diff --git a/hudi-aws/src/main/java/org/apache/hudi/aws/sync/AWSGlueCatalogSyncClient.java b/hudi-aws/src/main/java/org/apache/hudi/aws/sync/AWSGlueCatalogSyncClient.java
index d9c4ecd96af03..1922032354065 100644
--- a/hudi-aws/src/main/java/org/apache/hudi/aws/sync/AWSGlueCatalogSyncClient.java
+++ b/hudi-aws/src/main/java/org/apache/hudi/aws/sync/AWSGlueCatalogSyncClient.java
@@ -30,6 +30,8 @@
 import com.amazonaws.services.glue.model.AlreadyExistsException;
 import com.amazonaws.services.glue.model.BatchCreatePartitionRequest;
 import com.amazonaws.services.glue.model.BatchCreatePartitionResult;
+import com.amazonaws.services.glue.model.BatchDeletePartitionRequest;
+import com.amazonaws.services.glue.model.BatchDeletePartitionResult;
 import com.amazonaws.services.glue.model.BatchUpdatePartitionRequest;
 import com.amazonaws.services.glue.model.BatchUpdatePartitionRequestEntry;
 import com.amazonaws.services.glue.model.BatchUpdatePartitionResult;
@@ -45,6 +47,7 @@
 import com.amazonaws.services.glue.model.GetPartitionsResult;
 import com.amazonaws.services.glue.model.GetTableRequest;
 import com.amazonaws.services.glue.model.PartitionInput;
+import com.amazonaws.services.glue.model.PartitionValueList;
 import com.amazonaws.services.glue.model.SerDeInfo;
 import com.amazonaws.services.glue.model.StorageDescriptor;
 import com.amazonaws.services.glue.model.Table;
@@ -185,7 +188,35 @@ public void updatePartitionsToTable(String tableName, List<String> changedPartit
 
   @Override
   public void dropPartitions(String tableName, List<String> partitionsToDrop) {
-    throw new UnsupportedOperationException("Not support dropPartitionsToTable yet.");
+    if (CollectionUtils.isNullOrEmpty(partitionsToDrop)) {
+      LOG.info("No partitions to drop for " + tableName);
+      return;
+    }
+    LOG.info("Drop " + partitionsToDrop.size() + "partition(s) in table " + tableId(databaseName, tableName));
+    try {
+      for (List<String> batch : CollectionUtils.batches(partitionsToDrop, MAX_PARTITIONS_PER_REQUEST)) {
+
+        List<PartitionValueList> partitionValueLists = batch.stream().map(partition -> {
+          PartitionValueList partitionValueList = new PartitionValueList();
+          partitionValueList.setValues(partitionValueExtractor.extractPartitionValuesInPath(partition));
+          return partitionValueList;
+        }).collect(Collectors.toList());
+
+        BatchDeletePartitionRequest batchDeletePartitionRequest = new BatchDeletePartitionRequest()
+            .withDatabaseName(databaseName)
+            .withTableName(tableName)
+            .withPartitionsToDelete(partitionValueLists);
+
+        BatchDeletePartitionResult result = awsGlue.batchDeletePartition(batchDeletePartitionRequest);
+        if (CollectionUtils.nonEmpty(result.getErrors())) {
+          throw new HoodieGlueSyncException("Fail to drop partitions to " + tableId(databaseName, tableName)
+              + " with error(s): " + result.getErrors());
+        }
+        Thread.sleep(BATCH_REQUEST_SLEEP_MILLIS);
+      }
+    } catch (Exception e) {
+      throw new HoodieGlueSyncException("Fail to drop partitions to " + tableId(databaseName, tableName), e);
+    }
   }
 
   /**