diff --git a/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/VeloxBackend.scala b/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/VeloxBackend.scala
index 85ac4a2c5da2..5278277b63d2 100644
--- a/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/VeloxBackend.scala
+++ b/backends-velox/src/main/scala/io/glutenproject/backendsapi/velox/VeloxBackend.scala
@@ -66,6 +66,8 @@ object BackendSettings extends BackendSettingsApi {
   val GLUTEN_VELOX_UDF_LIB_PATHS = getBackendConfigPrefix() + ".udfLibraryPaths"
   val GLUTEN_VELOX_DRIVER_UDF_LIB_PATHS = getBackendConfigPrefix() + ".driver.udfLibraryPaths"
 
+  val MAXIMUM_BATCH_SIZE: Int = 32768
+
   override def supportFileFormatRead(
       format: ReadFileFormat,
       fields: Array[StructField],
@@ -379,6 +381,7 @@ object BackendSettings extends BackendSettingsApi {
   override def shuffleSupportedCodec(): Set[String] = SHUFFLE_SUPPORTED_CODEC
 
   override def resolveNativeConf(nativeConf: java.util.Map[String, String]): Unit = {
+    checkMaxBatchSize(nativeConf)
     UDFResolver.resolveUdfConf(nativeConf)
   }
 
@@ -407,4 +410,15 @@ object BackendSettings extends BackendSettingsApi {
       SparkShimLoader.getSparkShims.enableNativeWriteFilesByDefault()
     )
   }
+
+  private def checkMaxBatchSize(nativeConf: java.util.Map[String, String]): Unit = {
+    if (nativeConf.containsKey(GlutenConfig.GLUTEN_MAX_BATCH_SIZE_KEY)) {
+      val maxBatchSize = nativeConf.get(GlutenConfig.GLUTEN_MAX_BATCH_SIZE_KEY).toInt
+      if (maxBatchSize > MAXIMUM_BATCH_SIZE) {
+        throw new IllegalArgumentException(
+          s"The maximum value of ${GlutenConfig.GLUTEN_MAX_BATCH_SIZE_KEY}" +
+            s" is $MAXIMUM_BATCH_SIZE for Velox backend.")
+      }
+    }
+  }
 }
diff --git a/gluten-celeborn/clickhouse/src/main/scala/org/apache/spark/shuffle/CHCelebornHashBasedColumnarShuffleWriter.scala b/gluten-celeborn/clickhouse/src/main/scala/org/apache/spark/shuffle/CHCelebornHashBasedColumnarShuffleWriter.scala
index 795c50ce47df..46c77ab64361 100644
--- a/gluten-celeborn/clickhouse/src/main/scala/org/apache/spark/shuffle/CHCelebornHashBasedColumnarShuffleWriter.scala
+++ b/gluten-celeborn/clickhouse/src/main/scala/org/apache/spark/shuffle/CHCelebornHashBasedColumnarShuffleWriter.scala
@@ -56,6 +56,8 @@ class CHCelebornHashBasedColumnarShuffleWriter[K, V](
 
   private var splitResult: CHSplitResult = _
 
+  private val nativeBufferSize: Int = GlutenConfig.getConf.shuffleWriterBufferSize
+
   @throws[IOException]
   override def internalWrite(records: Iterator[Product2[K, V]]): Unit = {
     if (!records.hasNext) {
diff --git a/gluten-celeborn/common/src/main/scala/org/apache/spark/shuffle/CelebornHashBasedColumnarShuffleWriter.scala b/gluten-celeborn/common/src/main/scala/org/apache/spark/shuffle/CelebornHashBasedColumnarShuffleWriter.scala
index eb04cfc63fc4..620b637a4abc 100644
--- a/gluten-celeborn/common/src/main/scala/org/apache/spark/shuffle/CelebornHashBasedColumnarShuffleWriter.scala
+++ b/gluten-celeborn/common/src/main/scala/org/apache/spark/shuffle/CelebornHashBasedColumnarShuffleWriter.scala
@@ -64,8 +64,6 @@ abstract class CelebornHashBasedColumnarShuffleWriter[K, V](
 
   protected val blockManager: BlockManager = SparkEnv.get.blockManager
 
-  protected val nativeBufferSize: Int =
-    math.min(GlutenConfig.getConf.shuffleWriterBufferSize, GlutenConfig.getConf.maxBatchSize)
   protected val customizedCompressionCodec: String = GlutenShuffleUtils.getCompressionCodec(conf)
 
