diff --git a/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/SparkPlanExecApiImpl.scala b/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/SparkPlanExecApiImpl.scala
index 64980209c59e..e7d2b22255f7 100644
--- a/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/SparkPlanExecApiImpl.scala
+++ b/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/SparkPlanExecApiImpl.scala
@@ -37,7 +37,7 @@ import org.apache.spark.sql.catalyst.{AggregateFunctionRewriteRule, FlushableHas
 import org.apache.spark.sql.catalyst.analysis.FunctionRegistry.FunctionBuilder
 import org.apache.spark.sql.catalyst.catalog.BucketSpec
 import org.apache.spark.sql.catalyst.catalog.CatalogTypes.TablePartitionSpec
-import org.apache.spark.sql.catalyst.expressions.{Alias, Ascending, Attribute, Cast, CreateNamedStruct, ElementAt, Expression, ExpressionInfo, Generator, GetArrayItem, GetMapValue, GetStructField, If, IsNaN, Literal, Murmur3Hash, NamedExpression, NaNvl, PosExplode, Round, SortOrder, StringSplit, StringTrim}
+import org.apache.spark.sql.catalyst.expressions.{Alias, Ascending, Attribute, Cast, CreateNamedStruct, ElementAt, Expression, ExpressionInfo, Generator, GetArrayItem, GetMapValue, GetStructField, If, IsNaN, Literal, Murmur3Hash, NamedExpression, NaNvl, PosExplode, Round, SortOrder, StringSplit, StringTrim, Uuid}
 import org.apache.spark.sql.catalyst.expressions.aggregate.{AggregateExpression, HLLAdapter}
 import org.apache.spark.sql.catalyst.optimizer.BuildSide
 import org.apache.spark.sql.catalyst.plans.JoinType
@@ -129,6 +129,16 @@ class SparkPlanExecApiImpl extends SparkPlanExecApi {
     )
   }
 
+  /** Transform Uuid to Substrait. */
+  override def genUuidTransformer(
+      substraitExprName: String,
+      original: Uuid): ExpressionTransformer = {
+    GenericExpressionTransformer(
+      substraitExprName,
+      Seq(LiteralTransformer(Literal(original.randomSeed.get))),
+      original)
+  }
+
   /** Transform map_entries to Substrait. */
   override def genMapEntriesTransformer(
       substraitExprName: String,
diff --git a/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/VeloxBackend.scala b/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/VeloxBackend.scala
index 6201a372df64..0ff2bd0d705d 100644
--- a/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/VeloxBackend.scala
+++ b/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/VeloxBackend.scala
@@ -27,7 +27,7 @@ import io.glutenproject.substrait.rel.LocalFilesNode.ReadFileFormat
 import io.glutenproject.substrait.rel.LocalFilesNode.ReadFileFormat.{DwrfReadFormat, OrcReadFormat, ParquetReadFormat}
 
 import org.apache.spark.sql.catalyst.catalog.BucketSpec
-import org.apache.spark.sql.catalyst.expressions.{Alias, CumeDist, DenseRank, Descending, Expression, Lag, Lead, Literal, NamedExpression, NthValue, NTile, PercentRank, Rand, RangeFrame, Rank, RowNumber, SortOrder, SpecialFrameBoundary, SpecifiedWindowFrame}
+import org.apache.spark.sql.catalyst.expressions.{Alias, CumeDist, DenseRank, Descending, Expression, Lag, Lead, Literal, NamedExpression, NthValue, NTile, PercentRank, Rand, RangeFrame, Rank, RowNumber, SortOrder, SpecialFrameBoundary, SpecifiedWindowFrame, Uuid}
 import org.apache.spark.sql.catalyst.expressions.aggregate.{AggregateExpression, Count, Sum}
 import org.apache.spark.sql.catalyst.plans.JoinType
 import org.apache.spark.sql.catalyst.util.CharVarcharUtils
@@ -388,6 +388,7 @@ object BackendSettings extends BackendSettingsApi {
         // Block directly falling back the below functions by FallbackEmptySchemaRelation.
         case alias: Alias => checkExpr(alias.child)
         case _: Rand => true
+        case _: Uuid => true
         case _ => false
       }
     }
diff --git a/backends-velox/src/test/scala/io/glutenproject/execution/VeloxFunctionsValidateSuite.scala b/backends-velox/src/test/scala/io/glutenproject/execution/VeloxFunctionsValidateSuite.scala
index e5bee97611a2..f7f1dc90e885 100644
--- a/backends-velox/src/test/scala/io/glutenproject/execution/VeloxFunctionsValidateSuite.scala
+++ b/backends-velox/src/test/scala/io/glutenproject/execution/VeloxFunctionsValidateSuite.scala
@@ -513,6 +513,12 @@ class VeloxFunctionsValidateSuite extends VeloxWholeStageTransformerSuite {
     }
   }
 
