diff --git a/gluten-core/src/main/scala/io/glutenproject/execution/BaseDataSource.scala b/gluten-core/src/main/scala/io/glutenproject/execution/BaseDataSource.scala
index 10dc23dd0ff1..bd5f4e2940eb 100644
--- a/gluten-core/src/main/scala/io/glutenproject/execution/BaseDataSource.scala
+++ b/gluten-core/src/main/scala/io/glutenproject/execution/BaseDataSource.scala
@@ -16,12 +16,10 @@
  */
 package io.glutenproject.execution
 
-import io.glutenproject.substrait.SupportFormat
-
 import org.apache.spark.sql.connector.read.InputPartition
 import org.apache.spark.sql.types.StructType
 
-trait BaseDataSource extends SupportFormat {
+trait BaseDataSource {
 
   /** Returns the actual schema of this data source scan. */
   def getDataSchema: StructType
diff --git a/gluten-core/src/main/scala/io/glutenproject/execution/BasicScanExecTransformer.scala b/gluten-core/src/main/scala/io/glutenproject/execution/BasicScanExecTransformer.scala
index 7e2d23d09506..bd1ea255f82d 100644
--- a/gluten-core/src/main/scala/io/glutenproject/execution/BasicScanExecTransformer.scala
+++ b/gluten-core/src/main/scala/io/glutenproject/execution/BasicScanExecTransformer.scala
@@ -27,11 +27,11 @@ import io.glutenproject.substrait.rel.{ReadRelNode, RelBuilder, SplitInfo}
 import org.apache.spark.rdd.RDD
 import org.apache.spark.sql.catalyst.expressions.{And, Attribute, Expression}
 import org.apache.spark.sql.vectorized.ColumnarBatch
-
 import com.google.common.collect.Lists
-
 import scala.collection.JavaConverters._
 
+import io.glutenproject.substrait.rel.LocalFilesNode.ReadFileFormat
+
 trait BasicScanExecTransformer extends LeafTransformSupport with BaseDataSource {
 
   /** Returns the filters that can be pushed down to native file scan */
@@ -39,6 +39,9 @@ trait BasicScanExecTransformer extends LeafTransformSupport with BaseDataSource
 
   def outputAttributes(): Seq[Attribute]
 
+  /** This can be used to report FileFormat for a file based scan operator. */
+  val fileFormat: ReadFileFormat
+
   // TODO: Remove this expensive call when CH support scan custom partition location.
   def getInputFilePaths: Seq[String] = {
     // This is a heavy operation, and only the required backend executes the corresponding logic.
diff --git a/gluten-core/src/main/scala/io/glutenproject/substrait/SupportFormat.scala b/gluten-core/src/main/scala/io/glutenproject/substrait/SupportFormat.scala
deleted file mode 100644
index d0ea8648d494..000000000000
--- a/gluten-core/src/main/scala/io/glutenproject/substrait/SupportFormat.scala
+++ /dev/null
@@ -1,27 +0,0 @@
-/*
- * Licensed to the Apache Software Foundation (ASF) under one or more
- * contributor license agreements.  See the NOTICE file distributed with
- * this work for additional information regarding copyright ownership.
- * The ASF licenses this file to You under the Apache License, Version 2.0
- * (the "License"); you may not use this file except in compliance with
- * the License.  You may obtain a copy of the License at
- *
- *    http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-package io.glutenproject.substrait
-
-import io.glutenproject.substrait.rel.LocalFilesNode.ReadFileFormat
-
-/**
- * A mix-in interface for BasicScanExecTransformer. This can be used to report FileFormat for a file
- * based scan operator.
- */
-trait SupportFormat {
-  @transient val fileFormat: ReadFileFormat
-}