diff --git a/pkg/controller/openpitrix/helmapplication/helm_application_controller.go b/pkg/controller/openpitrix/helmapplication/helm_application_controller.go
index ce2bd8d950704d6a6b9376a561405ddfc2d90240..a33b4a040318c411f5e34f04451a45f5a72c53f4 100644
--- a/pkg/controller/openpitrix/helmapplication/helm_application_controller.go
+++ b/pkg/controller/openpitrix/helmapplication/helm_application_controller.go
@@ -52,7 +52,7 @@ const (
 )
 
 func (r *ReconcileHelmApplication) Reconcile(request reconcile.Request) (reconcile.Result, error) {
-	klog.V(4).Info("sync helm application")
+	klog.V(4).Infof("sync helm application: %s ", request.String())
 
 	rootCtx := context.Background()
 	app := &v1alpha1.HelmApplication{}
diff --git a/pkg/controller/openpitrix/helmapplication/helm_application_version_controller.go b/pkg/controller/openpitrix/helmapplication/helm_application_version_controller.go
index 502f12ddd8e0fa1088aeee42015c304ebbd39191..7f063912d4cf8ad965aeb5129040933a5e46b55d 100644
--- a/pkg/controller/openpitrix/helmapplication/helm_application_version_controller.go
+++ b/pkg/controller/openpitrix/helmapplication/helm_application_version_controller.go
@@ -210,41 +210,42 @@ func (r *ReconcileHelmApplicationVersion) updateStatus(appVersion *v1alpha1.Helm
 	return nil
 }
 
+// getLatestVersionName get the latest version of versions.
+// if inAppStore is false, get the latest version name of all of the versions
+// if inAppStore is true, get the latest version name of the ACTIVE versions.
 func getLatestVersionName(versions v1alpha1.HelmApplicationVersionList, inAppStore bool) string {
-	l := versions.Items
-	if len(l) == 0 {
+	if len(versions.Items) == 0 {
 		return ""
 	}
 
-	verInd := 0
-	if inAppStore {
-		// only check active app version
-		for ; verInd < len(l); verInd++ {
-			if l[verInd].Status.State == v1alpha1.StateActive {
-				break
-			}
-		}
-	}
-
-	if verInd == len(l) {
-		return ""
-	}
+	var latestVersionName string
+	var latestSemver *semver.Version
 
-	latestSemver, _ := semver.NewVersion(l[verInd].GetSemver())
+	for _, version := range versions.Items {
+		// If the appVersion is being deleted, ignore it.
+		// If inAppStore is true, we just need ACTIVE appVersion.
+		if version.DeletionTimestamp != nil || (inAppStore && version.Status.State != v1alpha1.StateActive) {
+			continue
+		}
 
-	for i := verInd + 1; i < len(l); i++ {
-		curr, _ := semver.NewVersion(l[i].GetSemver())
-		if inAppStore {
-			if l[i].Status.State != v1alpha1.StateActive {
-				continue
+		currSemver, err := semver.NewVersion(version.GetSemver())
+		if err == nil {
+			if latestSemver == nil {
+				// the first valid semver
+				latestSemver = currSemver
+				latestVersionName = version.GetVersionName()
+			} else if latestSemver.LessThan(currSemver) {
+				// find a newer valid semver
+				latestSemver = currSemver
+				latestVersionName = version.GetVersionName()
 			}
-		}
-		if latestSemver.LessThan(curr) {
-			verInd = i
+		} else {
+			// If the semver is invalid, just ignore it.
+			klog.V(2).Infof("parse version failed, id: %s, err: %s", version.Name, err)
 		}
 	}
 
-	return l[verInd].GetVersionName()
+	return latestVersionName
 }
 
 func mergeApplicationVersionState(versions v1alpha1.HelmApplicationVersionList) string {
@@ -257,7 +258,7 @@ func mergeApplicationVersionState(versions v1alpha1.HelmApplicationVersionList)
 		}
 	}
 
-	// If there is on active appVersion, the helm application is active
+	// If there is one or more active appVersion, the helm application is active
 	if states[v1alpha1.StateActive] > 0 {
 		return v1alpha1.StateActive
 	}
@@ -267,6 +268,7 @@ func mergeApplicationVersionState(versions v1alpha1.HelmApplicationVersionList)
 		return v1alpha1.StateDraft
 	}
 
+	// No active appVersion or draft appVersion, then the app state is suspended
 	if states[v1alpha1.StateSuspended] > 0 {
 		return v1alpha1.StateSuspended
 	}
diff --git a/pkg/models/openpitrix/utils.go b/pkg/models/openpitrix/utils.go
index 9ca7c4cfece963ee52548d73f1e652545d942dee..6dc1341910c0995b530fccd1b1fc42f8e37d0a22 100644
--- a/pkg/models/openpitrix/utils.go
+++ b/pkg/models/openpitrix/utils.go
@@ -32,7 +32,6 @@ import (
 	"kubesphere.io/kubesphere/pkg/utils/stringutils"
 	"path"
 	"regexp"
-	"sort"
 	"strings"
 	"time"
 )
@@ -320,10 +319,16 @@ func convertApp(app *v1alpha1.HelmApplication, versions []*v1alpha1.HelmApplicat
 	} else {
 		out.CategorySet = AppCategorySet{}
 	}
-	if versions != nil && len(versions) > 0 {
-		sort.Sort(AppVersions(versions))
-		out.LatestAppVersion = convertAppVersion(versions[len(versions)-1])
-	} else {
+
+	for _, version := range versions {
+		if app.Status.LatestVersion == version.GetVersionName() {
+			// find the latest version, and convert its format
+			out.LatestAppVersion = convertAppVersion(version)
+			break
+		}
+	}
+
+	if out.LatestAppVersion == nil {
 		out.LatestAppVersion = &AppVersion{}
 	}