diff --git a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HMSExternalTable.java b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HMSExternalTable.java
index d73276cc6c43f2..e75bb3724174a8 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HMSExternalTable.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HMSExternalTable.java
@@ -416,11 +416,8 @@ public Map<String, PartitionItem> getNameToPartitionItems() {
         if (CollectionUtils.isEmpty(this.getPartitionColumns())) {
             return Collections.emptyMap();
         }
-        HiveMetaStoreCache cache = Env.getCurrentEnv().getExtMetaCacheMgr()
-                .getMetaStoreCache((HMSExternalCatalog) this.getCatalog());
-        List<Type> partitionColumnTypes = this.getPartitionColumnTypes(MvccUtil.getSnapshotFromContext(this));
-        HiveMetaStoreCache.HivePartitionValues hivePartitionValues = cache.getPartitionValues(
-                this, partitionColumnTypes);
+        HiveMetaStoreCache.HivePartitionValues hivePartitionValues = getHivePartitionValues(
+                MvccUtil.getSnapshotFromContext(this));
         Map<Long, PartitionItem> idToPartitionItem = hivePartitionValues.getIdToPartitionItem();
         // transfer id to name
         BiMap<Long, String> idToName = hivePartitionValues.getPartitionNameToIdMap().inverse();
@@ -983,10 +980,10 @@ public MTMVSnapshotIf getTableSnapshot(Optional<MvccSnapshot> snapshot) throws A
 
     @Override
     public long getNewestUpdateVersionOrTime() {
+        HiveMetaStoreCache.HivePartitionValues hivePartitionValues = getHivePartitionValues(
+                MvccUtil.getSnapshotFromContext(this));
         HiveMetaStoreCache cache = Env.getCurrentEnv().getExtMetaCacheMgr()
                 .getMetaStoreCache((HMSExternalCatalog) getCatalog());
-        HiveMetaStoreCache.HivePartitionValues hivePartitionValues = cache.getPartitionValues(this,
-                getPartitionColumnTypes(MvccUtil.getSnapshotFromContext(this)));
         List<HivePartition> partitionList = cache.getAllPartitionsWithCache(this,
                 Lists.newArrayList(hivePartitionValues.getPartitionValuesMap().values()));
         if (CollectionUtils.isEmpty(partitionList)) {
@@ -1062,16 +1059,15 @@ private HiveMetaStoreCache.HivePartitionValues getAllPartitionValues() {
         if (isView()) {
             return null;
         }
-        HiveMetaStoreCache cache = Env.getCurrentEnv().getExtMetaCacheMgr()
-                .getMetaStoreCache((HMSExternalCatalog) catalog);
-        List<Type> partitionColumnTypes = getPartitionColumnTypes(MvccUtil.getSnapshotFromContext(this));
+        Optional<MvccSnapshot> snapshot = MvccUtil.getSnapshotFromContext(this);
+        List<Type> partitionColumnTypes = getPartitionColumnTypes(snapshot);
         HiveMetaStoreCache.HivePartitionValues partitionValues = null;
         // Get table partitions from cache.
         if (!partitionColumnTypes.isEmpty()) {
             // It is ok to get partition values from cache,
             // no need to worry that this call will invalid or refresh the cache.
             // because it has enough space to keep partition info of all tables in cache.
-            partitionValues = cache.getPartitionValues(this, partitionColumnTypes);
+            partitionValues = getHivePartitionValues(snapshot);
             if (partitionValues == null || partitionValues.getPartitionNameToIdMap() == null) {
                 LOG.warn("Partition values for hive table {} is null", name);
             } else {
@@ -1192,4 +1188,25 @@ private Table loadHiveTable() {
         HMSCachedClient client = ((HMSExternalCatalog) catalog).getClient();
         return client.getTable(getRemoteDbName(), remoteName);
     }
+
+    public HiveMetaStoreCache.HivePartitionValues getHivePartitionValues(Optional<MvccSnapshot> snapshot) {
+        HiveMetaStoreCache cache = Env.getCurrentEnv().getExtMetaCacheMgr()
+                .getMetaStoreCache((HMSExternalCatalog) this.getCatalog());
+        try {
+            List<Type> partitionColumnTypes = this.getPartitionColumnTypes(snapshot);
+            return cache.getPartitionValues(this, partitionColumnTypes);
+        } catch (Exception e) {
+            if (e.getMessage().contains(HiveMetaStoreCache.ERR_CACHE_INCONSISTENCY)) {
+                LOG.warn("Hive metastore cache inconsistency detected for table: {}.{}.{}. "
+                                + "Clearing cache and retrying to get partition values.",
+                        this.getCatalog().getName(), this.getDbName(), this.getName(), e);
+                ExternalSchemaCache schemaCache = Env.getCurrentEnv().getExtMetaCacheMgr().getSchemaCache(catalog);
+                schemaCache.invalidateTableCache(this);
+                List<Type> partitionColumnTypes = this.getPartitionColumnTypes(snapshot);
+                return cache.getPartitionValues(this, partitionColumnTypes);
+            } else {
+                throw e;
+            }
+        }
+    }
 }
diff --git a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveDlaTable.java b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveDlaTable.java
index 8c93c5095597fb..c49081de60da31 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveDlaTable.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveDlaTable.java
@@ -71,11 +71,10 @@ public Map<String, PartitionItem> getAndCopyPartitionItems(Optional<MvccSnapshot
     @Override
     public MTMVSnapshotIf getPartitionSnapshot(String partitionName, MTMVRefreshContext context,
             Optional<MvccSnapshot> snapshot) throws AnalysisException {
+        HiveMetaStoreCache.HivePartitionValues hivePartitionValues = hmsTable.getHivePartitionValues(snapshot);
+        Long partitionId = getPartitionIdByNameOrAnalysisException(partitionName, hivePartitionValues);
         HiveMetaStoreCache cache = Env.getCurrentEnv().getExtMetaCacheMgr()
                 .getMetaStoreCache((HMSExternalCatalog) hmsTable.getCatalog());
-        HiveMetaStoreCache.HivePartitionValues hivePartitionValues = cache.getPartitionValues(
-                hmsTable, hmsTable.getPartitionColumnTypes(snapshot));
-        Long partitionId = getPartitionIdByNameOrAnalysisException(partitionName, hivePartitionValues);
         HivePartition hivePartition = getHivePartitionByIdOrAnalysisException(partitionId,
                 hivePartitionValues, cache);
         return new MTMVTimestampSnapshot(hivePartition.getLastModifiedTime());
@@ -95,10 +94,9 @@ public MTMVSnapshotIf getTableSnapshot(Optional<MvccSnapshot> snapshot) throws A
         HivePartition maxPartition = null;
         long maxVersionTime = 0L;
         long visibleVersionTime;
+        HiveMetaStoreCache.HivePartitionValues hivePartitionValues = hmsTable.getHivePartitionValues(snapshot);
         HiveMetaStoreCache cache = Env.getCurrentEnv().getExtMetaCacheMgr()
                 .getMetaStoreCache((HMSExternalCatalog) hmsTable.getCatalog());
-        HiveMetaStoreCache.HivePartitionValues hivePartitionValues = cache.getPartitionValues(
-                hmsTable, hmsTable.getPartitionColumnTypes(snapshot));
         List<HivePartition> partitionList = cache.getAllPartitionsWithCache(hmsTable,
                 Lists.newArrayList(hivePartitionValues.getPartitionValuesMap().values()));
         if (CollectionUtils.isEmpty(partitionList)) {
diff --git a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveMetaStoreCache.java b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveMetaStoreCache.java
index 0de4b4002e9f46..649e5004a3511d 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveMetaStoreCache.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/HiveMetaStoreCache.java
@@ -100,6 +100,7 @@
 public class HiveMetaStoreCache {
     private static final Logger LOG = LogManager.getLogger(HiveMetaStoreCache.class);
     public static final String HIVE_DEFAULT_PARTITION = "__HIVE_DEFAULT_PARTITION__";
+    public static final String ERR_CACHE_INCONSISTENCY = "ERR_CACHE_INCONSISTENCY: ";
 