+  test("Test uuid function") {
+    runQueryAndCompare("""SELECT uuid() from lineitem limit 100""".stripMargin, false) {
+      checkOperatorMatch[ProjectExecTransformer]
+    }
+  }
+
   test("regexp_replace") {
     runQueryAndCompare(
       "SELECT regexp_replace(l_partkey, '\\w', 'something') FROM lineitem limit 100") {
diff --git a/docs/velox-backend-support-progress.md b/docs/velox-backend-support-progress.md
index e9ba9d1f2b93..56cb95c1bb11 100644
--- a/docs/velox-backend-support-progress.md
+++ b/docs/velox-backend-support-progress.md
@@ -428,3 +428,4 @@ Gluten supports 199 functions. (Draw to right to see all data types)
 | spark_partition_id            |                        |                       | S      |                        |         |      |       |     |      |       |        |      |           |        |         |      |        |          |       |      |        |      |
 | stack                         |                        |                       |        |                        |         |      |       |     |      |       |        |      |           |        |         |      |        |          |       |      |        |      |
 | xxhash64                      | xxhash64               | xxhash64              |        |                        |         |      |       |     |      |       |        |      |           |        |         |      |        |          |       |      |        |      |
+| uuid                      | uuid               | uuid              | S       |                        |         |      |       |     |      |       |        |      |           |        |         |      |        |          |       |      |        |      |
diff --git a/gluten-core/src/main/scala/io/glutenproject/backendsapi/SparkPlanExecApi.scala b/gluten-core/src/main/scala/io/glutenproject/backendsapi/SparkPlanExecApi.scala
index 4f40a8a238b4..4166c4a68863 100644
--- a/gluten-core/src/main/scala/io/glutenproject/backendsapi/SparkPlanExecApi.scala
+++ b/gluten-core/src/main/scala/io/glutenproject/backendsapi/SparkPlanExecApi.scala
@@ -192,6 +192,10 @@ trait SparkPlanExecApi {
     throw new GlutenNotSupportException("NaNvl is not supported")
   }
 
+  def genUuidTransformer(substraitExprName: String, original: Uuid): ExpressionTransformer = {
+    GenericExpressionTransformer(substraitExprName, Seq(), original)
+  }
+
   /** Transform map_entries to Substrait. */
   def genMapEntriesTransformer(
       substraitExprName: String,
diff --git a/gluten-core/src/main/scala/io/glutenproject/expression/ExpressionConverter.scala b/gluten-core/src/main/scala/io/glutenproject/expression/ExpressionConverter.scala
index ccd31714703a..aad06bfb211a 100644
--- a/gluten-core/src/main/scala/io/glutenproject/expression/ExpressionConverter.scala
+++ b/gluten-core/src/main/scala/io/glutenproject/expression/ExpressionConverter.scala
@@ -537,6 +537,8 @@ object ExpressionConverter extends SQLConfHelper with Logging {
         val childrenTransformers =
           e.children.map(replaceWithExpressionTransformerInternal(_, attributeSeq, expressionsMap))
         e.getTransformer(childrenTransformers)
+      case u: Uuid =>
+        BackendsApiManager.getSparkPlanExecApiInstance.genUuidTransformer(substraitExprName, u)
       case expr =>
         GenericExpressionTransformer(
           substraitExprName,