diff --git a/DESCRIPTION.md b/DESCRIPTION.md
index 9cb4dc62..e44d2b7d 100644
--- a/DESCRIPTION.md
+++ b/DESCRIPTION.md
@@ -11,7 +11,7 @@ Source code is also available at:
 
 - v1.6.1(July 9, 2024)
 
-  - Update workflow with pypi publishing
+  - Update internal project workflow with pypi publishing
 
 - v1.6.0(July 8, 2024)
 
@@ -24,7 +24,7 @@ Source code is also available at:
 
 - v1.5.3(April 16, 2024)
 
-    - Limit SQLAlchemy to < 2.0.0 before releasing version compatible with 2.0
+  - Limit SQLAlchemy to < 2.0.0 before releasing version compatible with 2.0
 
 - v1.5.2(April 11, 2024)
 
@@ -33,7 +33,7 @@ Source code is also available at:
 
 - v1.5.1(November 03, 2023)
 
-  - Fixed a compatibility issue with Snowflake Behavioral Change 1057 on outer lateral join, for more details check https://docs.snowflake.com/en/release-notes/bcr-bundles/2023_04/bcr-1057.
+  - Fixed a compatibility issue with Snowflake Behavioral Change 1057 on outer lateral join, for more details check <https://docs.snowflake.com/en/release-notes/bcr-bundles/2023_04/bcr-1057>.
   - Fixed credentials with `externalbrowser` authentication not caching due to incorrect parsing of boolean query parameters.
     - This fixes other boolean parameter passing to driver as well.
 
diff --git a/src/snowflake/sqlalchemy/version.py b/src/snowflake/sqlalchemy/version.py
index 56509b7d..d90f706b 100644
--- a/src/snowflake/sqlalchemy/version.py
+++ b/src/snowflake/sqlalchemy/version.py
@@ -3,4 +3,4 @@
 #
 # Update this for the versions
 # Don't change the forth version number from None
-VERSION = "1.6.0"
+VERSION = "1.6.1"