     private final HMSExternalCatalog catalog;
     private JobConf jobConf;
@@ -276,11 +277,12 @@ private HivePartitionValues loadPartitionValues(PartitionValueCacheKey key) {
                 partitionNameToIdMap, idToUniqueIdsMap, singleUidToColumnRangeMap, partitionValuesMap);
     }
 
-    public ListPartitionItem toListPartitionItem(String partitionName, List<Type> types) {
+    private ListPartitionItem toListPartitionItem(String partitionName, List<Type> types) {
         // Partition name will be in format: nation=cn/city=beijing
         // parse it to get values "cn" and "beijing"
         List<String> partitionValues = HiveUtil.toPartitionValues(partitionName);
-        Preconditions.checkState(partitionValues.size() == types.size(), partitionName + " vs. " + types);
+        Preconditions.checkState(partitionValues.size() == types.size(),
+                ERR_CACHE_INCONSISTENCY + partitionName + " vs. " + types);
         List<PartitionValue> values = Lists.newArrayListWithExpectedSize(types.size());
         for (String partitionValue : partitionValues) {
             values.add(new PartitionValue(partitionValue, HIVE_DEFAULT_PARTITION.equals(partitionValue)));
@@ -433,6 +435,7 @@ public HivePartitionValues getPartitionValues(ExternalTable dorisTable, List<Typ
         return getPartitionValues(key);
     }
 
+    @VisibleForTesting
     public HivePartitionValues getPartitionValues(PartitionValueCacheKey key) {
         return partitionValuesCache.get(key);
     }
diff --git a/fe/fe-core/src/main/java/org/apache/doris/tablefunction/MetadataGenerator.java b/fe/fe-core/src/main/java/org/apache/doris/tablefunction/MetadataGenerator.java
index c22147ffdd6509..fb4f5d6ad17992 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/tablefunction/MetadataGenerator.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/tablefunction/MetadataGenerator.java
@@ -1823,10 +1823,8 @@ private static List<TRow> partitionValuesMetadataResultForHmsTable(HMSExternalTa
                     "column " + colNames + " does not match partition columns of table " + tbl.getName());
         }
 
-        HiveMetaStoreCache cache = Env.getCurrentEnv().getExtMetaCacheMgr()
-                .getMetaStoreCache((HMSExternalCatalog) tbl.getCatalog());
-        HiveMetaStoreCache.HivePartitionValues hivePartitionValues = cache.getPartitionValues(
-                tbl, tbl.getPartitionColumnTypes(MvccUtil.getSnapshotFromContext(tbl)));
+        HiveMetaStoreCache.HivePartitionValues hivePartitionValues = tbl.getHivePartitionValues(
+                MvccUtil.getSnapshotFromContext(tbl));
         Map<Long, List<String>> valuesMap = hivePartitionValues.getPartitionValuesMap();
         List<TRow> dataBatch = Lists.newArrayList();
         for (Map.Entry<Long, List<String>> entry : valuesMap.entrySet()) {