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diff --git a/backends-velox/src/test/resources/parquet-for-read/test-file-with-no-column-indexes-1.parquet b/backends-velox/src/test/resources/parquet-for-read/test-file-with-no-column-indexes-1.parquet
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diff --git a/backends-velox/src/test/scala/org/apache/spark/sql/execution/VeloxParquetReadSuite.scala b/backends-velox/src/test/scala/org/apache/spark/sql/execution/VeloxParquetReadSuite.scala
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+++ b/backends-velox/src/test/scala/org/apache/spark/sql/execution/VeloxParquetReadSuite.scala
@@ -0,0 +1,46 @@
+/*
+ * 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 org.apache.spark.sql.execution
+
+import org.apache.gluten.execution.{BasicScanExecTransformer, VeloxWholeStageTransformerSuite}
+
+import java.io.File
+
+class VeloxParquetReadSuite extends VeloxWholeStageTransformerSuite {
+  override protected val resourcePath: String = "/parquet-for-read"
+  override protected val fileFormat: String = "parquet"
+
+  testWithSpecifiedSparkVersion("read example parquet files", Some("3.5"), Some("3.5")) {
+    withTable("test_table") {
+      val dir = new File(getClass.getResource(resourcePath).getFile)
+      val files = dir.listFiles
+      if (files != null) {
+        files.foreach {
+          file =>
+            // Exclude parquet files failed to read by velox for now
+            if (file.getName != "test-file-with-no-column-indexes-1.parquet") {
+              val df = spark.read.parquet(file.getAbsolutePath)
+              df.createOrReplaceTempView("test_table")
+              runQueryAndCompare("select * from test_table") {
+                checkGlutenOperatorMatch[BasicScanExecTransformer]
+              }
+            }
+        }
+      }
+    }
+  }
+}