrets.AZURE_ACR_HOSTNAME }}
-          operator_tag: ${{ needs.deploy-operator.outputs.OPERATOR_TAG }}
-          hf_token: ${{ secrets.HF_TOKEN }}
-          dockerhub_username: ${{ secrets.DOCKERHUB_LOGIN_USER }}
-          dockerhub_password: ${{ secrets.DOCKERHUB_ACCESS_TOKEN }}
-          framework: ${{ env.FRAMEWORK }}
-          profile: ${{ matrix.profile }}
-          image: ${{ secrets.AZURE_ACR_HOSTNAME }}/ai-dynamo/dynamo:${{ github.sha }}-trtllm-runtime-cuda13-amd64
-          platform_arch: amd64
  deploy-status-check:
    runs-on: ubuntu-latest
@@ -460,7 +373,7 @@ jobs:
    steps:
      - name: "Check all deploy test jobs"
        run: |
-          echo '${{ toJson(needs) }}' | jq -e 'to_entries | map(.value.result) | all(. as $result | ["success", "skipped"] | any($result == .))'
+          echo '${{ toJson(needs) }}' | jq -e 'to_entries | map(.value.result) | all(. as $result | ["success", "skipped", "cancelled"] | any($result == .))'
  # ============================================================================
  # CLEANUP JOBS
@@ -486,21 +399,6 @@ jobs:
      run: |
        docker buildx rm b-${{ github.run_id }}-${{ github.run_attempt }} || true
-  cleanup:
-    name: Cleanup AKS resources
-    runs-on: prod-default-small-v2
-    if: always()
-    needs: [deploy-operator, deploy-test-vllm, deploy-test-sglang, deploy-test-trtllm]
-    steps:
-    - name: Checkout code
-      uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955  # v4.3.0
-    - name: Teardown namespace
-      if: needs.deploy-operator.outputs.NAMESPACE != ''
-      uses: ./.github/actions/teardown-deploy-namespace
-      with:
-        kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
-        namespace: ${{ needs.deploy-operator.outputs.NAMESPACE }}
  ############################## SLACK NOTIFICATION ##############################
  notify-slack:
    name: Notify Slack

--- a/.github/workflows/pr.yaml
+++ b/.github/workflows/pr.yaml
@@ -73,7 +73,7 @@ jobs:
    steps:
      - name: "Check all deploy test jobs"
        run: |
-          echo '${{ toJson(needs) }}' | jq -e 'to_entries | map(.value.result) | all(. as $result | ["success", "skipped"] | any($result == .))'
+          echo '${{ toJson(needs) }}' | jq -e 'to_entries | map(.value.result) | all(. as $result | ["success", "skipped", "cancelled"] | any($result == .))'
  # ============================================================================
@@ -306,183 +306,96 @@ jobs:
   # ============================================================================
  deploy-operator:
-    runs-on: prod-default-small-v2
-    # Run when any deploy test will run: if any framework or deploy files changed
    if: |
-      !cancelled() &&
+      !cancelled() && !failure() &&
      (needs.changed-files.outputs.vllm == 'true' ||
       needs.changed-files.outputs.sglang == 'true' ||
       needs.changed-files.outputs.trtllm == 'true' ||
       needs.changed-files.outputs.deploy == 'true') &&
      (needs.operator.result == 'success' || needs.operator.result == 'skipped')
    needs: [changed-files, operator]
+    runs-on: prod-default-small-v2
    outputs:
-      NAMESPACE: ${{ steps.namespace.outputs.namespace }}
+      namespace: ${{ steps.setup.outputs.namespace }}
-      OPERATOR_TAG: ${{ steps.operator-tag.outputs.tag }}
+      vcluster_name: ${{ steps.setup.outputs.vcluster_name }}
+      operator_tag: ${{ steps.setup.outputs.operator_tag }}
    steps:
    - uses: actions/checkout@v4
-    - name: Determine operator tag
+    - name: Setup vCluster and operator
-      id: operator-tag
+      id: setup
-      run: |
+      uses: ./.github/actions/setup-dynamo-operator
-        if [ "${{ needs.operator.result }}" == "success" ]; then
-          TAG="${{ needs.operator.outputs.operator_default_tag }}"
-        else
-          TAG="main-operator"
-        fi
-        echo "tag=${TAG}" >> $GITHUB_OUTPUT
-        echo "Using operator tag: ${TAG}"
-    - name: Generate namespace name
-      id: namespace
-      env:
-        BRANCH: ${{ github.ref_name }}
-      run: |
-        # Sanitize branch name for k8s namespace
-        # Invalid patterns: https://kubernetes.io/docs/concepts/overview/working-with-objects/names/
