diff --git a/gluten-data/src/main/scala/org/apache/spark/sql/execution/ColumnarBuildSideRelation.scala b/gluten-data/src/main/scala/org/apache/spark/sql/execution/ColumnarBuildSideRelation.scala
index 3c90ab5ea9531..024887e28d9e8 100644
--- a/gluten-data/src/main/scala/org/apache/spark/sql/execution/ColumnarBuildSideRelation.scala
+++ b/gluten-data/src/main/scala/org/apache/spark/sql/execution/ColumnarBuildSideRelation.scala
@@ -21,6 +21,7 @@ import io.glutenproject.exec.Runtimes
 import io.glutenproject.execution.BroadCastHashJoinContext
 import io.glutenproject.memory.arrowalloc.ArrowBufferAllocators
 import io.glutenproject.memory.nmm.NativeMemoryManagers
+import io.glutenproject.sql.shims._
 import io.glutenproject.utils.{ArrowAbiUtil, Iterators}
 import io.glutenproject.vectorized.{ColumnarBatchSerializerJniWrapper, NativeColumnarToRowJniWrapper}
 
@@ -48,7 +49,7 @@ case class ColumnarBuildSideRelation(
       val allocator = ArrowBufferAllocators.contextInstance()
       val cSchema = ArrowSchema.allocateNew(allocator)
       val arrowSchema = SparkArrowUtil.toArrowSchema(
-        StructType.fromAttributes(output),
+        SparkShimLoader.getSparkShims.structFromAttributes(output),
         SQLConf.get.sessionLocalTimeZone)
       ArrowAbiUtil.exportSchema(allocator, arrowSchema, cSchema)
       val handle = ColumnarBatchSerializerJniWrapper
@@ -102,7 +103,7 @@ case class ColumnarBuildSideRelation(
       val allocator = ArrowBufferAllocators.globalInstance()
       val cSchema = ArrowSchema.allocateNew(allocator)
       val arrowSchema = SparkArrowUtil.toArrowSchema(
-        StructType.fromAttributes(output),
+        SparkShimLoader.getSparkShims.structFromAttributes(output),
         SQLConf.get.sessionLocalTimeZone)
       ArrowAbiUtil.exportSchema(allocator, arrowSchema, cSchema)
       val handle = serializerJniWrapper
diff --git a/shims/common/src/main/scala/io/glutenproject/sql/shims/SparkShims.scala b/shims/common/src/main/scala/io/glutenproject/sql/shims/SparkShims.scala
index 73dcb2e6cb5ca..f0c4cb7cf059b 100644
--- a/shims/common/src/main/scala/io/glutenproject/sql/shims/SparkShims.scala
+++ b/shims/common/src/main/scala/io/glutenproject/sql/shims/SparkShims.scala
@@ -21,7 +21,7 @@ import io.glutenproject.expression.Sig
 import org.apache.spark.sql.SparkSession
 import org.apache.spark.sql.catalyst.InternalRow
 import org.apache.spark.sql.catalyst.catalog.BucketSpec
-import org.apache.spark.sql.catalyst.expressions.{Expression, PlanExpression}
+import org.apache.spark.sql.catalyst.expressions.{Attribute, Expression, PlanExpression}
 import org.apache.spark.sql.catalyst.plans.physical.Distribution
 import org.apache.spark.sql.connector.catalog.Table
 import org.apache.spark.sql.connector.expressions.Transform
@@ -50,6 +50,8 @@ trait SparkShims {
   // https://github.com/apache/spark/pull/32875
   def getDistribution(leftKeys: Seq[Expression], rightKeys: Seq[Expression]): Seq[Distribution]
 
+  def structFromAttributes(attrs: Seq[Attribute]): StructType
+
   def expressionMappings: Seq[Sig]
 
   def convertPartitionTransforms(partitions: Seq[Transform]): (Seq[String], Option[BucketSpec])
diff --git a/shims/spark32/src/main/scala/io/glutenproject/sql/shims/spark32/Spark32Shims.scala b/shims/spark32/src/main/scala/io/glutenproject/sql/shims/spark32/Spark32Shims.scala
index e77a0e6acb915..a22f5d1559ceb 100644
--- a/shims/spark32/src/main/scala/io/glutenproject/sql/shims/spark32/Spark32Shims.scala
+++ b/shims/spark32/src/main/scala/io/glutenproject/sql/shims/spark32/Spark32Shims.scala
@@ -22,7 +22,7 @@ import io.glutenproject.sql.shims.{ShimDescriptor, SparkShims}
 import org.apache.spark.sql.SparkSession
 import org.apache.spark.sql.catalyst.InternalRow
 import org.apache.spark.sql.catalyst.catalog.BucketSpec
-import org.apache.spark.sql.catalyst.expressions.Expression
+import org.apache.spark.sql.catalyst.expressions.{Attribute, Expression}
 import org.apache.spark.sql.catalyst.plans.physical.{Distribution, HashClusteredDistribution}
 import org.apache.spark.sql.connector.catalog.Table
 import org.apache.spark.sql.connector.expressions.Transform
@@ -45,6 +45,11 @@ class Spark32Shims extends SparkShims {
     HashClusteredDistribution(leftKeys) :: HashClusteredDistribution(rightKeys) :: Nil
   }
 
