diff --git a/docs/releases/3.3.6.txt b/docs/releases/3.3.6.txt
index a196caf842..e926aa6c35 100644
--- a/docs/releases/3.3.6.txt
+++ b/docs/releases/3.3.6.txt
@@ -74,6 +74,10 @@ and the pagination controls.
 
 The usage of the incorrect word "overrided" was updated to "overridden".
 
+The address used to check for new versions was updated to the new
+Python Package Index address. This avoids SSL certificate errors when the old
+certificate is reused.
+
 
 Removals
 --------
@@ -259,6 +263,7 @@ Bugs fixed or issues closed
 - :gitlab-issue:`709` Redis lock manager backend - exception on connect
 - :gitlab-issue:`713` Unexpected exception while trying to create version for new document - 'Layer' object has no attribute 'add_to_object'
 - :gitlab-issue:`715` Deleting a document type removes a watch folder associated with it without removing the check interval
+- :gitlab-issue:`717` Check For Updates Failure
 - :gitlab-merge:`63` Improve the executables paths on FreeBSD/OpenBSD.
 - :gitlab-merge:`64` Fix page count on some PDF files, and fix a Python 3 incompatibility.
 - :gitlab-merge:`65` Settings: Display overridden instead of overrided