diff --git a/dataModelling/deployment.yaml b/dataModelling/deployment.yaml
deleted file mode 100644
index 7c32a775..00000000
--- a/dataModelling/deployment.yaml
+++ /dev/null
@@ -1,40 +0,0 @@
----
-kind: Service
-apiVersion: v1
-metadata:
-  name: datamodellingservice
-spec:
-  selector:
-    app: data-modelling
-  ports:
-    # - protocol: "TCP"
-    - name: http
-      # Port accessible inside cluster
-      port: 3005
-      # Port to forward to inside the pod
-  #     targetPort: 5011
-  #     # Port accessible outside cluster
-  #     nodePort: 30005
-  # type: LoadBalancer
- 
- 
----
-apiVersion: apps/v1 # for versions before 1.9.0 use apps/v1beta2
-kind: Deployment
-metadata:
-  name: data-modelling-deployment
-spec:
-  selector:
-    matchLabels:
-      app: data-modelling
-  replicas: 1 # tells deployment to run 2 pods matching the template
-  template:
-    metadata:
-      labels:
-        app: data-modelling
-    spec:
-      containers:
-      - name: data-modelling
-        image: orenda15/data_modelling:c7d445dbc31af7d1eae53f9f57997acd17de31f2
-        ports:
-        - containerPort: 3005
diff --git a/deploymentFiles/datamodellingCanary.yaml b/deploymentFiles/datamodellingCanary.yaml
new file mode 100644
index 00000000..f19f08e9
--- /dev/null
+++ b/deploymentFiles/datamodellingCanary.yaml
@@ -0,0 +1,48 @@
+apiVersion: flagger.app/v1beta1
+kind: Canary
+metadata:
+  name: data-modelling
+  namespace: default
+spec:
+  provider: istio
+  targetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: data-modelling
+  progressDeadlineSeconds: 60
+  autoscalerRef:
+    apiVersion: autoscaling/v2beta1
+    kind: HorizontalPodAutoscaler
+    name: data-modelling
+  service:
+    name: data-modelling
+    port: 3005
+    targetPort: 3005
+    # portName: http
+    portDiscovery: true
+    timeout: 5s
+    # gateways:
+    # - orenda-gateway
+    # hosts:
+    # - '*'
+  skipAnalysis: false
+  analysis:
+    interval: 10s
+    threshold: 10
+    maxWeight: 50
+    stepWeight: 5
+    # metrics:
+    # - name: request-success-rate
+    #   thresholdRange:
+    #     min: 99
+    #   interval: 1m
+    # - name: latency
+    #   templateRef:
+    #       name: latency
+    #       namespace: istio-system
+    #   thresholdRange:
+    #       max: 500
+    #   interval: 1m
+   
+
+   
\ No newline at end of file
diff --git a/deploymentFiles/deployment.yaml b/deploymentFiles/deployment.yaml
new file mode 100644
index 00000000..e5db06c7
--- /dev/null
+++ b/deploymentFiles/deployment.yaml
@@ -0,0 +1,37 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: data-modelling
+  labels:
+    app: data-modelling
+spec:
+  minReadySeconds: 5
+  revisionHistoryLimit: 5
+  progressDeadlineSeconds: 60
+  strategy:
+    rollingUpdate:
+      maxUnavailable: 1
+    type: RollingUpdate
+  selector:
+    matchLabels:
+      app: data-modelling
+  template:
+    metadata:
+      labels:
+        app: data-modelling
+    spec:
+      containers:
+      - name: data-modelling
+        image: orenda15/data_modelling:e84182d37ab15b7ad3cfe13754f9b382a01e5e7e
+        imagePullPolicy: IfNotPresent
+        ports:
+        - name: http
+          containerPort: 3005
+          protocol: TCP
+        resources:
+          limits:
+            cpu: 2000m
+            memory: 512Mi
+          requests:
+            cpu: 100m
+            memory: 64Mi
\ No newline at end of file
diff --git a/deploymentFiles/hpa.yaml b/deploymentFiles/hpa.yaml
new file mode 100644
index 00000000..daa17d12
--- /dev/null
+++ b/deploymentFiles/hpa.yaml
@@ -0,0 +1,18 @@
+apiVersion: autoscaling/v2beta1
+kind: HorizontalPodAutoscaler
+metadata:
+  name: frontend
+spec:
+  scaleTargetRef:
+    apiVersion: apps/v1
+    kind: Deployment
+    name: frontend
+  minReplicas: 2
+  maxReplicas: 4
+  metrics:
+  - type: Resource
+    resource:
+      name: cpu
+      # scale up if usage is above
+      # 99% of the requested CPU (100m)
+      targetAverageUtilization: 99
\ No newline at end of file