-        BRANCH_SANITIZED="${BRANCH//\//-}"
-        BRANCH_SANITIZED="${BRANCH_SANITIZED/pull-request/pr}"
-        BRANCH_SANITIZED="${BRANCH_SANITIZED//./-}"
-        BRANCH_SANITIZED="${BRANCH_SANITIZED:0:10}"
-        NAMESPACE="gh-id-${{ github.run_id }}-${BRANCH_SANITIZED}-dt"
-        echo "namespace=${NAMESPACE}" >> "$GITHUB_OUTPUT"
-    - name: Setup namespace and operator
-      uses: ./.github/actions/setup-deploy-namespace
      with:
        kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
-        namespace: ${{ steps.namespace.outputs.namespace }}
        registry: ${{ secrets.AZURE_ACR_HOSTNAME }}
-        operator_tag: ${{ steps.operator-tag.outputs.tag }}
+        operator_tag: ${{ needs.operator.result == 'success' && needs.operator.outputs.operator_default_tag || 'main-operator' }}
        hf_token: ${{ secrets.HF_TOKEN }}
        dockerhub_username: ${{ secrets.DOCKERHUB_LOGIN_USER }}
        dockerhub_password: ${{ secrets.DOCKERHUB_ACCESS_TOKEN }}
-   # ============================================================================
-   #
-   # End-to-end tests for each framework with various deployment profiles
-   # ============================================================================
  deploy-test-vllm:
-    # !cancelled() && !failure() is required because reusable workflows with skipped
-    # internal jobs (e.g. multi-gpu tests) propagate non-success through `needs`,
-    # auto-skipping dependents. See: https://github.com/orgs/community/discussions/189172
    if: |
      !cancelled() && !failure() &&
      (needs.changed-files.outputs.vllm == 'true' || needs.changed-files.outputs.deploy == 'true') &&
-      (needs.vllm-pipeline.result == 'success')
+      needs.deploy-operator.result == 'success' &&
-    runs-on: prod-default-small-v2
+      needs.vllm-pipeline.result == 'success'
    needs: [changed-files, deploy-operator, vllm-pipeline]
-    timeout-minutes: 25
+    uses: ./.github/workflows/shared-deploy-test-framework.yml
-    permissions:
+    with:
-      contents: read
+      framework: vllm
-    strategy:
+      profiles: '["agg", "agg_router", "disagg", "disagg_router"]'
-      fail-fast: false
+      image_suffix: vllm-runtime-cuda12-amd64
-      max-parallel: 2
+      namespace: ${{ needs.deploy-operator.outputs.namespace }}
-      matrix:
+      vcluster_name: ${{ needs.deploy-operator.outputs.vcluster_name }}
-        profile:
+      operator_tag: ${{ needs.deploy-operator.outputs.operator_tag }}
-          - agg
+    secrets: inherit
-          - agg_router
-          - disagg
-          - disagg_router
-    name: deploy-test-vllm (${{ matrix.profile }})
-    env:
-      FRAMEWORK: vllm
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955  # v4.3.0
-      - name: Run Dynamo Deploy Test
-        id: deploy-test
-        uses: ./.github/actions/dynamo-deploy-test
-        with:
-          kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
-          namespace: ${{ needs.deploy-operator.outputs.NAMESPACE }}
-          registry: ${{ secrets.AZURE_ACR_HOSTNAME }}
-          operator_tag: ${{ needs.deploy-operator.outputs.OPERATOR_TAG }}
-          hf_token: ${{ secrets.HF_TOKEN }}
-          dockerhub_username: ${{ secrets.DOCKERHUB_LOGIN_USER }}
-          dockerhub_password: ${{ secrets.DOCKERHUB_ACCESS_TOKEN }}
-          framework: ${{ env.FRAMEWORK }}
-          profile: ${{ matrix.profile }}
-          image: ${{ secrets.AZURE_ACR_HOSTNAME }}/ai-dynamo/dynamo:${{ github.sha }}-vllm-runtime-cuda12-amd64
-          platform_arch: amd64
  deploy-test-sglang:
-    runs-on: prod-default-small-v2
    if: |
      !cancelled() && !failure() &&
      (needs.changed-files.outputs.sglang == 'true' || needs.changed-files.outputs.deploy == 'true') &&
-      (needs.sglang-pipeline.result == 'success')
+      needs.deploy-operator.result == 'success' &&
+      needs.sglang-pipeline.result == 'success'
    needs: [changed-files, deploy-operator, sglang-pipeline]
-    timeout-minutes: 25
+    uses: ./.github/workflows/shared-deploy-test-framework.yml
-    permissions:
+    with:
-      contents: read
+      framework: sglang
-    strategy:
+      profiles: '["agg", "agg_router"]'
