diff --git a/changes/en-us/2.x.md b/changes/en-us/2.x.md
index 93f4b871589..2faa0c77ba8 100644
--- a/changes/en-us/2.x.md
+++ b/changes/en-us/2.x.md
@@ -48,8 +48,10 @@ Add changes here for all PR submitted to the 2.x branch.
 - [[#7360](https://github.com/apache/incubator-seata/pull/7360)] Update resource cleanup logic for channel disconnection
 - [[#7363](https://github.com/apache/incubator-seata/pull/7363)] Upgrade npmjs dependencies
 - [[#7372](https://github.com/apache/incubator-seata/pull/7372)] optimize license ignore
+- [[#7388](https://github.com/apache/incubator-seata/pull/7388)] optimize binary packaging directory structure
 - [[#7412](https://github.com/apache/incubator-seata/pull/7412)] Helm template adapted to the new version of seata
 
+
 ### security:
 
 - [[#PR_NO](https://github.com/seata/seata/pull/PR_NO)] upgrade XXX
diff --git a/changes/zh-cn/2.x.md b/changes/zh-cn/2.x.md
index 084ffa15d45..2666f37a972 100644
--- a/changes/zh-cn/2.x.md
+++ b/changes/zh-cn/2.x.md
@@ -48,6 +48,7 @@
 - [[#7360](https://github.com/apache/incubator-seata/pull/7360)] 更新通道断开连接时的资源清理逻辑
 - [[#7363](https://github.com/apache/incubator-seata/pull/7363)] 升级 npmjs 依赖项
 - [[#7372](https://github.com/apache/incubator-seata/pull/7372)] 改进忽略许可证标头检查
+- [[#7388](https://github.com/apache/incubator-seata/pull/7388)] 优化二进制打包目录结构
 - [[#7412](https://github.com/apache/incubator-seata/pull/7412)] 适配新版本 Seata 的 Helm 模板
 
 
diff --git a/distribution/release-seata.xml b/distribution/release-seata.xml
index 0d0971660e2..4196c3ebffc 100644
--- a/distribution/release-seata.xml
+++ b/distribution/release-seata.xml
@@ -19,7 +19,8 @@
 -->
 <assembly>
     <id>${project.version}-incubating-bin</id>
-    <includeBaseDirectory>false</includeBaseDirectory>
+    <includeBaseDirectory>true</includeBaseDirectory>
+    <baseDirectory>apache-seata-${project.version}-incubating-bin</baseDirectory>
     <formats>
         <format>dir</format>
         <format>tar.gz</format>