diff --git a/inference/inference.yaml b/inference/inference.yaml
index 5101eb0a..5d46f7de 100644
--- a/inference/inference.yaml
+++ b/inference/inference.yaml
@@ -5,7 +5,7 @@ metadata:
   labels:
     app: mnist
 spec:
-  replicas: 2
+  replicas: 1
   selector:
     matchLabels:
       app: mnist
diff --git a/webapp/webapp.yaml b/webapp/webapp.yaml
index 0d5b3059..2d5dc3bf 100644
--- a/webapp/webapp.yaml
+++ b/webapp/webapp.yaml
@@ -16,7 +16,7 @@ spec:
     spec:
       containers:
       - name: webapp
-        image: mnist:webapp
+        image: raphinkcisco/mnist:webapp
         ports:
         - containerPort: 80
 ---
@@ -27,10 +27,11 @@ metadata:
   labels:
     app: mnist-webapp
 spec:
-  type: LoadBalancer
+  type: NodePort
   ports:
   - port: 80
     targetPort: 80
     protocol: TCP
+    nodePort: 32042
   selector:
     app: mnist-webapp
\ No newline at end of file