diff --git a/artifacts/nginx/canary.yaml b/artifacts/nginx/canary.yaml
index 6186889b..acb9afbc 100644
--- a/artifacts/nginx/canary.yaml
+++ b/artifacts/nginx/canary.yaml
@@ -23,8 +23,10 @@ spec:
   # to make progress before it is rollback (default 600s)
   progressDeadlineSeconds: 60
   service:
-    # container port
-    port: 9898
+    # ClusterIP port number
+    port: 80
+    # container port number or name
+    targetPort: 9898
   canaryAnalysis:
     # schedule interval (default 60s)
     interval: 10s
diff --git a/artifacts/nginx/deployment.yaml b/artifacts/nginx/deployment.yaml
deleted file mode 100644
index 4baf9424..00000000
--- a/artifacts/nginx/deployment.yaml
+++ /dev/null
@@ -1,69 +0,0 @@
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: podinfo
-  namespace: test
-  labels:
-    app: podinfo
-spec:
-  replicas: 1
-  strategy:
-    rollingUpdate:
-      maxUnavailable: 0
-    type: RollingUpdate
-  selector:
-    matchLabels:
-      app: podinfo
-  template:
-    metadata:
-      annotations:
-        prometheus.io/scrape: "true"
-      labels:
-        app: podinfo
-    spec:
-      containers:
-      - name: podinfod
-        image: quay.io/stefanprodan/podinfo:1.7.0
-        imagePullPolicy: IfNotPresent
-        ports:
-        - containerPort: 9898
-          name: http
-          protocol: TCP
-        command:
-        - ./podinfo
-        - --port=9898
-        - --level=info
-        - --random-delay=false
-        - --random-error=false
-        env:
-        - name: PODINFO_UI_COLOR
-          value: green
-        livenessProbe:
-          exec:
-            command:
-            - podcli
-            - check
-            - http
-            - localhost:9898/healthz
-          failureThreshold: 3
-          periodSeconds: 10
-          successThreshold: 1
-          timeoutSeconds: 2
-        readinessProbe:
-          exec:
-            command:
-            - podcli
-            - check
-            - http
-            - localhost:9898/readyz
-          failureThreshold: 3
-          periodSeconds: 3
-          successThreshold: 1
-          timeoutSeconds: 2
-        resources:
-          limits:
-            cpu: 1000m
-            memory: 256Mi
-          requests:
-            cpu: 100m
-            memory: 16Mi
diff --git a/artifacts/nginx/hpa.yaml b/artifacts/nginx/hpa.yaml
deleted file mode 100644
index fa2b5a6f..00000000
--- a/artifacts/nginx/hpa.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-apiVersion: autoscaling/v2beta1
-kind: HorizontalPodAutoscaler
-metadata:
-  name: podinfo
-  namespace: test
-spec:
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: podinfo
-  minReplicas: 2
-  maxReplicas: 4
-  metrics:
-  - type: Resource
-    resource:
-      name: cpu
-      # scale up if usage is above
-      # 99% of the requested CPU (100m)
-      targetAverageUtilization: 99
diff --git a/docs/gitbook/usage/nginx-progressive-delivery.md b/docs/gitbook/usage/nginx-progressive-delivery.md
index 2dcb117a..ea686b96 100644
--- a/docs/gitbook/usage/nginx-progressive-delivery.md
+++ b/docs/gitbook/usage/nginx-progressive-delivery.md
@@ -56,8 +56,7 @@ kubectl create ns test
 Create a deployment and a horizontal pod autoscaler:
 
 ```bash
-kubectl apply -f ${REPO}/artifacts/nginx/deployment.yaml
-kubectl apply -f ${REPO}/artifacts/nginx/hpa.yaml
+kubectl apply -k github.com/weaveworks/flagger//kustomize/podinfo
 ```
 
 Deploy the load testing service to generate traffic during the canary analysis: