diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 71d2784..9096fbb 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -13,6 +13,9 @@ jobs:
       - name: Checkout code
         uses: actions/checkout@v2
 
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v1
+
       - name: Build and push Docker image
         uses: docker/build-push-action@v2
         with:
@@ -20,4 +23,26 @@ jobs:
           push: true
           tags: harisathwik/streamlit_app:${{ github.sha }}
         env:
+          DOCKER_USERNAME: ${{ secrets.DOCKER_USERNAME }}
           DOCKER_PASSWORD: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Install kubectl
+        run: |
+          curl -LO "https://dl.k8s.io/release/$(curl -L -s https://dl.k8s.io/release/stable.txt)/bin/windows/amd64/kubectl.exe"
+          mv kubectl.exe /usr/local/bin/kubectl
+          chmod +x /usr/local/bin/kubectl
+
+      - name: Install ngrok
+        run: |
+          curl -LO https://bin.equinox.io/c/4VmDzA7iaHb/ngrok-stable-linux-amd64.zip
+          unzip ngrok-stable-linux-amd64.zip
+          sudo mv ngrok /usr/local/bin
+          chmod +x /usr/local/bin/ngrok
+
+      - name: Expose Kubernetes service with ngrok
+        run: ngrok authtoken ${{ secrets.NGROK_AUTH_TOKEN }} && ngrok http 80 &
+
+      - name: Apply Kubernetes deployment
+        run: |
+          kubectl apply -f kubernetes/deployment.yaml
+          kubectl apply -f kubernetes/service.yaml