diff --git a/docs/en/10-programming/01-connect/01-python.md b/docs/en/10-programming/01-connect/01-python.md
index 04b34c324135ffc9bdd6f75a84bcdc57f0466a4b..9ccf9b83d647b1dfaf82eac4447158cc8b023d9b 100644
--- a/docs/en/10-programming/01-connect/01-python.md
+++ b/docs/en/10-programming/01-connect/01-python.md
@@ -82,7 +82,7 @@ Copy code bellow to your editor, then run it. If you are using jupyter, assuming
 {{#include docs/examples/python/develop_tutorial.py:connect}}
 ```
 
-For how to write data and query data, please refer to <https://docs.tdengine.com/cloud/data-in/insert-data/> and <https://docs.tdengine.com/cloud/data-out/query-data/>.
+For how to write data and query data, please refer to [Data In](https://docs.tdengine.com/cloud/data-in/insert-data/) and [Data Out](https://docs.tdengine.com/cloud/data-out/query-data/).
 
 For more details about how to write or query data via REST API, please check [REST API](https://docs.tdengine.com/cloud/programming/connector/rest-api/).
 
diff --git a/docs/en/10-programming/04-query.md b/docs/en/10-programming/04-query.md
index 4b23ac692978354d1d846d0cbc02b79186ed07d9..a59a89fe347d3fdfd25626f9ca58e892a244d9c8 100644
--- a/docs/en/10-programming/04-query.md
+++ b/docs/en/10-programming/04-query.md
@@ -139,7 +139,7 @@ In many use cases, it's hard to align the timestamp of the data collected by eac
 
 Interpolation can be performed in TDengine if there is no data in a time range.
 
-For more details please refer to [Aggregate by Window](https://docs.tdengine.com/cloud/taos-sql/interval).
+For more details please refer to [Aggregate by Window](https://docs.tdengine.com/cloud/taos-sql/distinguished/).
 
 ## Connector Examples