+  override def structFromAttributes(
+      attrs: Seq[Attribute]): StructType = {
+    StructType.fromAttributes(attrs)
+  }
+
   override def expressionMappings: Seq[Sig] = Seq(Sig[Empty2Null](ExpressionNames.EMPTY2NULL))
 
   override def convertPartitionTransforms(
diff --git a/shims/spark33/src/main/scala/io/glutenproject/sql/shims/spark33/Spark33Shims.scala b/shims/spark33/src/main/scala/io/glutenproject/sql/shims/spark33/Spark33Shims.scala
index 8b9ec5fd23cb7..d43634746f91d 100644
--- a/shims/spark33/src/main/scala/io/glutenproject/sql/shims/spark33/Spark33Shims.scala
+++ b/shims/spark33/src/main/scala/io/glutenproject/sql/shims/spark33/Spark33Shims.scala
@@ -49,6 +49,11 @@ class Spark33Shims extends SparkShims {
     ClusteredDistribution(leftKeys) :: ClusteredDistribution(rightKeys) :: Nil
   }
 
+  override def structFromAttributes(
+      attrs: Seq[Attribute]): StructType = {
+    StructType.fromAttributes(attrs)
+  }
+
   override def expressionMappings: Seq[Sig] = {
     val list = if (GlutenConfig.getConf.enableNativeBloomFilter) {
       Seq(
diff --git a/shims/spark34/src/main/scala/io/glutenproject/sql/shims/spark34/Spark34Shims.scala b/shims/spark34/src/main/scala/io/glutenproject/sql/shims/spark34/Spark34Shims.scala
index bccece645811b..cc0d7ef928d62 100644
--- a/shims/spark34/src/main/scala/io/glutenproject/sql/shims/spark34/Spark34Shims.scala
+++ b/shims/spark34/src/main/scala/io/glutenproject/sql/shims/spark34/Spark34Shims.scala
@@ -51,6 +51,11 @@ class Spark34Shims extends SparkShims {
     ClusteredDistribution(leftKeys) :: ClusteredDistribution(rightKeys) :: Nil
   }
 
+  override def structFromAttributes(
+      attrs: Seq[Attribute]): StructType = {
+    StructType.fromAttributes(attrs)
+  }
+
   override def expressionMappings: Seq[Sig] = {
     val list = if (GlutenConfig.getConf.enableNativeBloomFilter) {
       Seq(
diff --git a/shims/spark35/src/main/scala/io/glutenproject/sql/shims/spark35/Spark35Shims.scala b/shims/spark35/src/main/scala/io/glutenproject/sql/shims/spark35/Spark35Shims.scala
index 8b90a0faa9eff..ff643339d1374 100644
--- a/shims/spark35/src/main/scala/io/glutenproject/sql/shims/spark35/Spark35Shims.scala
+++ b/shims/spark35/src/main/scala/io/glutenproject/sql/shims/spark35/Spark35Shims.scala
@@ -28,6 +28,7 @@ import org.apache.spark.sql.catalyst.catalog.BucketSpec
 import org.apache.spark.sql.catalyst.expressions._
 import org.apache.spark.sql.catalyst.expressions.aggregate.BloomFilterAggregate
 import org.apache.spark.sql.catalyst.plans.physical.{ClusteredDistribution, Distribution}
+import org.apache.spark.sql.catalyst.types.DataTypeUtils
 import org.apache.spark.sql.connector.catalog.Table
 import org.apache.spark.sql.connector.expressions.Transform
 import org.apache.spark.sql.execution.{FileSourceScanLike, PartitionedFileUtil, SparkPlan}
@@ -50,6 +51,10 @@ class Spark35Shims extends SparkShims {
     ClusteredDistribution(leftKeys) :: ClusteredDistribution(rightKeys) :: Nil
   }
 
+  override def structFromAttributes(attrs: Seq[Attribute]): StructType = {
+    DataTypeUtils.fromAttributes(attrs)
+  }
+
   override def expressionMappings: Seq[Sig] = {
     val list = if (GlutenConfig.getConf.enableNativeBloomFilter) {
       Seq(