diff --git a/CHANGES/12703.bugfix.rst b/CHANGES/12703.bugfix.rst
new file mode 100644
index 00000000000..7cfca2415c3
--- /dev/null
+++ b/CHANGES/12703.bugfix.rst
@@ -0,0 +1 @@
+Fixed irrelevant URLs pointing to the corresponding sections in the documentation of Gunicorn -- by :user:`serhiiur`.
diff --git a/docs/deployment.rst b/docs/deployment.rst
index 60f218e848d..16c55b4567e 100644
--- a/docs/deployment.rst
+++ b/docs/deployment.rst
@@ -192,7 +192,7 @@ Nginx+Gunicorn
 ==============
 
 aiohttp can be deployed using `Gunicorn
-<http://docs.gunicorn.org/en/latest/index.html>`_, which is based on a
+<https://gunicorn.org/>`_, which is based on a
 pre-fork worker model.  Gunicorn launches your app as worker processes
 for handling incoming requests.
 
@@ -264,10 +264,10 @@ Start Gunicorn
 --------------
 
 When `Running Gunicorn
-<http://docs.gunicorn.org/en/latest/run.html>`_, you provide the name
+<https://gunicorn.org/run/>`_, you provide the name
 of the module, i.e. *my_app_module*, and the name of the app or
 application factory, i.e. *my_web_app*, along with other `Gunicorn
-Settings <http://docs.gunicorn.org/en/latest/settings.html>`_ provided
+Settings <https://gunicorn.org/reference/settings/>`_ provided
 as command line flags or in your config file.
 
 In this case, we will use:
@@ -279,7 +279,7 @@ In this case, we will use:
 * you may also want to use the ``--workers`` flag to tell Gunicorn how
   many worker processes to use for handling requests. (See the
   documentation for recommendations on `How Many Workers?
-  <http://docs.gunicorn.org/en/latest/design.html#how-many-workers>`_)
+  <https://gunicorn.org/design/#how-many-workers>`_)
 * you may also want to use the ``--accesslog`` flag to enable the access
   log to be populated. (See :ref:`logging <gunicorn-accesslog>` for more information.)
 
@@ -390,7 +390,7 @@ More information
 ----------------
 
 See the `official documentation
-<http://docs.gunicorn.org/en/latest/deploy.html>`_ for more
+<https://gunicorn.org/deploy/>`_ for more
 information about suggested nginx configuration. You can also find out more about
 `configuring for secure https connections as well. <https://nginx.org/en/docs/http/configuring_https_servers.html>`_
 
diff --git a/docs/logging.rst b/docs/logging.rst
index 9d718fac16a..3121dbfbd45 100644
--- a/docs/logging.rst
+++ b/docs/logging.rst
@@ -193,7 +193,7 @@ instance) to the :meth:`aiohttp.web.AppRunner` constructor.
 
 
 .. _access_logformat:
-    http://docs.gunicorn.org/en/stable/settings.html#access-log-format
+    https://gunicorn.org/reference/settings/#access_log_format
 
 .. _accesslog:
-    http://docs.gunicorn.org/en/stable/settings.html#accesslog
+    https://gunicorn.org/reference/settings/#accesslog