drobert commented on a change in pull request #19053:
URL: https://github.com/apache/airflow/pull/19053#discussion_r732091985



##########
File path: docs/apache-airflow/tutorial.rst
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@@ -374,9 +374,30 @@ Lets look at another example; we need to get some data 
from a file which is host
 Initial setup
 ''''''''''''''''''''
 We need to have docker and postgres installed.
-We will be using this `docker file 
<https://airflow.apache.org/docs/apache-airflow/stable/start/docker.html#docker-compose-yaml>`_
+We will be using this :doc:`docker file <start/docker>`
 Follow the instructions properly to set up Airflow.
 
+.. note::
+
+    Airflow manages databases using :doc:`connections <howto/connection>`.
+    When running the code below, you will need to either configure a relevant 
postgres connection named ``postgres_docker`` or configure one
+    as appropriate for your system and update the code below to reference the 
appropriate Connection id.
+
+    If using the aforementioned :doc:`docker setup <start/docker>`
+    note that none of the out-of-the-box connections are quite right; you will 
likely (either via the webserver UI or command line)
+    want to add a docker-appropriate postgres connection (the following 
creates one that matches postgres as
+    configured in ``docker-compose.yml``):
+
+.. code-block:: bash

Review comment:
       Ideally this would be nested within `:note` above; unclear to me if 
that's supported, but it was easier to debug other syntax issues with it 
separate




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