diff --git a/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxBackend.scala b/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxBackend.scala
index a838897352e3..31b5a56f4f18 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxBackend.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxBackend.scala
@@ -555,7 +555,7 @@ object VeloxBackendSettings extends BackendSettingsApi {
 
   override def reorderColumnsForPartitionWrite(): Boolean = true
 
-  override def enableEnhancedFeatures(): Boolean = VeloxConfig.enableEnhancedFeatures()
+  override def enableEnhancedFeatures(): Boolean = VeloxConfig.get.enableEnhancedFeatures()
 
   override def supportAppendDataExec(): Boolean =
     GlutenConfig.get.enableAppendData && enableEnhancedFeatures()
diff --git a/backends-velox/src/main/scala/org/apache/gluten/config/VeloxConfig.scala b/backends-velox/src/main/scala/org/apache/gluten/config/VeloxConfig.scala
index d017c11c6348..26b0b58aac34 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/config/VeloxConfig.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/config/VeloxConfig.scala
@@ -75,12 +75,13 @@ class VeloxConfig(conf: SQLConf) extends GlutenConfig(conf) {
 
   def enableRewriteCastArrayToString: Boolean =
     getConf(ENABLE_REWRITE_CAST_ARRAY_TO_STRING)
+
+  def enableEnhancedFeatures(): Boolean = ConfigJniWrapper.isEnhancedFeaturesEnabled &&
+    getConf(ENABLE_ENHANCED_FEATURES)
 }
 
 object VeloxConfig {
 
-  def enableEnhancedFeatures(): Boolean = ConfigJniWrapper.isEnhancedFeaturesEnabled
-
   def get: VeloxConfig = {
     new VeloxConfig(SQLConf.get)
   }
@@ -685,4 +686,10 @@ object VeloxConfig {
         " `concat('[', array_join(array, ', ', null), ']')` to allow offloading to Velox.")
       .booleanConf
       .createWithDefault(true)
+
+  val ENABLE_ENHANCED_FEATURES =
+    buildConf("spark.gluten.sql.enable.enhancedFeatures")
+      .doc("Enable some features including iceberg native write and other features.")
+      .booleanConf
+      .createWithDefault(true)
 }