diff --git a/hadoop-ozone/integration-test/src/test/java/org/apache/hadoop/ozone/client/rpc/TestOzoneClientMultipartUploadWithFSO.java b/hadoop-ozone/integration-test/src/test/java/org/apache/hadoop/ozone/client/rpc/TestOzoneClientMultipartUploadWithFSO.java
index 58183e87705..de17e773c65 100644
--- a/hadoop-ozone/integration-test/src/test/java/org/apache/hadoop/ozone/client/rpc/TestOzoneClientMultipartUploadWithFSO.java
+++ b/hadoop-ozone/integration-test/src/test/java/org/apache/hadoop/ozone/client/rpc/TestOzoneClientMultipartUploadWithFSO.java
@@ -631,6 +631,42 @@ public void testListMultipartUploadParts() throws Exception {
     assertFalse(ozoneMultipartUploadPartListParts.isTruncated());
   }
 
+  @Test
+  public void testAbortMultipartUploadSuccessWithMissingParentDirectories() throws Exception {
+    String parentDir = "parentDirToDelete/";
+    keyName = parentDir + UUID.randomUUID();
+
+    OzoneManager ozoneManager = cluster.getOzoneManager();
+    String buckKey = ozoneManager.getMetadataManager()
+        .getBucketKey(volume.getName(), bucket.getName());
+    OmBucketInfo buckInfo =
+        ozoneManager.getMetadataManager().getBucketTable().get(buckKey);
+    BucketLayout bucketLayout = buckInfo.getBucketLayout();
+
+    String uploadID = initiateMultipartUpload(bucket, keyName, RATIS,
+        ONE);
+
+    OMMetadataManager metadataMgr =
+        cluster.getOzoneManager().getMetadataManager();
+    String multipartOpenKey =
+        metadataMgr.getMultipartKeyFSO(volumeName, bucketName, keyName, uploadID);
+    String multipartKey = metadataMgr.getMultipartKey(volumeName, bucketName,
+        keyName, uploadID);
+
+    // Delete parent directory
+    ozClient.getProxy().deleteKey(volumeName, bucketName, parentDir, false);
+
+    // Abort multipart upload with missing parent directory
+    bucket.abortMultipartUpload(keyName, uploadID);
+
+    OmKeyInfo omKeyInfo =
+        metadataMgr.getOpenKeyTable(bucketLayout).get(multipartOpenKey);
+    OmMultipartKeyInfo omMultipartKeyInfo =
+        metadataMgr.getMultipartInfoTable().get(multipartKey);
+    assertNull(omKeyInfo);
+    assertNull(omMultipartKeyInfo);
+  }
+
   private void verifyPartNamesInDB(Map<Integer, String> partsMap,
                                    OzoneMultipartUploadPartListParts ozoneMultipartUploadPartListParts,
                                    String uploadID) throws IOException {
diff --git a/hadoop-ozone/ozone-manager/src/main/java/org/apache/hadoop/ozone/om/OmMetadataManagerImpl.java b/hadoop-ozone/ozone-manager/src/main/java/org/apache/hadoop/ozone/om/OmMetadataManagerImpl.java
index 8f4c070b76c..06bcb105842 100644
--- a/hadoop-ozone/ozone-manager/src/main/java/org/apache/hadoop/ozone/om/OmMetadataManagerImpl.java
+++ b/hadoop-ozone/ozone-manager/src/main/java/org/apache/hadoop/ozone/om/OmMetadataManagerImpl.java
@@ -115,6 +115,7 @@
 import static org.apache.hadoop.ozone.om.exceptions.OMException.ResultCodes.BUCKET_NOT_FOUND;
 import static org.apache.hadoop.ozone.om.exceptions.OMException.ResultCodes.FILE_NOT_FOUND;
 import static org.apache.hadoop.ozone.om.exceptions.OMException.ResultCodes.VOLUME_NOT_FOUND;
+import static org.apache.hadoop.ozone.om.exceptions.OMException.ResultCodes.NO_SUCH_MULTIPART_UPLOAD_ERROR;
 import static org.apache.hadoop.ozone.OzoneConsts.OM_SNAPSHOT_CHECKPOINT_DIR;
 import static org.apache.hadoop.ozone.om.service.SnapshotDeletingService.isBlockLocationInfoSame;
 import static org.apache.hadoop.ozone.om.snapshot.SnapshotUtils.checkSnapshotDirExist;
@@ -899,11 +900,26 @@ public String getMultipartKeyFSO(String volume, String bucket, String key, Strin
     final long volumeId = getVolumeId(volume);
     final long bucketId = getBucketId(volume,
             bucket);
-    long parentId =
-            OMFileRequest.getParentID(volumeId, bucketId, key, this);
-
-    String fileName = OzoneFSUtils.getFileName(key);
+    long parentId;
+    try {
+      parentId = OMFileRequest.getParentID(volumeId, bucketId, key, this);
+    } catch (final Exception e) {
+      // It is possible we miss directories and exception is thrown.
+      // see https://issues.apache.org/jira/browse/HDDS-11784
+      LOG.warn("Got exception when finding parent id for {}/{}/{}. Use another way to get it",
+          volumeId, bucketId, key, e);
+      final String multipartKey =
+          getMultipartKey(volume, bucket, key, uploadId);
+      final OmMultipartKeyInfo multipartKeyInfo =
+          getMultipartInfoTable().get(multipartKey);
+      if (multipartKeyInfo == null) {
+        LOG.error("Could not find multipartKeyInfo for {}", multipartKey);
+        throw new OMException(NO_SUCH_MULTIPART_UPLOAD_ERROR);
+      }
+      parentId = multipartKeyInfo.getParentID();
+    }
 
+    final String fileName = OzoneFSUtils.getFileName(key);
     return getMultipartKey(volumeId, bucketId, parentId,
             fileName, uploadId);
   }
diff --git a/hadoop-ozone/ozone-manager/src/main/java/org/apache/hadoop/ozone/om/response/s3/multipart/S3MultipartUploadCompleteResponseWithFSO.java b/hadoop-ozone/ozone-manager/src/main/java/org/apache/hadoop/ozone/om/response/s3/multipart/S3MultipartUploadCompleteResponseWithFSO.java
index 4d1a6ce09bc..918f8af4e00 100644
--- a/hadoop-ozone/ozone-manager/src/main/java/org/apache/hadoop/ozone/om/response/s3/multipart/S3MultipartUploadCompleteResponseWithFSO.java
+++ b/hadoop-ozone/ozone-manager/src/main/java/org/apache/hadoop/ozone/om/response/s3/multipart/S3MultipartUploadCompleteResponseWithFSO.java
@@ -37,6 +37,7 @@
 import static org.apache.hadoop.ozone.om.OmMetadataManagerImpl.FILE_TABLE;
 import static org.apache.hadoop.ozone.om.OmMetadataManagerImpl.MULTIPARTINFO_TABLE;
 import static org.apache.hadoop.ozone.om.OmMetadataManagerImpl.OPEN_FILE_TABLE;
+import static org.apache.hadoop.ozone.om.OmMetadataManagerImpl.DIRECTORY_TABLE;
 
 /**
  * Response for Multipart Upload Complete request.
@@ -47,7 +48,7 @@
  * 3) Delete unused parts.
  */
 @CleanupTableInfo(cleanupTables = {OPEN_FILE_TABLE, FILE_TABLE, DELETED_TABLE,
-    MULTIPARTINFO_TABLE})
+    MULTIPARTINFO_TABLE, DIRECTORY_TABLE})
 public class S3MultipartUploadCompleteResponseWithFSO
         extends S3MultipartUploadCompleteResponse {