diff --git a/localization/v2.4.x/site/en/userGuide/clustering-compaction.json b/localization/v2.4.x/site/en/userGuide/clustering-compaction.json
index ed18ee24f..2a15b84f6 100644
--- a/localization/v2.4.x/site/en/userGuide/clustering-compaction.json
+++ b/localization/v2.4.x/site/en/userGuide/clustering-compaction.json
@@ -1 +1 @@
-{"codeList":["dataCoord:\n  compaction:\n    clustering:\n      enable: true \n      autoEnable: false \n      triggerInterval: 600 \n      minInterval: 3600 \n      maxInterval: 259200 \n      newDataSizeThreshold: 512m \n      timeout: 7200\n     \nqueryNode:\n  enableSegmentPrune: true \n\ndatanode:\n  clusteringCompaction:\n    memoryBufferRatio: 0.1 \n    workPoolSize: 8  \ncommon:\n  usePartitionKeyAsClusteringKey: true \n","default_fields = [\n    FieldSchema(name=\"id\", dtype=DataType.INT64, is_primary=True),\n    FieldSchema(name=\"key\", dtype=DataType.INT64, is_clustering_key=True),\n    FieldSchema(name=\"var\", dtype=DataType.VARCHAR, max_length=1000, is_primary=False),\n    FieldSchema(name=\"embeddings\", dtype=DataType.FLOAT_VECTOR, dim=dim)\n]\n\ndefault_schema = CollectionSchema(\n    fields=default_fields, \n    description=\"test clustering-key collection\"\n)\n\ncoll1 = Collection(name=\"clustering_test\", schema=default_schema)\n","coll1.compact(is_clustering=True)\ncoll1.get_compaction_state(is_clustering=True)\ncoll1.wait_for_compaction_completed(is_clustering=True)\n"],"headingContent":"Clustering Compaction","anchorList":[{"label":"Clustering Compaction","href":"Clustering-Compaction","type":1,"isActive":false},{"label":"Overview","href":"Overview","type":2,"isActive":false},{"label":"Use Clustering Compaction","href":"Use-Clustering-Compaction","type":2,"isActive":false},{"label":"Collection Configuration","href":"Collection-Configuration","type":2,"isActive":false},{"label":"Trigger Clustering Compaction","href":"Trigger-Clustering-Compaction","type":2,"isActive":false},{"label":"Best practices","href":"Best-practices","type":2,"isActive":false}]}
\ No newline at end of file
+{"codeList":["dataCoord:\n  compaction:\n    clustering:\n      enable: true \n      autoEnable: false \n      triggerInterval: 600 \n      minInterval: 3600 \n      maxInterval: 259200 \n      newDataSizeThreshold: 512m \n      timeout: 7200\n     \nqueryNode:\n  enableSegmentPrune: true \n\ndatanode:\n  clusteringCompaction:\n    memoryBufferRatio: 0.1 \n    workPoolSize: 8  \ncommon:\n  usePartitionKeyAsClusteringKey: true \n","default_fields = [\n    FieldSchema(name=\"id\", dtype=DataType.INT64, is_primary=True),\n    FieldSchema(name=\"key\", dtype=DataType.INT64, is_clustering_key=True),\n    FieldSchema(name=\"var\", dtype=DataType.VARCHAR, max_length=1000, is_primary=False),\n    FieldSchema(name=\"embeddings\", dtype=DataType.FLOAT_VECTOR, dim=dim)\n]\n\ndefault_schema = CollectionSchema(\n    fields=default_fields, \n    description=\"test clustering-key collection\"\n)\n\ncoll1 = Collection(name=\"clustering_test\", schema=default_schema)\n","coll1.compact(is_clustering=True)\ncoll1.get_compaction_state(is_clustering=True)\ncoll1.wait_for_compaction_completed(is_clustering=True)\n"],"headingContent":"Clustering Compaction","anchorList":[{"label":"Clustering Compaction","href":"Clustering-Compaction","type":1,"isActive":false},{"label":"Overview","href":"Overview","type":2,"isActive":false},{"label":"Use Clustering Compaction","href":"Use-Clustering-Compaction","type":2,"isActive":false},{"label":"Trigger Clustering Compaction","href":"Trigger-Clustering-Compaction","type":2,"isActive":false},{"label":"Best practices","href":"Best-practices","type":2,"isActive":false}]}
\ No newline at end of file
diff --git a/localization/v2.4.x/site/en/userGuide/clustering-compaction.md b/localization/v2.4.x/site/en/userGuide/clustering-compaction.md
index 37d23ceff..c64998dca 100644
--- a/localization/v2.4.x/site/en/userGuide/clustering-compaction.md
+++ b/localization/v2.4.x/site/en/userGuide/clustering-compaction.md
@@ -142,22 +142,7 @@ common:
 </li>
 </ul>
 <p>To apply the above changes to your Milvus cluster, please follow the steps in <a href="/docs/configure-helm.md">Configure Milvus with Helm</a> and <a href="/docs/configure_operator.md">Configure Milvus with Milvus Operators</a>.</p>
-<h2 id="Collection-Configuration" class="common-anchor-header">Collection Configuration<button data-href="#Collection-Configuration" class="anchor-icon" translate="no">
-      <svg translate="no"
-        aria-hidden="true"
-        focusable="false"
-        height="20"
-        version="1.1"
-        viewBox="0 0 16 16"
-        width="16"
-      >
-        <path
-          fill="#0092E4"
-          fill-rule="evenodd"
-          d="M4 9h1v1H4c-1.5 0-3-1.69-3-3.5S2.55 3 4 3h4c1.45 0 3 1.69 3 3.5 0 1.41-.91 2.72-2 3.25V8.59c.58-.45 1-1.27 1-2.09C10 5.22 8.98 4 8 4H4c-.98 0-2 1.22-2 2.5S3 9 4 9zm9-3h-1v1h1c1 0 2 1.22 2 2.5S13.98 12 13 12H9c-.98 0-2-1.22-2-2.5 0-.83.42-1.64 1-2.09V6.25c-1.09.53-2 1.84-2 3.25C6 11.31 7.55 13 9 13h4c1.45 0 3-1.69 3-3.5S14.5 6 13 6z"
-        ></path>
-      </svg>
-    </button></h2><p>For clustering compacting in a specific collection, you should select a scalar field from the collection as the clustering key.</p>
+<h3 id="Collection-Configuration" class="common-anchor-header">Collection Configuration</h3><p>For clustering compacting in a specific collection, you should select a scalar field from the collection as the clustering key.</p>
 <pre><code translate="no" class="language-python">default_fields = [
     FieldSchema(name=<span class="hljs-string">&quot;id&quot;</span>, dtype=DataType.INT64, is_primary=<span class="hljs-literal">True</span>),
     FieldSchema(name=<span class="hljs-string">&quot;key&quot;</span>, dtype=DataType.INT64, is_clustering_key=<span class="hljs-literal">True</span>),