diff --git a/hudi-common/src/main/java/org/apache/hudi/metadata/HoodieMetadataPayload.java b/hudi-common/src/main/java/org/apache/hudi/metadata/HoodieMetadataPayload.java
index 5c9bc862f9253..336d8ad47b067 100644
--- a/hudi-common/src/main/java/org/apache/hudi/metadata/HoodieMetadataPayload.java
+++ b/hudi-common/src/main/java/org/apache/hudi/metadata/HoodieMetadataPayload.java
@@ -233,8 +233,11 @@ public HoodieMetadataPayload(Option<GenericRecord> recordOpt) {
           columnStatMetadata = HoodieMetadataColumnStats.newBuilder(METADATA_COLUMN_STATS_BUILDER_STUB.get())
               .setFileName((String) columnStatsRecord.get(COLUMN_STATS_FIELD_FILE_NAME))
               .setColumnName((String) columnStatsRecord.get(COLUMN_STATS_FIELD_COLUMN_NAME))
-              .setMinValue(columnStatsRecord.get(COLUMN_STATS_FIELD_MIN_VALUE))
-              .setMaxValue(columnStatsRecord.get(COLUMN_STATS_FIELD_MAX_VALUE))
+              // AVRO-2377 1.9.2 Modified the type of org.apache.avro.Schema#FIELD_RESERVED to Collections.unmodifiableSet.
+              // This causes Kryo to fail when deserializing a GenericRecord, See HUDI-5484.
+              // We should avoid using GenericRecord and convert GenericRecord into a serializable type.
+              .setMinValue(wrapStatisticValue(unwrapStatisticValueWrapper(columnStatsRecord.get(COLUMN_STATS_FIELD_MIN_VALUE))))
+              .setMaxValue(wrapStatisticValue(unwrapStatisticValueWrapper(columnStatsRecord.get(COLUMN_STATS_FIELD_MAX_VALUE))))
               .setValueCount((Long) columnStatsRecord.get(COLUMN_STATS_FIELD_VALUE_COUNT))
               .setNullCount((Long) columnStatsRecord.get(COLUMN_STATS_FIELD_NULL_COUNT))
               .setTotalSize((Long) columnStatsRecord.get(COLUMN_STATS_FIELD_TOTAL_SIZE))
diff --git a/hudi-spark-datasource/hudi-spark/src/test/java/org/apache/hudi/TestDataSourceUtils.java b/hudi-spark-datasource/hudi-spark/src/test/java/org/apache/hudi/TestDataSourceUtils.java
index 26786e08bbc6c..d5a99dfc1446a 100644
--- a/hudi-spark-datasource/hudi-spark/src/test/java/org/apache/hudi/TestDataSourceUtils.java
+++ b/hudi-spark-datasource/hudi-spark/src/test/java/org/apache/hudi/TestDataSourceUtils.java
@@ -22,15 +22,18 @@
 import org.apache.hudi.client.SparkRDDWriteClient;
 import org.apache.hudi.common.config.HoodieStorageConfig;
 import org.apache.hudi.common.config.TypedProperties;
+import org.apache.hudi.common.model.HoodieColumnRangeMetadata;
 import org.apache.hudi.common.model.HoodieRecord;
 import org.apache.hudi.common.model.HoodieRecordPayload;
 import org.apache.hudi.common.model.WriteOperationType;
 import org.apache.hudi.common.util.Option;
+import org.apache.hudi.common.util.SerializationUtils;
 import org.apache.hudi.common.util.collection.ImmutablePair;
 import org.apache.hudi.config.HoodieClusteringConfig;
 import org.apache.hudi.config.HoodieWriteConfig;
 import org.apache.hudi.exception.HoodieException;
 import org.apache.hudi.execution.bulkinsert.RDDCustomColumnsSortPartitioner;
+import org.apache.hudi.metadata.HoodieMetadataPayload;
 import org.apache.hudi.table.BulkInsertPartitioner;
 
 import org.apache.avro.Conversions;
@@ -39,6 +42,7 @@
 import org.apache.avro.generic.GenericData;
 import org.apache.avro.generic.GenericFixed;
 import org.apache.avro.generic.GenericRecord;
+import org.apache.avro.generic.IndexedRecord;
 import org.apache.spark.api.java.JavaRDD;
 import org.apache.spark.sql.Dataset;
 import org.apache.spark.sql.Row;
@@ -59,6 +63,7 @@
 import org.mockito.Mock;
 import org.mockito.junit.jupiter.MockitoExtension;
 
+import java.io.IOException;
 import java.math.BigDecimal;
 import java.time.LocalDate;
 import java.util.ArrayList;
@@ -323,4 +328,28 @@ private static Stream<Arguments> testAutoModifyParquetWriteLegacyFormatParameter
         {false, true, true},  {false, false, false}
     }).map(Arguments::of);
   }
+
+  @Test
+  public void testSerHoodieMetadataPayload() throws IOException {
+    String partitionPath = "2022/10/01";
+    String fileName = "file.parquet";
+    String targetColName = "c1";
+
+    HoodieColumnRangeMetadata<Comparable> columnStatsRecord =
+        HoodieColumnRangeMetadata.<Comparable>create(fileName, targetColName, 0, 500, 0, 100, 12345, 12345);
+
+    HoodieRecord<HoodieMetadataPayload> hoodieMetadataPayload =
+        HoodieMetadataPayload.createColumnStatsRecords(partitionPath, Collections.singletonList(columnStatsRecord), false)
+            .findFirst().get();
+
+    IndexedRecord record = hoodieMetadataPayload.getData().getInsertValue(null).get();
+    byte[] recordToBytes = HoodieAvroUtils.indexedRecordToBytes(record);
+    GenericRecord genericRecord = HoodieAvroUtils.bytesToAvro(recordToBytes, record.getSchema());
+
+    HoodieMetadataPayload genericRecordHoodieMetadataPayload = new HoodieMetadataPayload(Option.of(genericRecord));
+    byte[] bytes = SerializationUtils.serialize(genericRecordHoodieMetadataPayload);
+    HoodieMetadataPayload deserGenericRecordHoodieMetadataPayload = SerializationUtils.deserialize(bytes);
+
+    assertEquals(genericRecordHoodieMetadataPayload, deserGenericRecordHoodieMetadataPayload);
+  }
 }