diff --git a/.github/workflows/dockerhub-latest-chart.yml b/.github/workflows/dockerhub-latest-chart.yml
new file mode 100644
index 000000000..1603e4e5e
--- /dev/null
+++ b/.github/workflows/dockerhub-latest-chart.yml
@@ -0,0 +1,34 @@
+name: latest chart to DockerHub
+on:
+  push:
+    branches:
+      - master
+jobs:
+  publish-chart-to-dockerhub:
+    name: publish to DockerHub
+    # prevent job running from forked repository, otherwise
+    # 1. running on the forked repository would fail as missing necessary secret.
+    # 2. running on the forked repository would use unnecessary GitHub Action time.
+    if: ${{ github.repository == 'karmada-io/karmada' && github.ref == 'refs/heads/master' }}
+    runs-on: ubuntu-20.04
+    steps:
+      - name: checkout code
+        uses: actions/checkout@v3
+        with:
+          # fetch-depth:
+          # 0 indicates all history for all branches and tags.
+          # for `git describe --tags` in Makefile.
+          fetch-depth: 0
+      - name: login to DockerHub
+        uses: docker/login-action@v2
+        with:
+          username: ${{ secrets.DOCKERHUB_USER_NAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+      - name: package chart
+        env:
+          VERSION: 0.0.0
+        run: make package-chart
+      - name: push chart
+        env:
+          VERSION: 0.0.0
+        run: make push-chart
diff --git a/.github/workflows/dockerhub-released-chart.yml b/.github/workflows/dockerhub-released-chart.yml
new file mode 100644
index 000000000..9d3a4a62f
--- /dev/null
+++ b/.github/workflows/dockerhub-released-chart.yml
@@ -0,0 +1,30 @@
+name: released chart to DockerHub
+on:
+  release:
+    types:
+      - published
+jobs:
+  publish-chart-to-dockerhub:
+    name: publish to DockerHub
+    runs-on: ubuntu-20.04
+    steps:
+      - name: checkout code
+        uses: actions/checkout@v3
+        with:
+          # fetch-depth:
+          # 0 indicates all history for all branches and tags.
+          # for `git describe --tags` in Makefile.
+          fetch-depth: 0
+      - name: login to DockerHub
+        uses: docker/login-action@v2
+        with:
+          username: ${{ secrets.DOCKERHUB_USER_NAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+      - name: package chart
+        env:
+          VERSION: ${{ github.ref_name }}
+        run: make package-chart
+      - name: push chart
+        env:
+          VERSION: ${{ github.ref_name }}
+        run: make push-chart
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 6f2e9916e..82548642f 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -30,7 +30,9 @@ jobs:
         GOARCH: ${{ matrix.arch }}
       run: make release-${{ matrix.target }}
     - name: Making helm charts
-      run: make release-chart
+      env:
+        VERSION: ${{ github.ref_name }}
+      run: make package-chart
     - name: Uploading assets...
       if: ${{ !env.ACT }}
       uses: softprops/action-gh-release@v1
@@ -38,8 +40,8 @@ jobs:
         files: |
           _output/release/${{ matrix.target }}-${{ matrix.os }}-${{ matrix.arch }}.tgz
           _output/release/${{ matrix.target }}-${{ matrix.os }}-${{ matrix.arch }}.tgz.sha256
-          _output/release/karmada-chart-*.tgz
-          _output/release/karmada-chart-*.tgz.sha256
+          _output/charts/karmada-chart-${{ github.ref_name }}.tgz
+          _output/charts/karmada-chart-${{ github.ref_name }}.tgz.sha256
   update-krew-index:
     needs: release-assests
     name: Update krew-index
diff --git a/Makefile b/Makefile
index b43a6489b..4626015b8 100644
--- a/Makefile
+++ b/Makefile
@@ -92,9 +92,13 @@ update:
 verify:
 	hack/verify-all.sh
 
-.PHONY: release-chart
-release-chart:
-	hack/release-helm-chart.sh $(VERSION)
+.PHONY: package-chart
+package-chart:
+	hack/package-helm-chart.sh $(VERSION)
+
+.PHONY: push-chart
+push-chart:
+	helm push _output/charts/karmada-chart-${VERSION}.tgz oci://docker.io/karmada
 
 .PHONY: test
 test:
diff --git a/charts/karmada/Chart.yaml b/charts/karmada/Chart.yaml
index e19a4e9e6..9d0e22c9f 100644
--- a/charts/karmada/Chart.yaml
+++ b/charts/karmada/Chart.yaml
@@ -20,12 +20,13 @@ kubeVersion: ">= 1.16.0-0"
 # This is the chart version. This version number should be incremented each time you make changes
 # to the chart and its templates, including the app version.
 # Versions are expected to follow Semantic Versioning (https://semver.org/)
-version: 0.0.5
+# We use `0.0.0` as the latest chart version.
+version: 0.0.0
 
 # This is the version number of the application being deployed. This version number should be
 # incremented each time you make changes to the application. Versions are not expected to
 # follow Semantic Versioning. They should reflect the version the application is using.
-appVersion: v1.1.0
+appVersion: latest
 
 # This is karmada dependencies
 dependencies:
diff --git a/hack/release-helm-chart.sh b/hack/package-helm-chart.sh
similarity index 73%
rename from hack/release-helm-chart.sh
rename to hack/package-helm-chart.sh
index 00c0b5d51..607e5ee6f 100755
--- a/hack/release-helm-chart.sh
+++ b/hack/package-helm-chart.sh
@@ -6,12 +6,11 @@ set -o pipefail
 REPO_ROOT=$(dirname "${BASH_SOURCE[0]}")/..
 source "${REPO_ROOT}"/hack/util.sh
 
-# keep v1.x.x forms
-version=${1%%-*}
+version=${1}
+output_dir="${REPO_ROOT}/_output/charts"
 
-release_dir="${REPO_ROOT}/_output/release"
 tar_file="karmada-chart-${version}.tgz"
-mkdir -p "${release_dir}"
+mkdir -p "${output_dir}"
 
 # install helm
 echo -n "Preparing: 'helm' existence check - "
@@ -23,8 +22,8 @@ else
 fi
 
 echo "Starting to package into a Karmada chart archive"
-helm package ./charts/karmada --version "${version}" -d "${release_dir}" -u
-cd "${release_dir}"
+helm package ./charts/karmada --version "${version}" -d "${output_dir}" -u
+cd "${output_dir}"
 mv "karmada-${version}.tgz" ${tar_file}
 echo "Rename karmada-${version}.tgz to ${tar_file}"
 sha256sum "${tar_file}" > "${tar_file}.sha256"