diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index abea909..88dac9b 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -14,8 +14,19 @@ jobs:
       - name: Checkout code
         uses: actions/checkout@v3
 
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v2
+      - name: Install mise
+        run: |
+          curl -sSL https://mise.run | sh
+          echo "$HOME/.local/bin" >> $GITHUB_PATH
+          echo "$HOME/.local/share/mise/shims" >> $GITHUB_PATH
+
+      - name: Install railpack
+        run: mise install ubi:railwayapp/railpack@latest
+
+      - name: Start BuildKit
+        run: |
+          docker run --rm --privileged -d --name buildkit moby/buildkit
+          echo "BUILDKIT_HOST=docker-container://buildkit" >> $GITHUB_ENV
 
       - name: Login to Container Registry
         uses: docker/login-action@v2
@@ -24,12 +35,16 @@ jobs:
           username: ${{ github.repository_owner }}
           password: ${{ secrets.DEPLOY_TOKEN }}
 
-      - name: Build and push
-        uses: docker/build-push-action@v4
-        with:
-          context: .
-          platforms: linux/amd64
-          push: true
-          tags: |
-            ${{ secrets.REPO_HOST }}/${{ github.repository_owner }}/${{ github.event.repository.name }}:${{ github.sha }}
-            ${{ secrets.REPO_HOST }}/${{ github.repository_owner }}/${{ github.event.repository.name }}:latest
+      - name: Build with RailPack
+        run: |
+          # Build image using RailPack
+          railpack build . --tag ${{ github.event.repository.name }}:latest
+
+          # Tag image
+          docker tag ${{ github.event.repository.name }}:latest ${{ secrets.REPO_HOST }}/${{ github.repository_owner }}/${{ github.event.repository.name }}:${{ github.sha }}
+          docker tag ${{ github.event.repository.name }}:latest ${{ secrets.REPO_HOST }}/${{ github.repository_owner }}/${{ github.event.repository.name }}:latest
+
+      - name: Push to Registry
+        run: |
+          docker push ${{ secrets.REPO_HOST }}/${{ github.repository_owner }}/${{ github.event.repository.name }}:${{ github.sha }}
+          docker push ${{ secrets.REPO_HOST }}/${{ github.repository_owner }}/${{ github.event.repository.name }}:latest