diff --git a/gluten-substrait/src/main/scala/org/apache/gluten/execution/JoinExecTransformer.scala b/gluten-substrait/src/main/scala/org/apache/gluten/execution/JoinExecTransformer.scala
index b4fa188f44e..ed98bdc1a56 100644
--- a/gluten-substrait/src/main/scala/org/apache/gluten/execution/JoinExecTransformer.scala
+++ b/gluten-substrait/src/main/scala/org/apache/gluten/execution/JoinExecTransformer.scala
@@ -118,7 +118,6 @@ trait HashJoinLikeExecTransformer extends BaseJoinExec with TransformSupport {
         fromFields.length == toFields.length &&
         fromFields.zip(toFields).forall {
           case (l, r) =>
-            l.name.equalsIgnoreCase(r.name) &&
             sameType(l.dataType, r.dataType)
         }
 
diff --git a/gluten-ut/spark41/src/test/scala/org/apache/gluten/utils/velox/VeloxTestSettings.scala b/gluten-ut/spark41/src/test/scala/org/apache/gluten/utils/velox/VeloxTestSettings.scala
index 0dadfa1d0bd..2d693bcd9e0 100644
--- a/gluten-ut/spark41/src/test/scala/org/apache/gluten/utils/velox/VeloxTestSettings.scala
+++ b/gluten-ut/spark41/src/test/scala/org/apache/gluten/utils/velox/VeloxTestSettings.scala
@@ -780,7 +780,7 @@ class VeloxTestSettings extends BackendTestSettings {
   // Generated suites for org.apache.spark.sql
   enableSuite[GlutenCacheManagerSuite]
   enableSuite[GlutenDataFrameShowSuite]
-  // TODO: 4.x enableSuite[GlutenDataFrameSubquerySuite]  // 1 failure
+  enableSuite[GlutenDataFrameSubquerySuite]
   enableSuite[GlutenDataFrameTableValuedFunctionsSuite]
   enableSuite[GlutenDataFrameTransposeSuite]
   enableSuite[GlutenDeprecatedDatasetAggregatorSuite]