diff --git a/fe/fe-core/src/main/java/org/apache/doris/datasource/paimon/PaimonMetadataCache.java b/fe/fe-core/src/main/java/org/apache/doris/datasource/paimon/PaimonMetadataCache.java
index 109394fabded6aa..c803ce3a61c7555 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/datasource/paimon/PaimonMetadataCache.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/datasource/paimon/PaimonMetadataCache.java
@@ -33,7 +33,6 @@
 import org.apache.paimon.data.InternalRow;
 import org.apache.paimon.table.Table;
 import org.apache.paimon.table.system.PartitionsTable;
-import org.apache.paimon.table.system.SnapshotsTable;
 import org.jetbrains.annotations.NotNull;
 
 import java.io.IOException;
@@ -94,18 +93,14 @@ private List<PaimonPartition> loadPartitions(PaimonSnapshotCacheKey key)
     }
 
     private PaimonSnapshot loadLatestSnapshot(PaimonSnapshotCacheKey key) throws IOException {
-        Table table = ((PaimonExternalCatalog) key.getCatalog()).getPaimonTable(key.getDbName(),
-                key.getTableName() + Catalog.SYSTEM_TABLE_SPLITTER + SnapshotsTable.SNAPSHOTS);
+        Table table = ((PaimonExternalCatalog) key.getCatalog()).getPaimonTable(key.getDbName(), key.getTableName());
         // snapshotId and schemaId
-        List<InternalRow> rows = PaimonUtil.read(table, new int[] {0, 1}, null);
         long latestSnapshotId = 0L;
         long latestSchemaId = 0L;
-        for (InternalRow row : rows) {
-            long snapshotId = row.getLong(0);
-            if (snapshotId > latestSnapshotId) {
-                latestSnapshotId = snapshotId;
-                latestSchemaId = row.getLong(1);
-            }
+        OptionalLong optionalSnapshotId = table.latestSnapshotId();
+        if (optionalSnapshotId.isPresent()) {
+            latestSnapshotId = optionalSnapshotId.getAsLong();
+            latestSchemaId = table.snapshot(latestSnapshotId).schemaId();
         }
         return new PaimonSnapshot(latestSnapshotId, latestSchemaId);
     }
diff --git a/fe/fe-core/src/main/java/org/apache/doris/datasource/paimon/PaimonUtil.java b/fe/fe-core/src/main/java/org/apache/doris/datasource/paimon/PaimonUtil.java
index bbb1eaf50965204..7043673cc0d052c 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/datasource/paimon/PaimonUtil.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/datasource/paimon/PaimonUtil.java
@@ -69,7 +69,9 @@ public static List<InternalRow> read(
         for (Pair<ConfigOption<?>, String> pair : dynamicOptions) {
             options.put(pair.getKey().key(), pair.getValue());
         }
-        table = table.copy(options);
+        if (!options.isEmpty()) {
+            table = table.copy(options);
+        }
         ReadBuilder readBuilder = table.newReadBuilder();
         if (projection != null) {
             readBuilder.withProjection(projection);