diff --git a/.github/workflows/image-release.yaml b/.github/workflows/image-release.yaml
index c9cbb65291..f522ac6cad 100644
--- a/.github/workflows/image-release.yaml
+++ b/.github/workflows/image-release.yaml
@@ -172,3 +172,90 @@ jobs:
             ref: 'refs/tags/ray-operator/${{ github.event.inputs.tag }}',
             sha: '${{ github.event.inputs.commit }}'
           })
+
+  release_submitter_image:
+    env:
+      working-directory: ./ray-operator
+    name: Release Submitter Docker Images
+    runs-on: ubuntu-latest
+    steps:
+
+      - name: Set up Go
+        uses: actions/setup-go@v3
+        with:
+          go-version: v1.22
+
+      - name: Check out code into the Go module directory
+        uses: actions/checkout@v2
+        with:
+          ref: ${{ github.event.inputs.commit }}
+
+      - name: Get revision SHA
+        id: vars
+        run: echo "::set-output name=sha_short::$(git rev-parse --short HEAD)"
+
+      - name: Get dependencies
+        run: go mod download
+        working-directory: ${{env.working-directory}}
+
+      - name: Setup Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.x'
+
+      - name: Install Ray
+        run: pip install ray[default]==2.39.0
+
+      - name: Test
+        run: make test-e2erayjobsubmitter
+        working-directory: ${{env.working-directory}}
+
+      - name: Set up Docker
+        uses: docker-practice/actions-setup-docker@master
+
+      - name: Build Docker Image - Submitter
+        run: |
+          IMG=kuberay/submitter:${{ steps.vars.outputs.sha_short }} make docker-submitter-image
+        working-directory: ${{env.working-directory}}
+
+      - name: Log in to Quay.io
+        uses: docker/login-action@v2
+        with:
+          registry: quay.io
+          username: ${{ secrets.QUAY_USERNAME }}
+          password: ${{ secrets.QUAY_ROBOT_TOKEN }}
+
+      # Build submitter inside the gh runner vm directly and then copy the go binaries to docker images using the Dockerfile.submitter.buildx
+      - name: Build linux/amd64 submitter go binary
+        env:
+          CGO_ENABLED: 0
+          GOOS: linux
+          GOARCH: amd64
+        run: |
+          CGO_ENABLED=$CGO_ENABLED GOOS=$GOOS GOARCH=$GOARCH go build -tags strictfipsruntime -a -o submitter-$GOARCH ./rayjobsubmitter/cmd/main.go
+        working-directory: ${{env.working-directory}}
+
+      - name: Build linux/arm64 submitter binary
+        env:
+          CGO_ENABLED: 0
+          GOOS: linux
+          GOARCH: arm64
+        run: |
+          CGO_ENABLED=$CGO_ENABLED GOOS=$GOOS GOARCH=$GOARCH go build -tags strictfipsruntime -a -o submitter-$GOARCH ./rayjobsubmitter/cmd/main.go
+        working-directory: ${{env.working-directory}}
+
+      - name: Build MultiArch Image
+        uses: docker/build-push-action@v5
+        env:
+          PUSH: true
+          REPO_ORG: kuberay
+          REPO_NAME: submitter
+        with:
+          platforms: linux/amd64,linux/arm64
+          context: ${{env.working-directory}}
+          file: ${{env.working-directory}}/Dockerfile.submitter.buildx
+          push: ${{env.PUSH}}
+          provenance: false
+          tags: |
+            quay.io/${{env.REPO_ORG}}/${{env.REPO_NAME}}:${{ steps.vars.outputs.sha_short }}
+            quay.io/${{env.REPO_ORG}}/${{env.REPO_NAME}}:${{ github.event.inputs.tag }}
diff --git a/ray-operator/Dockerfile b/ray-operator/Dockerfile
index 4ef41d830e..7765fb67ef 100644
--- a/ray-operator/Dockerfile
+++ b/ray-operator/Dockerfile
@@ -1,5 +1,5 @@
 # Build the manager binary
-FROM golang:1.22.4-bullseye as builder
+FROM golang:1.22.4-bullseye AS builder
 
 WORKDIR /workspace
 # Copy the Go Modules manifests
@@ -20,12 +20,18 @@ COPY rayjobsubmitter/ rayjobsubmitter/
 # Build
 USER root
 RUN CGO_ENABLED=1 GOOS=linux go build -tags strictfipsruntime -a -o manager main.go
-RUN CGO_ENABLED=1 GOOS=linux go build -tags strictfipsruntime -a -o submitter ./rayjobsubmitter/cmd/main.go
+RUN CGO_ENABLED=0 GOOS=linux go build -tags strictfipsruntime -a -o submitter ./rayjobsubmitter/cmd/main.go
+
+FROM scratch AS submitter
+WORKDIR /
+COPY --from=builder /workspace/submitter .
+USER 65532:65532
+
+ENTRYPOINT ["/submitter"]
 
 FROM gcr.io/distroless/base-debian12:nonroot
 WORKDIR /
 COPY --from=builder /workspace/manager .
-COPY --from=builder /workspace/submitter .
 USER 65532:65532
 
 ENTRYPOINT ["/manager"]
diff --git a/ray-operator/Dockerfile.submitter.buildx b/ray-operator/Dockerfile.submitter.buildx
new file mode 100644
index 0000000000..ec2a5fc7c7
--- /dev/null
+++ b/ray-operator/Dockerfile.submitter.buildx
@@ -0,0 +1,7 @@
+FROM scratch
+ARG TARGETARCH
+WORKDIR /
+COPY ./submitter-${TARGETARCH} ./submitter
+USER 65532:65532
+
+ENTRYPOINT ["/submitter"]
diff --git a/ray-operator/Makefile b/ray-operator/Makefile
index 6144e2b71b..7c106fb0ee 100644
--- a/ray-operator/Makefile
+++ b/ray-operator/Makefile
@@ -104,6 +104,9 @@ build: fmt vet ## Build manager binary.
 docker-image: ## Build image only
 	${ENGINE} build -t ${IMG} .
 
+docker-submitter-image: ## Build image only
+	${ENGINE} build -t ${IMG} --target submitter .
+
 docker-build: build docker-image ## Build image with the manager.
 
 docker-push: ## Push image with the manager.