-      fail-fast: false
+      image_suffix: sglang-runtime-cuda12-amd64
-      max-parallel: 2
+      namespace: ${{ needs.deploy-operator.outputs.namespace }}
-      matrix:
+      vcluster_name: ${{ needs.deploy-operator.outputs.vcluster_name }}
-        profile:
+      operator_tag: ${{ needs.deploy-operator.outputs.operator_tag }}
-          - agg
+    secrets: inherit
-          - agg_router
-    name: deploy-test-sglang (${{ matrix.profile }})
-    env:
-      FRAMEWORK: sglang
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955  # v4.3.0
-      - name: Run Dynamo Deploy Test
-        id: deploy-test
-        uses: ./.github/actions/dynamo-deploy-test
-        with:
-          kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
-          namespace: ${{ needs.deploy-operator.outputs.NAMESPACE }}
-          registry: ${{ secrets.AZURE_ACR_HOSTNAME }}
-          operator_tag: ${{ needs.deploy-operator.outputs.OPERATOR_TAG }}
-          hf_token: ${{ secrets.HF_TOKEN }}
-          dockerhub_username: ${{ secrets.DOCKERHUB_LOGIN_USER }}
-          dockerhub_password: ${{ secrets.DOCKERHUB_ACCESS_TOKEN }}
-          framework: ${{ env.FRAMEWORK }}
-          profile: ${{ matrix.profile }}
-          image: ${{ secrets.AZURE_ACR_HOSTNAME }}/ai-dynamo/dynamo:${{ github.sha }}-sglang-runtime-cuda12-amd64
-          platform_arch: amd64
  deploy-test-trtllm:
-    runs-on: prod-default-small-v2
    if: |
      !cancelled() && !failure() &&
      (needs.changed-files.outputs.trtllm == 'true' || needs.changed-files.outputs.deploy == 'true') &&
-      (needs.trtllm-pipeline.result == 'success')
+      needs.deploy-operator.result == 'success' &&
+      needs.trtllm-pipeline.result == 'success'
    needs: [changed-files, deploy-operator, trtllm-pipeline]
-    timeout-minutes: 25
+    uses: ./.github/workflows/shared-deploy-test-framework.yml
-    permissions:
+    with:
-      contents: read
+      framework: trtllm
-    strategy:
+      profiles: '["agg", "agg_router"]'
-      fail-fast: false
+      image_suffix: trtllm-runtime-cuda13-amd64
-      max-parallel: 2
+      namespace: ${{ needs.deploy-operator.outputs.namespace }}
-      matrix:
+      vcluster_name: ${{ needs.deploy-operator.outputs.vcluster_name }}
-        profile:
+      operator_tag: ${{ needs.deploy-operator.outputs.operator_tag }}
-          - agg
+    secrets: inherit
-          - agg_router
-          # Disabled: trtllm disagg profiles consistently timeout (~32 min) with 0% success rate.
+  deploy-cleanup:
-          # Re-enable once the underlying disagg deployment issue is resolved.
+    if: always()
-          # - disagg
+    needs: [deploy-operator, deploy-test-vllm, deploy-test-sglang, deploy-test-trtllm]
-          # - disagg_router
+    runs-on: prod-default-small-v2
-    name: deploy-test-trtllm (${{ matrix.profile }})
-    env:
-      FRAMEWORK: trtllm
    steps:
-      - name: Checkout code
+    - uses: actions/checkout@v4
-        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955  # v4.3.0
+    - name: Teardown vCluster
-      - name: Run Dynamo Deploy Test
+      if: needs.deploy-operator.outputs.namespace != '' && needs.deploy-operator.outputs.vcluster_name != ''
-        id: deploy-test
+      uses: ./.github/actions/teardown-dynamo-operator
-        uses: ./.github/actions/dynamo-deploy-test
+      with:
-        with:
+        kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
-          kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
+        vcluster_name: ${{ needs.deploy-operator.outputs.vcluster_name }}
-          namespace: ${{ needs.deploy-operator.outputs.NAMESPACE }}
+        vcluster_namespace: ${{ needs.deploy-operator.outputs.namespace }}
-          registry: ${{ secrets.AZURE_ACR_HOSTNAME }}
-          operator_tag: ${{ needs.deploy-operator.outputs.OPERATOR_TAG }}
-          hf_token: ${{ secrets.HF_TOKEN }}
-          dockerhub_username: ${{ secrets.DOCKERHUB_LOGIN_USER }}
-          dockerhub_password: ${{ secrets.DOCKERHUB_ACCESS_TOKEN }}
-          framework: ${{ env.FRAMEWORK }}
-          profile: ${{ matrix.profile }}
-          image: ${{ secrets.AZURE_ACR_HOSTNAME }}/ai-dynamo/dynamo:${{ github.sha }}-trtllm-runtime-cuda13-amd64
