diff --git a/.github/workflows/image_publish.yml b/.github/workflows/image_publish.yml
index 7ba281cd..c4dadda4 100644
--- a/.github/workflows/image_publish.yml
+++ b/.github/workflows/image_publish.yml
@@ -35,4 +35,3 @@ jobs:
            docker push ${{ secrets.DOCKER_USER }}/milvus-cdc:${BRANCH}-latest
 
 
-
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 465713ac..4f8f632a 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -23,13 +23,13 @@ jobs:
           cache-dependency-path: server/go.sum
           cache: true
 
-      - uses: goreleaser/goreleaser-action@v4
+      - uses: goreleaser/goreleaser-action@v6
         with:
           # either 'goreleaser' (default) or 'goreleaser-pro':
           distribution: goreleaser
           workdir: ./server
-          version: latest
-          args: release --skip-publish --config .goreleaser-linux.yaml
+          version: '~> v2'
+          args: release --skip publish --config .goreleaser-linux.yaml
         env:
           GITHUB_TOKEN: ${{ secrets.RELEASE_TOKEN }}
       - name: Upload
@@ -52,13 +52,13 @@ jobs:
           cache-dependency-path: server/go.sum
           cache: true
 
-      - uses: goreleaser/goreleaser-action@v4
+      - uses: goreleaser/goreleaser-action@v6
         with:
           # either 'goreleaser' (default) or 'goreleaser-pro':
           distribution: goreleaser
           workdir: ./server
-          version: latest
-          args: release --skip-publish --config .goreleaser-darwin.yaml
+          version: '~> v2'
+          args: release --skip publish --config .goreleaser-darwin.yaml
         env:
           GITHUB_TOKEN: ${{ secrets.RELEASE_TOKEN }}
       - name: Upload
@@ -108,8 +108,9 @@ jobs:
           git status
 
       - name: Release
-        uses: goreleaser/goreleaser-action@v4
+        uses: goreleaser/goreleaser-action@v6
         with:
+          version: '~> v2'
           args: release --clean --config .goreleaser.yaml
         env:
           GITHUB_TOKEN: ${{ secrets.RELEASE_TOKEN }}
diff --git a/.goreleaser.yaml b/.goreleaser.yaml
index 7a3d318b..5c1f9696 100644
--- a/.goreleaser.yaml
+++ b/.goreleaser.yaml
@@ -1,3 +1,4 @@
+version: 2
 builds:
   - skip: true
 changelog:
diff --git a/server/.goreleaser-darwin.yaml b/server/.goreleaser-darwin.yaml
index d9f97f7c..35d08753 100644
--- a/server/.goreleaser-darwin.yaml
+++ b/server/.goreleaser-darwin.yaml
@@ -1,5 +1,6 @@
 # This is an example .goreleaser.yml file with some sensible defaults.
 # Make sure to check the documentation at https://goreleaser.com
+version: 2
 before:
   hooks:
     # You may remove this if you don't use go modules.
diff --git a/server/.goreleaser-linux.yaml b/server/.goreleaser-linux.yaml
index 37c0e57c..96de37cf 100644
--- a/server/.goreleaser-linux.yaml
+++ b/server/.goreleaser-linux.yaml
@@ -1,5 +1,6 @@
 # This is an example .goreleaser.yml file with some sensible defaults.
 # Make sure to check the documentation at https://goreleaser.com
+version: 2
 before:
   hooks:
     # You may remove this if you don't use go modules.