diff --git a/backends-velox/src/test/scala/org/apache/gluten/execution/TestOperator.scala b/backends-velox/src/test/scala/org/apache/gluten/execution/TestOperator.scala
index a892b6f313a4..f65ff2d76889 100644
--- a/backends-velox/src/test/scala/org/apache/gluten/execution/TestOperator.scala
+++ b/backends-velox/src/test/scala/org/apache/gluten/execution/TestOperator.scala
@@ -1872,4 +1872,17 @@ class TestOperator extends VeloxWholeStageTransformerSuite with AdaptiveSparkPla
         }
     }
   }
+
+  test("array_sort") {
+    runQueryAndCompare("""
+                         |select array_sort(collect_list(l_orderkey))
+                         |from lineitem
+                         |where l_partkey in (1552, 674, 1062)
+                         |group by l_partkey
+                         |""".stripMargin) {
+      df =>
+        val op = collect(df.queryExecution.executedPlan) { case p: ProjectExecTransformer => p }
+        assert(op.size == 2)
+    }
+  }
 }
diff --git a/cpp/velox/operators/functions/RegistrationAllFunctions.cc b/cpp/velox/operators/functions/RegistrationAllFunctions.cc
index b827690d1cdf..ac34fa398aa2 100644
--- a/cpp/velox/operators/functions/RegistrationAllFunctions.cc
+++ b/cpp/velox/operators/functions/RegistrationAllFunctions.cc
@@ -72,6 +72,7 @@ void registerFunctionOverwrite() {
   velox::functions::registerBinaryIntegral<velox::functions::CheckedMinusFunction>({"check_subtract"});
   velox::functions::registerBinaryIntegral<velox::functions::CheckedMultiplyFunction>({"check_multiply"});
   velox::functions::registerBinaryIntegral<velox::functions::CheckedDivideFunction>({"check_divide"});
+  velox::functions::prestosql::registerArrayFunctions("presto_");
 }
 } // namespace
 
diff --git a/gluten-core/src/main/scala/org/apache/gluten/expression/ExpressionConverter.scala b/gluten-core/src/main/scala/org/apache/gluten/expression/ExpressionConverter.scala
index 464bbbfd002c..965ee0adede7 100644
--- a/gluten-core/src/main/scala/org/apache/gluten/expression/ExpressionConverter.scala
+++ b/gluten-core/src/main/scala/org/apache/gluten/expression/ExpressionConverter.scala
@@ -656,6 +656,25 @@ object ExpressionConverter extends SQLConfHelper with Logging {
           Seq(replaceWithExpressionTransformerInternal(c.child, attributeSeq, expressionsMap)),
           c
         )
+      case ArraySort(argument, function, _) if BackendsApiManager.getBackendName == "velox" =>
+        // scalastyle:off
+        // We use a special expressions mapping here to translate function name
+        // of LessThan/GreaterThan/EqualTo to lt/gt/eq, instead of lessthan/greaterthan/equalto.
+        // Refer to https://github.com/facebookincubator/velox/blob/main/velox/functions/prestosql/SimpleComparisonMatcher.cpp#L79
+        // scalastyle:on
+        val specialExpressionsMap = expressionsMap ++ Map(
+          (Sig[LessThan]("")).expClass -> "presto_lt",
+          (Sig[GreaterThan]("")).expClass -> "presto_gt",
+          (Sig[EqualTo]("")).expClass -> "presto_eq"
+        )
+        GenericExpressionTransformer(
+          substraitExprName,
+          Seq(
+            replaceWithExpressionTransformerInternal(argument, attributeSeq, expressionsMap),
+            replaceWithExpressionTransformerInternal(function, attributeSeq, specialExpressionsMap)
+          ),
+          expr
+        )
       case expr =>
         GenericExpressionTransformer(
           substraitExprName,
diff --git a/gluten-core/src/main/scala/org/apache/gluten/expression/ExpressionMappings.scala b/gluten-core/src/main/scala/org/apache/gluten/expression/ExpressionMappings.scala
index 230d91005e9c..48412f1e616c 100644
--- a/gluten-core/src/main/scala/org/apache/gluten/expression/ExpressionMappings.scala
+++ b/gluten-core/src/main/scala/org/apache/gluten/expression/ExpressionMappings.scala
@@ -231,6 +231,7 @@ object ExpressionMappings {
     Sig[ArrayMin](ARRAY_MIN),
     Sig[ArrayJoin](ARRAY_JOIN),
     Sig[SortArray](SORT_ARRAY),
+    Sig[ArraySort](ARRAY_SORT),
     Sig[ArraysOverlap](ARRAYS_OVERLAP),
     Sig[ArrayPosition](ARRAY_POSITION),
     Sig[ArrayDistinct](ARRAY_DISTINCT),
diff --git a/shims/common/src/main/scala/org/apache/gluten/expression/ExpressionNames.scala b/shims/common/src/main/scala/org/apache/gluten/expression/ExpressionNames.scala
index f817612a1e8d..88c4ff0e7407 100644
--- a/shims/common/src/main/scala/org/apache/gluten/expression/ExpressionNames.scala
+++ b/shims/common/src/main/scala/org/apache/gluten/expression/ExpressionNames.scala
@@ -248,6 +248,7 @@ object ExpressionNames {
   final val ARRAY_MIN = "array_min"
   final val ARRAY_JOIN = "array_join"
   final val SORT_ARRAY = "sort_array"
+  final val ARRAY_SORT = "presto_array_sort"
   final val ARRAYS_OVERLAP = "arrays_overlap"
   final val ARRAY_POSITION = "array_position"
   final val ARRAY_DISTINCT = "array_distinct"