diff --git a/common/src/main/scala/org/apache/comet/CometConf.scala b/common/src/main/scala/org/apache/comet/CometConf.scala
index 6833aefff..441e931d1 100644
--- a/common/src/main/scala/org/apache/comet/CometConf.scala
+++ b/common/src/main/scala/org/apache/comet/CometConf.scala
@@ -325,21 +325,20 @@ object CometConf extends ShimCometConf {
 
   val COMET_COLUMNAR_SHUFFLE_MEMORY_SIZE: OptionalConfigEntry[Long] =
     conf("spark.comet.columnar.shuffle.memorySize")
-      .doc(
-        "The optional maximum size of the memory used for Comet columnar shuffle, in MiB. " +
-          "Note that this config is only used when `spark.comet.exec.shuffle.mode` is " +
-          "`jvm`. Once allocated memory size reaches this config, the current batch will be " +
-          "flushed to disk immediately. If this is not configured, Comet will use " +
-          "`spark.comet.shuffle.memory.factor` * `spark.comet.memoryOverhead` as " +
-          "shuffle memory size. If final calculated value is larger than Comet memory " +
-          "overhead, Comet will use Comet memory overhead as shuffle memory size.")
+      .doc("The optional maximum size of the memory used for Comet columnar shuffle, in MiB. " +
+        "Note that this config is only used when `spark.comet.exec.shuffle.mode` is `jvm` " +
+        "or `auto`. Once allocated memory size reaches this config, the current batch will be " +
+        "flushed to disk immediately. If this is not configured, Comet will use " +
+        "`spark.comet.columnar.shuffle.memory.factor` * `spark.comet.memoryOverhead` as " +
+        "shuffle memory size. If final calculated value is larger than Comet memory " +
+        "overhead, Comet will use Comet memory overhead as shuffle memory size.")
       .bytesConf(ByteUnit.MiB)
       .createOptional
 
   val COMET_COLUMNAR_SHUFFLE_MEMORY_FACTOR: ConfigEntry[Double] =
     conf("spark.comet.columnar.shuffle.memory.factor")
       .doc(
-        "Fraction of Comet memory to be allocated per executor process for Comet shuffle. " +
+        "Fraction of Comet memory to be allocated per shuffle in the executor process. " +
           "Comet memory size is specified by `spark.comet.memoryOverhead` or " +
           "calculated by `spark.comet.memory.overhead.factor` * `spark.executor.memory`. " +
           "By default, this config is 1.0.")
diff --git a/spark/src/main/java/org/apache/spark/shuffle/comet/CometShuffleMemoryAllocator.java b/spark/src/main/java/org/apache/spark/shuffle/comet/CometShuffleMemoryAllocator.java
index 2837fa369..d8656dc3c 100644
--- a/spark/src/main/java/org/apache/spark/shuffle/comet/CometShuffleMemoryAllocator.java
+++ b/spark/src/main/java/org/apache/spark/shuffle/comet/CometShuffleMemoryAllocator.java
@@ -62,18 +62,8 @@ public final class CometShuffleMemoryAllocator extends MemoryConsumer {
   private static final int OFFSET_BITS = 51;
   private static final long MASK_LONG_LOWER_51_BITS = 0x7FFFFFFFFFFFFL;
 
-  private static CometShuffleMemoryAllocator INSTANCE;
-
-  public static synchronized CometShuffleMemoryAllocator getInstance(
+  public CometShuffleMemoryAllocator(
       SparkConf conf, TaskMemoryManager taskMemoryManager, long pageSize) {
-    if (INSTANCE == null) {
-      INSTANCE = new CometShuffleMemoryAllocator(conf, taskMemoryManager, pageSize);
-    }
-
-    return INSTANCE;
-  }
-
-  CometShuffleMemoryAllocator(SparkConf conf, TaskMemoryManager taskMemoryManager, long pageSize) {
     super(taskMemoryManager, pageSize, MemoryMode.OFF_HEAP);
     this.pageSize = pageSize;
     this.totalMemory =
diff --git a/spark/src/main/java/org/apache/spark/shuffle/sort/CometShuffleExternalSorter.java b/spark/src/main/java/org/apache/spark/shuffle/sort/CometShuffleExternalSorter.java
index ed3e2be66..b2a595b44 100644
--- a/spark/src/main/java/org/apache/spark/shuffle/sort/CometShuffleExternalSorter.java
+++ b/spark/src/main/java/org/apache/spark/shuffle/sort/CometShuffleExternalSorter.java
@@ -137,7 +137,7 @@ public CometShuffleExternalSorter(
       ShuffleWriteMetricsReporter writeMetrics,
       StructType schema) {
     this.allocator =
-        CometShuffleMemoryAllocator.getInstance(
+        new CometShuffleMemoryAllocator(
             conf,
             memoryManager,
             Math.min(PackedRecordPointer.MAXIMUM_PAGE_SIZE_BYTES, memoryManager.pageSizeBytes()));
diff --git a/spark/src/main/java/org/apache/spark/sql/comet/execution/shuffle/CometDiskBlockWriter.java b/spark/src/main/java/org/apache/spark/sql/comet/execution/shuffle/CometDiskBlockWriter.java
index f793874d7..d62284543 100644
--- a/spark/src/main/java/org/apache/spark/sql/comet/execution/shuffle/CometDiskBlockWriter.java
+++ b/spark/src/main/java/org/apache/spark/sql/comet/execution/shuffle/CometDiskBlockWriter.java
@@ -136,7 +136,7 @@ public final class CometDiskBlockWriter {
       int asyncThreadNum,
       ExecutorService threadPool) {
     this.allocator =
-        CometShuffleMemoryAllocator.getInstance(
+        new CometShuffleMemoryAllocator(
             conf,
             taskMemoryManager,
             Math.min(MAXIMUM_PAGE_SIZE_BYTES, taskMemoryManager.pageSizeBytes()));