diff --git a/api/controllers/service_api/dataset/dataset.py b/api/controllers/service_api/dataset/dataset.py
index bf08291d7b9f87..dcbfa88d99487d 100644
--- a/api/controllers/service_api/dataset/dataset.py
+++ b/api/controllers/service_api/dataset/dataset.py
@@ -1,5 +1,6 @@
 from flask import request
 from flask_restful import marshal, reqparse
+from werkzeug.exceptions import NotFound
 
 import services.dataset_service
 from controllers.service_api import api
@@ -19,10 +20,12 @@ def _validate_name(name):
     return name
 
 
-class DatasetApi(DatasetApiResource):
-    """Resource for get datasets."""
+class DatasetListApi(DatasetApiResource):
+    """Resource for datasets."""
 
     def get(self, tenant_id):
+        """Resource for getting datasets."""
+
         page = request.args.get('page', default=1, type=int)
         limit = request.args.get('limit', default=20, type=int)
         provider = request.args.get('provider', default="vendor")
@@ -65,9 +68,9 @@ def get(self, tenant_id):
         }
         return response, 200
 
-    """Resource for datasets."""
 
     def post(self, tenant_id):
+        """Resource for creating datasets."""
         parser = reqparse.RequestParser()
         parser.add_argument('name', nullable=False, required=True,
                             help='type is required. Name must be between 1 to 40 characters.',
@@ -89,6 +92,31 @@ def post(self, tenant_id):
 
         return marshal(dataset, dataset_detail_fields), 200
 
+class DatasetApi(DatasetApiResource):
+    """Resource for dataset."""
+
+    def delete(self, _, dataset_id):
+        """
+        Deletes a dataset given its ID.
+
+        Args:
+            dataset_id (UUID): The ID of the dataset to be deleted.
+
+        Returns:
+            dict: A dictionary with a key 'result' and a value 'success' 
+                  if the dataset was successfully deleted. Omitted in HTTP response.
+            int: HTTP status code 204 indicating that the operation was successful.
+
+        Raises:
+            NotFound: If the dataset with the given ID does not exist.
+        """
+
+        dataset_id_str = str(dataset_id)
 
-api.add_resource(DatasetApi, '/datasets')
+        if DatasetService.delete_dataset(dataset_id_str, current_user):
+            return {'result': 'success'}, 204
+        else:
+            raise NotFound("Dataset not found.")
 
+api.add_resource(DatasetListApi, '/datasets')
+api.add_resource(DatasetApi, '/datasets/<uuid:dataset_id>')
diff --git a/web/app/(commonLayout)/datasets/template/template.en.mdx b/web/app/(commonLayout)/datasets/template/template.en.mdx
index 3775d30d246e1c..36395d391de1b3 100644
--- a/web/app/(commonLayout)/datasets/template/template.en.mdx
+++ b/web/app/(commonLayout)/datasets/template/template.en.mdx
@@ -345,6 +345,43 @@ import { Row, Col, Properties, Property, Heading, SubProperty, Paragraph } from
 
 ---
 
+<Heading
+  url='/datasets/{dataset_id}'
+  method='DELETE'
+  title='Delete knowledge'
+  name='#delete_dataset'
+/>
+<Row>
+  <Col>
+    ### Params
+    <Properties>
+      <Property name='dataset_id' type='string' key='dataset_id'>
+        Knowledge ID
+      </Property>
+    </Properties>
+  </Col>
+  <Col sticky>
+    <CodeGroup
+      title="Request"
+      tag="DELETE"
+      label="/datasets/{dataset_id}"
+      targetCode={`curl --location --request DELETE '${props.apiBaseUrl}/datasets/{dataset_id}' \\\n--header 'Authorization: Bearer {api_key}'`}
+    >
+    ```bash {{ title: 'cURL' }}
+    curl --location --request DELETE '${props.apiBaseUrl}/datasets/{dataset_id}' \
+    --header 'Authorization: Bearer {api_key}'
+    ```
+    </CodeGroup>
+    <CodeGroup title="Response">
+    ```text {{ title: 'Response' }}
+    204 No Content
+    ```
+    </CodeGroup>
+  </Col>
+</Row>
+
+---
+
 <Heading
   url='/datasets/{dataset_id}/documents/{document_id}/update_by_text'
   method='POST'
diff --git a/web/app/(commonLayout)/datasets/template/template.zh.mdx b/web/app/(commonLayout)/datasets/template/template.zh.mdx
index 1806969497ba30..a624c0594feffb 100644
--- a/web/app/(commonLayout)/datasets/template/template.zh.mdx
+++ b/web/app/(commonLayout)/datasets/template/template.zh.mdx
@@ -345,6 +345,43 @@ import { Row, Col, Properties, Property, Heading, SubProperty, Paragraph } from
 
 ---
 
+<Heading
+  url='/datasets/{dataset_id}'
+  method='DELETE'
+  title='删除知识库'
+  name='#delete_dataset'
+/>
+<Row>
+  <Col>
+    ### Path
+    <Properties>
+      <Property name='dataset_id' type='string' key='dataset_id'>
+        知识库 ID
+      </Property>
+    </Properties>
+  </Col>
+  <Col sticky>
+    <CodeGroup
+      title="Request"
+      tag="DELETE"
+      label="/datasets/{dataset_id}"
+      targetCode={`curl --location --request DELETE '${props.apiBaseUrl}/datasets/{dataset_id}' \\\n--header 'Authorization: Bearer {api_key}'`}
+    >
+    ```bash {{ title: 'cURL' }}
+    curl --location --request DELETE '${props.apiBaseUrl}/datasets/{dataset_id}' \
+    --header 'Authorization: Bearer {api_key}'
+    ```
+    </CodeGroup>
+    <CodeGroup title="Response">
+    ```text {{ title: 'Response' }}
+    204 No Content
+    ```
+    </CodeGroup>
+  </Col>
+</Row>
+
+---
+
 <Heading
   url='/datasets/{dataset_id}/documents/{document_id}/update_by_text'
   method='POST'