diff --git a/CHANGES.rst b/CHANGES.rst
index 77e5b56f1..7fd45ef5a 100644
--- a/CHANGES.rst
+++ b/CHANGES.rst
@@ -12,12 +12,21 @@ Ongoing development
 Skrub is a very recent package.
 It is currently undergoing fast development and backward compatibility is not ensured.
 
-Release 0.4.1
-=============
-
 New features
 ------------
 
+Changes
+-------
+
+Bug fixes
+---------
+
+Maintenance
+-----------
+
+Release 0.4.1
+=============
+
 Changes
 -------
 * A new parameter `verbose` has been added to the :class:`TableReport` to toggle on or off the
diff --git a/doc/version.json b/doc/version.json
index d038b7f0c..e5470d869 100644
--- a/doc/version.json
+++ b/doc/version.json
@@ -5,8 +5,8 @@
         "url": "https://skrub-data.org/dev/"
     },
     {
-        "name": "0.4.0 (stable)",
-        "version": "0.4.0",
+        "name": "0.4.1 (stable)",
+        "version": "0.4.1",
         "url": "https://skrub-data.org/stable/",
         "preferred": true
     }