diff --git a/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxIteratorApi.scala b/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxIteratorApi.scala
index bf1ed0f87901..b6aa2ea4d580 100644
--- a/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxIteratorApi.scala
+++ b/backends-velox/src/main/scala/org/apache/gluten/backendsapi/velox/VeloxIteratorApi.scala
@@ -22,7 +22,7 @@ import org.apache.gluten.execution._
 import org.apache.gluten.metrics.IMetrics
 import org.apache.gluten.sql.shims.SparkShimLoader
 import org.apache.gluten.substrait.plan.PlanNode
-import org.apache.gluten.substrait.rel.{LocalFilesBuilder, RawSplitInfo, SplitInfo}
+import org.apache.gluten.substrait.rel.{LocalFilesBuilder, LocalFilesNode, RawSplitInfo, SplitInfo}
 import org.apache.gluten.substrait.rel.LocalFilesNode.ReadFileFormat
 import org.apache.gluten.utils._
 import org.apache.gluten.utils.iterator.Iterators
@@ -81,14 +81,14 @@ class VeloxIteratorApi extends IteratorApi with Logging {
         GlutenRawPartition(
           index,
           planByteArray,
-          splitInfos.map(_.asInstanceOf[RawSplitInfo])
+          splitInfos
         )
     }
   }
 
-  private def toSplitInfoByteArray(splitInfos: Seq[RawSplitInfo]): Array[Array[Byte]] = {
+  private def toSplitInfoByteArray(splitInfos: Seq[SplitInfo]): Array[Array[Byte]] = {
     splitInfos.map {
-      splitInfo =>
+      case rawSplitInfo: RawSplitInfo =>
         val (
           paths,
           starts,
@@ -98,12 +98,12 @@ class VeloxIteratorApi extends IteratorApi with Logging {
           partitionColumns,
           metadataColumns) =
           constructSplitInfo(
-            splitInfo.getPartitionSchema,
-            splitInfo.getFilePartition.files,
-            splitInfo.getMetadataColumn.asScala)
+            rawSplitInfo.getPartitionSchema,
+            rawSplitInfo.getFilePartition.files,
+            rawSplitInfo.getMetadataColumn.asScala)
         LocalFilesBuilder
           .makeLocalFiles(
-            splitInfo.getFilePartition.index,
+            rawSplitInfo.getFilePartition.index,
             paths,
             starts,
             lengths,
@@ -111,12 +111,13 @@ class VeloxIteratorApi extends IteratorApi with Logging {
             modificationTimes,
             partitionColumns,
             metadataColumns,
-            splitInfo.getFileFormat,
+            rawSplitInfo.getFileFormat,
             new JArrayList[String](),
-            splitInfo.getProperties
+            rawSplitInfo.getProperties
           )
           .toProtobuf
           .toByteArray
+      case localFilesNode: LocalFilesNode => localFilesNode.toProtobuf.toByteArray
     }.toArray
   }
 
diff --git a/gluten-core/src/main/scala/org/apache/gluten/execution/GlutenWholeStageColumnarRDD.scala b/gluten-core/src/main/scala/org/apache/gluten/execution/GlutenWholeStageColumnarRDD.scala
index f675f6360a55..e401a83d5085 100644
--- a/gluten-core/src/main/scala/org/apache/gluten/execution/GlutenWholeStageColumnarRDD.scala
+++ b/gluten-core/src/main/scala/org/apache/gluten/execution/GlutenWholeStageColumnarRDD.scala
@@ -19,7 +19,7 @@ package org.apache.gluten.execution
 import org.apache.gluten.GlutenConfig
 import org.apache.gluten.backendsapi.BackendsApiManager
 import org.apache.gluten.metrics.{GlutenTimeMetric, IMetrics}
-import org.apache.gluten.substrait.rel.RawSplitInfo
+import org.apache.gluten.substrait.rel.SplitInfo
 
 import org.apache.spark.{Partition, SparkContext, SparkException, TaskContext}
 import org.apache.spark.rdd.RDD
@@ -49,7 +49,7 @@ case class GlutenPartition(
 case class GlutenRawPartition(
     index: Int,
     plan: Array[Byte],
-    splitInfos: Seq[RawSplitInfo],
+    splitInfos: Seq[SplitInfo],
     files: Array[String] =
       Array.empty[String] // touched files, for implementing UDF input_file_names
 ) extends BaseGlutenPartition {