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 060a0c4cbd34..6bc7df98cca2 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
@@ -351,9 +351,9 @@ object VeloxBackendSettings extends BackendSettingsApi {
   }
 
   override def supportColumnarShuffleExec(): Boolean = {
-    GlutenConfig.getConf.isUseColumnarShuffleManager ||
-    GlutenConfig.getConf.isUseCelebornShuffleManager ||
-    GlutenConfig.getConf.isUseUniffleShuffleManager
+    GlutenConfig.getConf.enableColumnarShuffle && (GlutenConfig.getConf.isUseColumnarShuffleManager
+      || GlutenConfig.getConf.isUseCelebornShuffleManager
+      || GlutenConfig.getConf.isUseUniffleShuffleManager)
   }
 
   override def enableJoinKeysRewrite(): Boolean = false