diff --git a/conf/conf.d/client.conf b/conf/conf.d/client.conf
index e9364ffa..580e64b7 100644
--- a/conf/conf.d/client.conf
+++ b/conf/conf.d/client.conf
@@ -185,6 +185,7 @@ server {
     rewrite ^/docs/question_answering_system.md /docs/build-rag-with-milvus.md permanent;
 
     rewrite ^/docs/install_milvus.md /docs/install-overview.md permanent;
+    rewrite ^/api-reference/pymilvus/v2.5.x/ORM/utility/BulkInsertState.md /api-reference/pymilvus/v2.5.x/About.md permanent;
 
     expires -1; # Set it to different value depending on your standard requirements
   }
diff --git a/src/components/aside/index.module.less b/src/components/aside/index.module.less
index f4c8a886..01935d83 100644
--- a/src/components/aside/index.module.less
+++ b/src/components/aside/index.module.less
@@ -193,3 +193,7 @@ input.customInputField {
   font-weight: 400;
   line-height: 20px;
 }
+
+.advContainer {
+  margin-bottom: 40px;
+}
diff --git a/src/components/aside/index.tsx b/src/components/aside/index.tsx
index ba55b6ea..91f5fd3f 100644
--- a/src/components/aside/index.tsx
+++ b/src/components/aside/index.tsx
@@ -171,7 +171,10 @@ const Aside = (props: AsidePropsType) => {
             lang={lang}
           />
         )}
-        <CloudAdvertisementCard language={lang} />
+        <CloudAdvertisementCard
+          language={lang}
+          className={styles.advContainer}
+        />
         {isShowBtnGroup && (
           <ul
             className={clsx(styles.btnsGroup, btnGroup, {
diff --git a/src/styles/docsStyle.less b/src/styles/docsStyle.less
index 0ccbdc3d..516c7ac5 100644
--- a/src/styles/docsStyle.less
+++ b/src/styles/docsStyle.less
@@ -741,6 +741,10 @@
     margin: 20px 0 -16px 0;
     overflow-x: auto;
 
+    & + p:empty {
+      margin-bottom: 20px;
+    }
+
     & ~ pre:has(code:not(.active)[class*='language-']) {
       margin-bottom: 0px;
     }