diff --git a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/event/InsertEvent.java b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/event/InsertEvent.java
new file mode 100644
index 0000000000..cf4ba1d5b0
--- /dev/null
+++ b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/event/InsertEvent.java
@@ -0,0 +1,75 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+
+package org.apache.doris.datasource.hive.event;
+
+import org.apache.doris.catalog.Env;
+import org.apache.doris.common.DdlException;
+
+import com.google.common.base.Preconditions;
+import com.google.common.collect.Lists;
+import org.apache.hadoop.hive.metastore.api.NotificationEvent;
+import org.apache.hadoop.hive.metastore.api.Table;
+import org.apache.hadoop.hive.metastore.messaging.InsertMessage;
+
+import java.util.List;
+
+/**
+ * MetastoreEvent for INSERT event type
+ */
+public class InsertEvent extends MetastoreTableEvent {
+    private final Table hmsTbl;
+
+    private InsertEvent(NotificationEvent event, String catalogName) {
+        super(event, catalogName);
+        Preconditions.checkArgument(getEventType().equals(MetastoreEventType.INSERT));
+        Preconditions
+                .checkNotNull(event.getMessage(), debugString("Event message is null"));
+        try {
+            InsertMessage insertMessage =
+                    MetastoreEventsProcessor.getMessageDeserializer(event.getMessageFormat())
+                            .getInsertMessage(event.getMessage());
+            hmsTbl = Preconditions.checkNotNull(insertMessage.getTableObj());
+        } catch (Exception ex) {
+            throw new MetastoreNotificationException(ex);
+        }
+    }
+
+    protected static List<MetastoreEvent> getEvents(NotificationEvent event, String catalogName) {
+        return Lists.newArrayList(new InsertEvent(event, catalogName));
+    }
+
+    @Override
+    protected void process() throws MetastoreNotificationException {
+        try {
+            infoLog("catalogName:[{}],dbName:[{}],tableName:[{}]", catalogName, dbName, tblName);
+            /***
+             *  Only when we use hive client to execute a `INSERT INTO TBL SELECT * ...` or `INSERT INTO TBL ...` sql
+             *  to a non-partitioned table then the hms will generate an insert event, and there is not
+             *  any partition event occurs, but the file cache may has been changed, so we need handle this.
+             *  Currently {@link org.apache.doris.datasource.CatalogMgr#refreshExternalTable} do not invalidate
+             *  the file cache of this table,
+             *  but <a href="https://github.com/apache/doris/pull/17932">this PR</a> has fixed it.
+             */
+            Env.getCurrentEnv().getCatalogMgr().refreshExternalTable(dbName, tblName, catalogName);
+        } catch (DdlException e) {
+            throw new MetastoreNotificationException(
+                    debugString("Failed to process event"));
+        }
+    }
+}
diff --git a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/event/MetastoreEventFactory.java b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/event/MetastoreEventFactory.java
index ce96ce62e1..3ab2a7e030 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/event/MetastoreEventFactory.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/datasource/hive/event/MetastoreEventFactory.java
@@ -58,6 +58,8 @@ public class MetastoreEventFactory implements EventFactory {
                 return DropPartitionEvent.getEvents(event, catalogName);
             case ALTER_PARTITION:
                 return AlterPartitionEvent.getEvents(event, catalogName);
+            case INSERT:
+                return InsertEvent.getEvents(event, catalogName);
             default:
                 // ignore all the unknown events by creating a IgnoredEvent
                 return IgnoredEvent.getEvents(event, catalogName);