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 e4efa22055fc..b0692816af8c 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
@@ -27,7 +27,7 @@ import org.apache.gluten.substrait.rel.LocalFilesNode.ReadFileFormat
 import org.apache.gluten.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, EulerNumber, Expression, Lag, Lead, Literal, MakeYMInterval, NamedExpression, NthValue, NTile, PercentRank, Pi, Rand, RangeFrame, Rank, RowNumber, SortOrder, SparkPartitionID, SpecialFrameBoundary, SpecifiedWindowFrame, Uuid}
+import org.apache.spark.sql.catalyst.expressions.{Alias, CumeDist, DenseRank, Descending, EulerNumber, Expression, Lag, Lead, Literal, MakeYMInterval, NamedExpression, NthValue, NTile, PercentRank, Pi, Rand, RangeFrame, Rank, RowNumber, SortOrder, SparkPartitionID, SparkVersion, SpecialFrameBoundary, SpecifiedWindowFrame, Uuid}
 import org.apache.spark.sql.catalyst.expressions.aggregate.{AggregateExpression, ApproximatePercentile, Count, Sum}
 import org.apache.spark.sql.catalyst.plans.{JoinType, LeftOuter, RightOuter}
 import org.apache.spark.sql.catalyst.util.CharVarcharUtils
@@ -430,7 +430,8 @@ object VeloxBackendSettings extends BackendSettingsApi {
       expr match {
         // Block directly falling back the below functions by FallbackEmptySchemaRelation.
         case alias: Alias => checkExpr(alias.child)
-        case _: Rand | _: Uuid | _: MakeYMInterval | _: SparkPartitionID | _: EulerNumber | _: Pi =>
+        case _: Rand | _: Uuid | _: MakeYMInterval | _: SparkPartitionID | _: EulerNumber | _: Pi |
+            _: SparkVersion =>
           true
         case _ => false
       }
diff --git a/backends-velox/src/test/scala/org/apache/gluten/execution/ScalarFunctionsValidateSuite.scala b/backends-velox/src/test/scala/org/apache/gluten/execution/ScalarFunctionsValidateSuite.scala
index 0979df72b33b..12fa3b46d72a 100644
--- a/backends-velox/src/test/scala/org/apache/gluten/execution/ScalarFunctionsValidateSuite.scala
+++ b/backends-velox/src/test/scala/org/apache/gluten/execution/ScalarFunctionsValidateSuite.scala
@@ -716,6 +716,16 @@ class ScalarFunctionsValidateSuite extends FunctionsValidateTest {
     }
   }
 
+  test("Test version function") {
+    runQueryAndCompare("""SELECT version() from lineitem limit 100""".stripMargin) {
+      checkGlutenOperatorMatch[ProjectExecTransformer]
+    }
+    runQueryAndCompare("""SELECT version(), l_orderkey
+                         | from lineitem limit 100""".stripMargin) {
+      checkGlutenOperatorMatch[ProjectExecTransformer]
+    }
+  }
+
   test("Test spark_partition_id function") {
     runQueryAndCompare("""SELECT spark_partition_id(), l_orderkey
                          | from lineitem limit 100""".stripMargin) {
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 de007167f87f..3ca66b51897b 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
@@ -22,6 +22,7 @@ import org.apache.gluten.sql.shims.SparkShimLoader
 import org.apache.gluten.test.TestStats
 import org.apache.gluten.utils.DecimalArithmeticUtil
 
+import org.apache.spark.{SPARK_REVISION, SPARK_VERSION_SHORT}
 import org.apache.spark.internal.Logging
 import org.apache.spark.sql.catalyst.SQLConfHelper
 import org.apache.spark.sql.catalyst.expressions._
@@ -686,6 +687,8 @@ object ExpressionConverter extends SQLConfHelper with Logging {
         LiteralTransformer(Literal(Math.E))
       case p: Pi =>
         LiteralTransformer(Literal(Math.PI))
+      case v: SparkVersion =>
+        LiteralTransformer(SPARK_VERSION_SHORT + " " + SPARK_REVISION)
       case dateAdd: DateAdd =>
         BackendsApiManager.getSparkPlanExecApiInstance.genDateAddTransformer(
           attributeSeq,
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 9012ca8048d6..ebf0c5139245 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
@@ -288,6 +288,7 @@ object ExpressionMappings {
     Sig[WidthBucket](WIDTH_BUCKET),
     Sig[ReplicateRows](REPLICATE_ROWS),
     Sig[RaiseError](RAISE_ERROR),
+    Sig[SparkVersion](VERSION),
     // Decimal
     Sig[UnscaledValue](UNSCALED_VALUE),
     // Generator function
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 41bc86749a8d..7cc75405bad6 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
@@ -317,6 +317,7 @@ object ExpressionNames {
   final val WIDTH_BUCKET = "width_bucket"
   final val REPLICATE_ROWS = "replicaterows"
   final val RAISE_ERROR = "raise_error"
+  final val VERSION = "version"
 
   // Directly use child expression transformer
   final val KNOWN_NULLABLE = "known_nullable"