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 3de4a5d1d2..0b8e9d5bc2 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
@@ -20,11 +20,13 @@ package org.apache.doris.datasource.hive;
 import org.apache.doris.analysis.PartitionValue;
 import org.apache.doris.backup.Status;
 import org.apache.doris.backup.Status.ErrCode;
+import org.apache.doris.catalog.Column;
 import org.apache.doris.catalog.HdfsResource;
 import org.apache.doris.catalog.ListPartitionItem;
 import org.apache.doris.catalog.PartitionItem;
 import org.apache.doris.catalog.PartitionKey;
 import org.apache.doris.catalog.Type;
+import org.apache.doris.catalog.external.HMSExternalTable;
 import org.apache.doris.common.AnalysisException;
 import org.apache.doris.common.Config;
 import org.apache.doris.common.FeConstants;
@@ -54,10 +56,12 @@ import com.google.common.base.Strings;
 import com.google.common.cache.CacheBuilder;
 import com.google.common.cache.CacheLoader;
 import com.google.common.cache.LoadingCache;
+import com.google.common.collect.Iterables;
 import com.google.common.collect.Lists;
 import com.google.common.collect.Maps;
 import com.google.common.collect.Range;
 import com.google.common.collect.RangeMap;
+import com.google.common.collect.Streams;
 import com.google.common.collect.TreeRangeMap;
 import lombok.Data;
 import org.apache.commons.lang3.math.NumberUtils;
@@ -157,7 +161,12 @@ public class HiveMetaStoreCache {
 
                     @Override
                     public HivePartition load(PartitionCacheKey key) {
-                        return loadPartitions(key);
+                        return loadPartition(key);
+                    }
+
+                    @Override
+                    public Map<PartitionCacheKey, HivePartition> loadAll(Iterable<? extends PartitionCacheKey> keys) {
+                        return loadPartitions(keys);
                     }
 
                 });
@@ -304,7 +313,7 @@ public class HiveMetaStoreCache {
         }
     }
 
-    private HivePartition loadPartitions(PartitionCacheKey key) {
+    private HivePartition loadPartition(PartitionCacheKey key) {
         Partition partition = catalog.getClient().getPartition(key.dbName, key.tblName, key.values);
         StorageDescriptor sd = partition.getSd();
         if (LOG.isDebugEnabled()) {
@@ -315,6 +324,37 @@ public class HiveMetaStoreCache {
         return new HivePartition(key.dbName, key.tblName, false, sd.getInputFormat(), sd.getLocation(), key.values);
     }
 
+    private Map<PartitionCacheKey, HivePartition> loadPartitions(Iterable<? extends PartitionCacheKey> keys) {
+        PartitionCacheKey oneKey = Iterables.get(keys, 0);
+        String dbName = oneKey.getDbName();
+        String tblName = oneKey.getTblName();
+        List<Column> partitionColumns = ((HMSExternalTable)
+                (catalog.getDbNullable(dbName).getTableNullable(tblName))).getPartitionColumns();
+        // A partitionName is like "country=China/city=Beijing" or "date=2023-02-01"
+        List<String> partitionNames = Streams.stream(keys).map(key -> {
+            StringBuilder sb = new StringBuilder();
+            Preconditions.checkState(key.getValues().size() == partitionColumns.size());
+            for (int i = 0; i < partitionColumns.size(); i++) {
+                sb.append(partitionColumns.get(i).getName());
+                sb.append("=");
+                sb.append(key.getValues().get(i));
+                sb.append("/");
+            }
+            sb.delete(sb.length() - 1, sb.length());
+            return sb.toString();
+        }).collect(Collectors.toList());
+        List<Partition> partitions = catalog.getClient().getPartitions(dbName, tblName, partitionNames);
+        // Compose the return result map.
+        Map<PartitionCacheKey, HivePartition> ret = new HashMap<>();
+        for (Partition partition : partitions) {
+            StorageDescriptor sd = partition.getSd();
+            ret.put(new PartitionCacheKey(dbName, tblName, partition.getValues()),
+                    new HivePartition(dbName, tblName, false,
+                        sd.getInputFormat(), sd.getLocation(), partition.getValues()));
+        }
+        return ret;
+    }
+
     // Get File Status by using FileSystem API.
     private FileCacheValue getFileCache(String location, InputFormat<?, ?> inputFormat,
                                                                  JobConf jobConf,
diff --git a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/PooledHiveMetaStoreClient.java b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/PooledHiveMetaStoreClient.java
index 9f9a1a457f..f3c2557a1d 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/PooledHiveMetaStoreClient.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/PooledHiveMetaStoreClient.java
@@ -152,6 +152,20 @@ public class PooledHiveMetaStoreClient {
         }
     }
 
+    public List<Partition> getPartitions(String dbName, String tblName, List<String> partitionNames) {
+        try (CachedClient client = getClient()) {
+            try {
+                return client.client.getPartitionsByNames(dbName, tblName, partitionNames);
+            } catch (Exception e) {
+                client.setThrowable(e);
+                throw e;
+            }
+        } catch (Exception e) {
+            throw new HMSClientException("failed to get partition for table %s in db %s with value %s", e, tblName,
+                dbName, partitionNames);
+        }
+    }
+
     public List<Partition> getPartitionsByFilter(String dbName, String tblName, String filter) {
         try (CachedClient client = getClient()) {
             try {
diff --git a/fe/fe-core/src/main/java/org/apache/hadoop/hive/metastore/HiveMetaStoreClient.java b/fe/fe-core/src/main/java/org/apache/hadoop/hive/metastore/HiveMetaStoreClient.java
index 852c4a289d..f117b1fb12 100644
--- a/fe/fe-core/src/main/java/org/apache/hadoop/hive/metastore/HiveMetaStoreClient.java
+++ b/fe/fe-core/src/main/java/org/apache/hadoop/hive/metastore/HiveMetaStoreClient.java
@@ -1739,13 +1739,17 @@ public class HiveMetaStoreClient implements IMetaStoreClient, AutoCloseable {
     return getPartitionsByNames(getDefaultCatalog(conf), db_name, tbl_name, part_names);
   }
 
-  @Override
-  public List<Partition> getPartitionsByNames(String catName, String db_name, String tbl_name,
-                                              List<String> part_names) throws TException {
-    List<Partition> parts =
-        client.get_partitions_by_names(prependCatalogToDbName(catName, db_name, conf), tbl_name, part_names);
-    return deepCopyPartitions(filterHook.filterPartitions(parts));
-  }
+    @Override
+    public List<Partition> getPartitionsByNames(String catName, String db_name, String tbl_name,
+                                                List<String> part_names) throws TException {
+        if (hiveVersion == HiveVersion.V1_0 || hiveVersion == HiveVersion.V2_0 || hiveVersion == HiveVersion.V2_3) {
+            return deepCopyPartitions(
+                filterHook.filterPartitions(client.get_partitions_by_names(db_name, tbl_name, part_names)));
+        } else {
+            return deepCopyPartitions(filterHook.filterPartitions(
+                client.get_partitions_by_names(prependCatalogToDbName(catName, db_name, conf), tbl_name, part_names)));
+        }
+    }
 
   @Override
   public PartitionValuesResponse listPartitionValues(PartitionValuesRequest request)