   protected val bufferCompressThreshold: Int =
diff --git a/gluten-celeborn/velox/src/main/scala/org/apache/spark/shuffle/VeloxCelebornHashBasedColumnarShuffleWriter.scala b/gluten-celeborn/velox/src/main/scala/org/apache/spark/shuffle/VeloxCelebornHashBasedColumnarShuffleWriter.scala
index c94b5e1b51c8..c007c49e1588 100644
--- a/gluten-celeborn/velox/src/main/scala/org/apache/spark/shuffle/VeloxCelebornHashBasedColumnarShuffleWriter.scala
+++ b/gluten-celeborn/velox/src/main/scala/org/apache/spark/shuffle/VeloxCelebornHashBasedColumnarShuffleWriter.scala
@@ -54,6 +54,19 @@ class VeloxCelebornHashBasedColumnarShuffleWriter[K, V](
 
   private var splitResult: SplitResult = _
 
+  private lazy val nativeBufferSize = {
+    val bufferSize = GlutenConfig.getConf.shuffleWriterBufferSize
+    val maxBatchSize = GlutenConfig.getConf.maxBatchSize
+    if (bufferSize > maxBatchSize) {
+      logInfo(
+        s"${GlutenConfig.SHUFFLE_WRITER_BUFFER_SIZE.key} ($bufferSize) exceeds max " +
+          s" batch size. Limited to ${GlutenConfig.COLUMNAR_MAX_BATCH_SIZE.key} ($maxBatchSize).")
+      maxBatchSize
+    } else {
+      bufferSize
+    }
+  }
+
   private def availableOffHeapPerTask(): Long = {
     val perTask =
       SparkMemoryUtil.getCurrentAvailableOffHeapMemory / SparkResourceUtil.getTaskSlots(conf)
diff --git a/gluten-data/src/main/scala/org/apache/spark/shuffle/ColumnarShuffleWriter.scala b/gluten-data/src/main/scala/org/apache/spark/shuffle/ColumnarShuffleWriter.scala
index b4e5fae3dc4d..8509a2f1af5e 100644
--- a/gluten-data/src/main/scala/org/apache/spark/shuffle/ColumnarShuffleWriter.scala
+++ b/gluten-data/src/main/scala/org/apache/spark/shuffle/ColumnarShuffleWriter.scala
@@ -61,8 +61,18 @@ class ColumnarShuffleWriter[K, V](
     .map(_.getAbsolutePath)
     .mkString(",")
 
-  private val nativeBufferSize =
-    math.min(GlutenConfig.getConf.shuffleWriterBufferSize, GlutenConfig.getConf.maxBatchSize)
+  private lazy val nativeBufferSize = {
+    val bufferSize = GlutenConfig.getConf.shuffleWriterBufferSize
+    val maxBatchSize = GlutenConfig.getConf.maxBatchSize
+    if (bufferSize > maxBatchSize) {
+      logInfo(
+        s"${GlutenConfig.SHUFFLE_WRITER_BUFFER_SIZE.key} ($bufferSize) exceeds max " +
+          s" batch size. Limited to ${GlutenConfig.COLUMNAR_MAX_BATCH_SIZE.key} ($maxBatchSize).")
+      maxBatchSize
+    } else {
+      bufferSize
+    }
+  }
 
   private val nativeMergeBufferSize = GlutenConfig.getConf.maxBatchSize
 
diff --git a/shims/common/src/main/scala/io/glutenproject/GlutenConfig.scala b/shims/common/src/main/scala/io/glutenproject/GlutenConfig.scala
index b74acaca34a7..eca815b2af58 100644
--- a/shims/common/src/main/scala/io/glutenproject/GlutenConfig.scala
+++ b/shims/common/src/main/scala/io/glutenproject/GlutenConfig.scala
@@ -932,9 +932,7 @@ object GlutenConfig {
     buildConf(GLUTEN_MAX_BATCH_SIZE_KEY)
       .internal()
       .intConf
-      .checkValue(
-        v => v > 0 && v <= 32768,
-        s"$GLUTEN_MAX_BATCH_SIZE_KEY must in the range of [0, 32768].")
+      .checkValue(_ > 0, s"$GLUTEN_MAX_BATCH_SIZE_KEY must be positive.")
       .createWithDefault(4096)
 
   // if not set, use COLUMNAR_MAX_BATCH_SIZE instead
@@ -942,9 +940,7 @@ object GlutenConfig {
     buildConf(GLUTEN_SHUFFLE_WRITER_BUFFER_SIZE)
       .internal()
       .intConf
-      .checkValue(
-        v => v > 0 && v <= 32768,
-        s"$GLUTEN_SHUFFLE_WRITER_BUFFER_SIZE must in the range of [0, 32768].")
+      .checkValue(_ > 0, s"$GLUTEN_SHUFFLE_WRITER_BUFFER_SIZE must be positive.")
       .createOptional
 
   val COLUMNAR_LIMIT_ENABLED =