-          platform_arch: amd64
  # ============================================================================
  # CLEANUP JOBS
@@ -508,19 +421,3 @@ jobs:
      shell: bash
      run: |
        docker buildx rm ${{ needs.changed-files.outputs.builder_name }} || true
-  cleanup:
-    name: Cleanup AKS resources
-    runs-on: prod-default-small-v2
-    if: always()
-    needs: [deploy-operator, deploy-test-trtllm, deploy-test-sglang, deploy-test-vllm]
-    steps:
-    - name: Checkout code
-      uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955  # v4.3.0
-    - name: Teardown namespace
-      if: needs.deploy-operator.outputs.NAMESPACE != ''
-      uses: ./.github/actions/teardown-deploy-namespace
-      with:
-        kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
-        namespace: ${{ needs.deploy-operator.outputs.NAMESPACE }}
--- a/.github/workflows/shared-deploy-test-framework.yml
+++ b/.github/workflows/shared-deploy-test-framework.yml
+# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# SPDX-License-Identifier: Apache-2.0
+name: Deploy Test Framework
+on:
+  workflow_call:
+    inputs:
+      framework:
+        description: 'Framework to test (vllm, sglang, trtllm)'
+        type: string
+        required: true
+      profiles:
+        description: 'JSON array of deployment profiles to test'
+        type: string
+        required: true
+      image_suffix:
+        description: 'Image suffix (e.g. vllm-runtime-cuda12-amd64)'
+        type: string
+        required: true
+      namespace:
+        description: 'Host namespace where the vCluster lives'
+        type: string
+        required: true
+      vcluster_name:
+        description: 'Name of the vCluster'
+        type: string
+        required: true
+      operator_tag:
+        description: 'Operator image tag'
+        type: string
+        required: true
+jobs:
+  deploy-test:
+    runs-on: prod-default-small-v2
+    timeout-minutes: 25
+    permissions:
+      contents: read
+    strategy:
+      fail-fast: false
+      max-parallel: 2
+      matrix:
+        profile: ${{ fromJSON(inputs.profiles) }}
+    name: deploy-test-${{ inputs.framework }} (${{ matrix.profile }})
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955  # v4.3.0
+      - name: Check if vCluster exists
+        id: vcluster-check
+        uses: ./.github/actions/check-vcluster-exists
+        with:
+          kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
+          vcluster_name: ${{ inputs.vcluster_name }}
+          vcluster_namespace: ${{ inputs.namespace }}
+      - name: Self-bootstrap vCluster (rerun)
+        if: steps.vcluster-check.outputs.exists != 'true'
+        uses: ./.github/actions/setup-dynamo-operator
+        with:
+          kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
+          vcluster_name: ${{ inputs.vcluster_name }}
+          vcluster_namespace: ${{ inputs.namespace }}
+          registry: ${{ secrets.AZURE_ACR_HOSTNAME }}
+          operator_tag: ${{ inputs.operator_tag }}
+          hf_token: ${{ secrets.HF_TOKEN }}
+          dockerhub_username: ${{ secrets.DOCKERHUB_LOGIN_USER }}
+          dockerhub_password: ${{ secrets.DOCKERHUB_ACCESS_TOKEN }}
+      - name: Connect to vCluster
+        id: connect-vcluster
+        uses: ./.github/actions/connect-vcluster
+        with:
+          host_kubeconfig_base64: ${{ secrets.AZURE_AKS_CI_KUBECONFIG_B64 }}
+          vcluster_name: ${{ inputs.vcluster_name }}
+          vcluster_namespace: ${{ inputs.namespace }}
+      - name: Run Dynamo Deploy Test
+        id: deploy-test
+        uses: ./.github/actions/dynamo-deploy-test
+        with:
+          kubeconfig_base64: ${{ steps.connect-vcluster.outputs.kubeconfig_base64 }}
+          namespace: default
+          registry: ${{ secrets.AZURE_ACR_HOSTNAME }}
+          operator_tag: ${{ inputs.operator_tag }}
+          hf_token: ${{ secrets.HF_TOKEN }}
+          framework: ${{ inputs.framework }}
+          profile: ${{ matrix.profile }}
+          image: ${{ secrets.AZURE_ACR_HOSTNAME }}/ai-dynamo/dynamo:${{ github.sha }}-${{ inputs.image_suffix }}
+          platform_arch: amd64