diff --git a/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxColumnarCacheSuite.scala b/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxColumnarCacheSuite.scala
index e9151ad84ab6..8c7be883bbbc 100644
--- a/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxColumnarCacheSuite.scala
+++ b/backends-velox/src/test/scala/org/apache/gluten/execution/VeloxColumnarCacheSuite.scala
@@ -24,8 +24,11 @@ import org.apache.spark.sql.Row
 import org.apache.spark.sql.execution.{ColumnarToRowExec, SparkPlan}
 import org.apache.spark.sql.execution.adaptive.AdaptiveSparkPlanHelper
 import org.apache.spark.sql.execution.columnar.InMemoryTableScanExec
+import org.apache.spark.sql.types.{LongType, Metadata, MetadataBuilder, StructType}
 import org.apache.spark.storage.StorageLevel
 
+import scala.collection.JavaConverters._
+
 class VeloxColumnarCacheSuite extends VeloxWholeStageTransformerSuite with AdaptiveSparkPlanHelper {
   override protected val resourcePath: String = "/tpch-data-parquet"
   override protected val fileFormat: String = "parquet"
@@ -55,7 +58,7 @@ class VeloxColumnarCacheSuite extends VeloxWholeStageTransformerSuite with Adapt
     )
   }
 
-  test("input columnar batch") {
+  test("Input columnar batch") {
     TPCHTables.map(_.name).foreach {
       table =>
         runQueryAndCompare(s"SELECT * FROM $table", cache = true) {
@@ -64,7 +67,7 @@ class VeloxColumnarCacheSuite extends VeloxWholeStageTransformerSuite with Adapt
     }
   }
 
-  test("input columnar batch and column pruning") {
+  test("Input columnar batch and column pruning") {
     val expected = sql("SELECT l_partkey FROM lineitem").collect()
     val cached = sql("SELECT * FROM lineitem").cache()
     try {
@@ -85,7 +88,7 @@ class VeloxColumnarCacheSuite extends VeloxWholeStageTransformerSuite with Adapt
     }
   }
 
-  test("input vanilla Spark columnar batch") {
+  test("Input vanilla Spark columnar batch") {
     withSQLConf(GlutenConfig.COLUMNAR_FILESCAN_ENABLED.key -> "false") {
       val df = spark.table("lineitem")
       val expected = df.collect()
@@ -98,6 +101,40 @@ class VeloxColumnarCacheSuite extends VeloxWholeStageTransformerSuite with Adapt
     }
   }
 
+  // TODO: Fix this case. See https://github.com/apache/incubator-gluten/issues/8497.
+  testWithSpecifiedSparkVersion("Input fallen back vanilla Spark columnar scan", Some("3.3")) {
+    def withId(id: Int): Metadata =
+      new MetadataBuilder().putLong("parquet.field.id", id).build()
+
+    withTempDir {
+      dir =>
+        val readSchema =
+          new StructType()
+            .add("l_orderkey_read", LongType, true, withId(1))
+        val writeSchema =
+          new StructType()
+            .add("l_orderkey_write", LongType, true, withId(1))
+        withSQLConf("spark.sql.parquet.fieldId.read.enabled" -> "true") {
+          // Write a table with metadata information that Gluten Velox backend doesn't support,
+          // to emulate the scenario that a Spark columnar scan is not offload-able so fallen back,
+          // then user tries to cache it.
+          spark
+            .createDataFrame(
+              spark.sql("select l_orderkey from lineitem").collect().toList.asJava,
+              writeSchema)
+            .write
+            .mode("overwrite")
+            .parquet(dir.getCanonicalPath)
+          val df = spark.read.schema(readSchema).parquet(dir.getCanonicalPath)
+          df.cache()
+          // FIXME: The following call will throw since ColumnarCachedBatchSerializer will be
+          //  confused by the input vanilla Parquet scan when its #convertColumnarBatchToCachedBatch
+          //  method is called.
+          assertThrows[Exception](df.collect())
+        }
+    }
+  }
+
   test("CachedColumnarBatch serialize and deserialize") {
     val df = spark.table("lineitem")
     val expected = df.collect()
diff --git a/gluten-core/src/main/scala/org/apache/gluten/extension/columnar/transition/TransitionGraph.scala b/gluten-core/src/main/scala/org/apache/gluten/extension/columnar/transition/TransitionGraph.scala
index 2733ed9f4ff6..ef08a34d5615 100644
--- a/gluten-core/src/main/scala/org/apache/gluten/extension/columnar/transition/TransitionGraph.scala
+++ b/gluten-core/src/main/scala/org/apache/gluten/extension/columnar/transition/TransitionGraph.scala
@@ -77,6 +77,7 @@ object TransitionGraph {
     }
   }
 
+  // TODO: Consolidate transition graph's cost model with RAS cost model.
   private object TransitionCostModel extends FloydWarshallGraph.CostModel[Transition] {
     override def zero(): TransitionCost = TransitionCost(0, Nil)
     override def costOf(transition: Transition): TransitionCost = {