diff --git a/fe/fe-core/src/main/java/org/apache/doris/cloud/backup/CloudRestoreJob.java b/fe/fe-core/src/main/java/org/apache/doris/cloud/backup/CloudRestoreJob.java
index 33b66648b4fcb0..e94fc91affb88e 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/cloud/backup/CloudRestoreJob.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/cloud/backup/CloudRestoreJob.java
@@ -241,10 +241,13 @@ public void doCreateReplicas() {
             }
             // set storage vault for new restoring table
             if (((CloudEnv) Env.getCurrentEnv()).getEnableStorageVault()) {
+                if (Strings.isNullOrEmpty(storageVaultId)) {
+                    storageVaultId = Env.getCurrentEnv().getStorageVaultMgr().getVaultIdByName(storageVaultName);
+                }
                 for (Table table : restoredTbls) {
                     if (table.getType() == TableIf.TableType.OLAP) {
                         OlapTable olapTable = (OlapTable) table;
-                        if (olapTable.getStorageVaultId().isEmpty() && storageVaultId != null) {
+                        if (olapTable.getStorageVaultId().isEmpty()) {
                             olapTable.setStorageVaultId(storageVaultId);
                         }
                     }
@@ -494,6 +497,11 @@ private void handleMetaObject(MetaSeriviceOperation operation) throws DdlExcepti
 
     private void handleOlapTableMeta(MetaSeriviceOperation operation, OlapTable olapTable,
                                      Collection<Partition> partitions) throws DdlException {
+        if (partitions.isEmpty()) {
+            LOG.info("cloud restore job skip {} partitions, dbId: {}, tableName: {}, vault name: {}",
+                    operation, dbId, olapTable.getName(), storageVaultName);
+            return;
+        }
         List<Long> partitionIds = new ArrayList<>();
         switch (operation) {
             case PREPARE: {
diff --git a/fe/fe-core/src/test/java/org/apache/doris/cloud/backup/CloudRestoreJobTest.java b/fe/fe-core/src/test/java/org/apache/doris/cloud/backup/CloudRestoreJobTest.java
index d384a8c1bfaff3..ee966df076a1b1 100644
--- a/fe/fe-core/src/test/java/org/apache/doris/cloud/backup/CloudRestoreJobTest.java
+++ b/fe/fe-core/src/test/java/org/apache/doris/cloud/backup/CloudRestoreJobTest.java
@@ -112,6 +112,7 @@ public void setUp() throws Exception {
         Assert.assertTrue(cloudSystemInfoService instanceof CloudSystemInfoService);
 
         Mockito.when(storageVaultMgr.getVaultNameById(Mockito.anyString())).thenReturn("test_vault");
+        Mockito.when(storageVaultMgr.getVaultIdByName("test_vault")).thenReturn("test_vault_id");
 
         mockMetaServiceProxyInstance = Mockito.mock(MetaServiceProxy.class);
         mockedMetaServiceProxy = Mockito.mockStatic(MetaServiceProxy.class);
@@ -256,5 +257,29 @@ public void testCreateReplicas() throws UserException {
         Assert.assertTrue(job.getStatus().ok());
     }
 
-}
+    @Test
+    public void testSkipCloudMetaServiceForEmptyRestorePartitions() throws Exception {
+        Map<String, String> properties = Maps.newHashMap();
+        properties.put("storage_vault_id", "");
+        expectedRestoreTbl.setTableProperty(new TableProperty(properties));
+        Partition partition = expectedRestoreTbl.getPartition(CatalogTestUtil.testPartition1);
+        expectedRestoreTbl.getPartitionInfo().setIsInMemory(partition.getId(), false);
+        expectedRestoreTbl.dropPartitionAndReserveTablet(partition.getName());
+        Deencapsulation.setField(job, "restoredTbls", Lists.newArrayList(expectedRestoreTbl));
+
+        job.doCreateReplicas();
+        Assert.assertTrue(job.getStatus().ok());
+        Assert.assertEquals("test_vault_id", expectedRestoreTbl.getStorageVaultId());
 
+        job.waitingAllReplicasCreated();
+        Assert.assertTrue(job.getStatus().ok());
+
+        job.cleanMetaObjects(false);
+        Assert.assertTrue(job.getStatus().ok());
+
+        Mockito.verify(mockMetaServiceProxyInstance, Mockito.never()).preparePartition(Mockito.any());
+        Mockito.verify(mockMetaServiceProxyInstance, Mockito.never()).commitPartition(Mockito.any());
+        Mockito.verify(mockMetaServiceProxyInstance, Mockito.never()).dropPartition(Mockito.any());
+    }
+
+}