diff --git a/internal/cli/cmd/version/version.go b/internal/cli/cmd/version/version.go
index a7bb1dc2327..d96d21c9888 100644
--- a/internal/cli/cmd/version/version.go
+++ b/internal/cli/cmd/version/version.go
@@ -23,6 +23,7 @@ import (
 	"fmt"
 	"runtime"
 
+	gv "github.com/hashicorp/go-version"
 	"github.com/spf13/cobra"
 	"k8s.io/klog/v2"
 	cmdutil "k8s.io/kubectl/pkg/cmd/util"
@@ -72,7 +73,18 @@ func (o *versionOptions) Run(f cmdutil.Factory) {
 		fmt.Printf("  Platform: %s/%s\n", runtime.GOOS, runtime.GOARCH)
 	}
 
-	if v.KubeBlocks != "" && v.Cli != v.KubeBlocks {
+	kbVersion, err := gv.NewVersion(v.KubeBlocks)
+	if err != nil {
+		klog.V(1).Infof("failed to parse KubeBlocks version: %v", err)
+		return
+	}
+	cliVersion, err := gv.NewVersion(v.Cli)
+	if err != nil {
+		klog.V(1).Infof("failed to parse kbcli version: %v", err)
+		return
+	}
+
+	if !kbVersion.Equal(cliVersion) {
 		fmt.Printf("WARNING: version difference between kbcli (%s) and kubeblocks (%s) \n", v.Cli, v.KubeBlocks)
 	}
 }
diff --git a/internal/cli/cmd/version/version_test.go b/internal/cli/cmd/version/version_test.go
index f3c1d9c255d..f1771b1acd0 100644
--- a/internal/cli/cmd/version/version_test.go
+++ b/internal/cli/cmd/version/version_test.go
@@ -23,6 +23,7 @@ import (
 	. "github.com/onsi/ginkgo/v2"
 	. "github.com/onsi/gomega"
 
+	gv "github.com/hashicorp/go-version"
 	"k8s.io/client-go/rest/fake"
 	cmdtesting "k8s.io/kubectl/pkg/cmd/testing"
 )
@@ -39,4 +40,22 @@ var _ = Describe("version", func() {
 		o := &versionOptions{}
 		o.Run(tf)
 	})
+
+	It("version comparison", func() {
+		kbVersion, _ := gv.NewVersion("0.6.0-alpha.23")
+		cliVersion, _ := gv.NewVersion("v0.6.0-alpha.23")
+		Expect(kbVersion.Equal(cliVersion)).Should(BeTrue())
+
+		kbVersion, _ = gv.NewVersion("0.6.0-alpha.23")
+		cliVersion, _ = gv.NewVersion("v0.6.23")
+		Expect(kbVersion.Equal(cliVersion)).Should(BeFalse())
+
+		kbVersion, _ = gv.NewVersion("0.6.0-alpha.23")
+		cliVersion, _ = gv.NewVersion("0.6.0-beta.23")
+		Expect(kbVersion.Equal(cliVersion)).Should(BeFalse())
+
+		kbVersion, _ = gv.NewVersion("0.6.3")
+		cliVersion, _ = gv.NewVersion("v0.6.3")
+		Expect(kbVersion.Equal(cliVersion)).Should(BeTrue())
+	})
 })