diff --git a/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseTPCHSaltNullParquetSuite.scala b/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseTPCHSaltNullParquetSuite.scala
index c0f37b08616e..c77c41fb5e39 100644
--- a/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseTPCHSaltNullParquetSuite.scala
+++ b/backends-clickhouse/src/test/scala/org/apache/gluten/execution/GlutenClickHouseTPCHSaltNullParquetSuite.scala
@@ -2572,6 +2572,19 @@ class GlutenClickHouseTPCHSaltNullParquetSuite extends GlutenClickHouseTPCHAbstr
     runQueryAndCompare(sql2)({ _ => })
   }
 
+  test("aggregate function percentile") {
+    // single percentage
+    val sql1 = "select l_linenumber % 10, percentile(l_extendedprice, 0.5) " +
+      "from lineitem group by l_linenumber % 10"
+    runQueryAndCompare(sql1)({ _ => })
+
+    // multiple percentages
+    val sql2 =
+      "select l_linenumber % 10, percentile(l_extendedprice, array(0.1, 0.2, 0.3)) " +
+        "from lineitem group by l_linenumber % 10"
+    runQueryAndCompare(sql2)({ _ => })
+  }
+
   test("GLUTEN-5096: Bug fix regexp_extract diff") {
     val tbl_create_sql = "create table test_tbl_5096(id bigint, data string) using parquet"
     val tbl_insert_sql = "insert into test_tbl_5096 values(1, 'abc'), (2, 'abc\n')"
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 0238508d9699..50bec8d870ea 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
@@ -28,7 +28,7 @@ import org.apache.gluten.substrait.rel.LocalFilesNode.ReadFileFormat.{DwrfReadFo
 
 import org.apache.spark.sql.catalyst.catalog.BucketSpec
 import org.apache.spark.sql.catalyst.expressions.{Alias, CumeDist, DenseRank, Descending, Expression, Lag, Lead, Literal, MakeYMInterval, NamedExpression, NthValue, NTile, PercentRank, Rand, RangeFrame, Rank, RowNumber, SortOrder, SparkPartitionID, SpecialFrameBoundary, SpecifiedWindowFrame, Uuid}
-import org.apache.spark.sql.catalyst.expressions.aggregate.{AggregateExpression, ApproximatePercentile, Count, Sum}
+import org.apache.spark.sql.catalyst.expressions.aggregate.{AggregateExpression, ApproximatePercentile, Percentile, Count, Sum}
 import org.apache.spark.sql.catalyst.plans.{JoinType, LeftOuter, RightOuter}
 import org.apache.spark.sql.catalyst.util.CharVarcharUtils
 import org.apache.spark.sql.execution.{ProjectExec, SparkPlan}
@@ -374,7 +374,7 @@ object VeloxBackendSettings extends BackendSettingsApi {
             case _: RowNumber | _: Rank | _: CumeDist | _: DenseRank | _: PercentRank |
                 _: NthValue | _: NTile | _: Lag | _: Lead =>
             case aggrExpr: AggregateExpression
-                if !aggrExpr.aggregateFunction.isInstanceOf[ApproximatePercentile] =>
+                if !aggrExpr.aggregateFunction.isInstanceOf[ApproximatePercentile] && !aggrExpr.aggregateFunction.isInstanceOf[Percentile] =>
             case _ =>
               allSupported = false
           }