diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 00000000..7ebe0c3e
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,46 @@
+name: Release
+
+on:
+  workflow_dispatch:
+    inputs:
+      releaseVersion:
+        type: string
+        required: true
+        description: The release version of this release. Must be a semantic version of the form X.Y.Z
+      dry-run:
+        type: boolean
+        required: true
+        description: Dry run, will not push tags to branch and release.
+
+jobs:
+  release:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Validate Input
+        run: |
+          echo "${{ github.ref_type }}" | perl -ne 'die unless m/^branch$/'
+          echo "${{ github.ref_name }}" | perl -ne 'die unless m/^release-\d+\.\d+$/'
+          echo "${{ github.event.inputs.releaseVersion }}" | perl -ne 'die unless m/^\d+\.\d+\.\d+$/'
+      - name: Checkout
+        uses: actions/checkout@v3
+      - name: Check Actor
+        run: |
+          # Release actor should be in the OWNER list
+          cat OWNERS | grep ${{ github.actor }}
+      - name: Prepare
+        run: |
+          git config user.email "k8s.ci.robot@gmail.com"
+          git config user.name "Kubernetes Prow Robot"
+      - name: Release Prepare
+        run: |
+          git tag -a v${{ github.event.inputs.releaseVersion }} -m "version ${{ github.event.inputs.releaseVersion }}"
+      - name: Release Perform
+        if: ${{ github.event.inputs.dry-run != 'true' }}
+        run: |
+          git push https://${{ github.token }}@github.com/${{ github.repository }}.git v${{ github.event.inputs.releaseVersion }}
+      - name: Publish Release
+        if: ${{ github.event.inputs.dry-run != 'true' }}
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          gh release create -d --generate-notes v${{ github.event.inputs.releaseVersion }}
\ No newline at end of file
diff --git a/RELEASE.md b/RELEASE.md
index bf135728..da077310 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -2,9 +2,59 @@
 
 The Kubernetes C Client Project is released on an as-needed basis. The process is as follows:
 
-1. An issue is proposing a new release with a changelog since the last release
-1. All [OWNERS](OWNERS) must LGTM this release
-1. An OWNER runs `git tag -s $VERSION` or `git tag -a $VERSION` (If GPG-signed tag is not required) and inserts the changelog and pushes the tag with `git push origin $VERSION`
+## Request
+
+An issue is proposing a new release with a changelog since the last release
+
+All [OWNERS](OWNERS) must LGTM this release
+
+## Prepare
+
+Before release, we need to determine our release branch.
+
+The release branch will always be of the form `release-<MAJOR>.<MINOR>`. Any
+time a `<MAJOR>` or `<MINOR>` version number is incremented, a new release
+branch needs to be created with `git checkout -b release-<MAJOR>.<MINOR>` _from
+the branch containing the changes you want to release_. If you are only
+releasing bug fixes for an existing `<MAJOR>.<MINOR>` release (a patch
+release), you simply checkout that existing release branch `git checkout
+release-<MAJOR>.<MINOR>`.
+
+Now we are ready to perform the release.
+
+## Release
+
+There are 2 options to release: via GitHub Action or by manul
+
+### Release via GitHub Action
+
+Maintainers meeting the following requirements will be able to perform automated
+release:
+
+* Has "collaborator" permission or higher (otherwise they can't run the job manually).
+* Should be in the OWNERS file.
+
+#### Fill in the release workflow inputs manually
+
+The GitHub Action workflow [Release](https://github.com/kubernetes-client/c/actions/workflows/release.yml) will require three manual inputs:
+
+* The branch on which the workflow runs, must be a release branch, e.g. `release-X.Y`
+
+* The releasing version, must be a valid semver `X.Y.Z` (without "v" prefix).
+
+* Dry-Run: Indicating whether the release job will push the generated tag to the release branch and actually do a GitHub release.
+  
+Fill in the inputs, then click "Run" to start the job. 
+
+#### Release note, announcements
+
+After the release job successfully finishes, we're supposed to see a git tag `vX.Y.Z` pushed to the release branch, a GitHub draft release will also be packed on the tag.
+
+In the end, manually update the release notes and publish the release on the GitHub release page.
+
+### Release by manual
+
+An OWNER runs `git tag -s $VERSION` or `git tag -a $VERSION` (If GPG-signed tag is not required) and inserts the changelog and pushes the tag with `git push origin $VERSION`
 
     e.g
     ```shell
@@ -12,5 +62,8 @@ The Kubernetes C Client Project is released on an as-needed basis. The process i
     git push origin v0.1.0
     ```
 
-1. The release issue is closed
-1. An announcement email is sent to `kubernetes-dev@googlegroups.com` with the subject `[ANNOUNCE] kubernetes-template-project $VERSION is released`
+## Announcement
+
+The release issue is closed
+
+An announcement email is sent to `kubernetes-dev@googlegroups.com` with the subject `[ANNOUNCE] kubernetes-template-project $VERSION is released`