jedcunningham commented on a change in pull request #17409:
URL: https://github.com/apache/airflow/pull/17409#discussion_r682855059



##########
File path: docs/apache-airflow/start/docker.rst
##########
@@ -81,6 +81,18 @@ If you need install a new Python library or system library, 
you can :doc:`build
 .. _initializing_docker_compose_environment:
 
 
+Using custom images
+===================
+
+When you want to run Airflow locally, you might want to use extended image, 
containing some additional dependencies - for
+example you might add new python packages, or upgrade airflow providers to a 
later version. This can be done very easily
+by placing your custom Dockerfile. Then you can use `docker-compose build` 
command to build your image (you need to
+do it only once) and you can also add `--build` to your `docker-compose` 
commands with flag to rebuild the images
+on-the-fly when you run other `docker-compose` commands.
+
+The examples of how you can extend the image with custom providers, python 
packages,

Review comment:
       ```suggestion
   Examples of how you can extend the image with custom providers, python 
packages,
   ```

##########
File path: docs/docker-stack/build.rst
##########
@@ -250,6 +250,19 @@ You should be aware, about a few things:
 Examples of image extending
 ---------------------------
 
+Example of upgrading Airflow Provider packages
+..............................................
+
+The :ref:`Airflow Providers <providers:community-maintained-providers>` are 
released independently of the main

Review comment:
       ```suggestion
   The :ref:`Airflow Providers <providers:community-maintained-providers>` are 
released independently of core
   ```

##########
File path: docs/apache-airflow/start/docker.rst
##########
@@ -81,6 +81,18 @@ If you need install a new Python library or system library, 
you can :doc:`build
 .. _initializing_docker_compose_environment:
 
 
+Using custom images
+===================
+
+When you want to run Airflow locally, you might want to use extended image, 
containing some additional dependencies - for

Review comment:
       ```suggestion
   When you want to run Airflow locally, you might want to use an extended 
image, containing some additional dependencies - for
   ```

##########
File path: docs/apache-airflow/start/docker.rst
##########
@@ -81,6 +81,18 @@ If you need install a new Python library or system library, 
you can :doc:`build
 .. _initializing_docker_compose_environment:
 
 
+Using custom images
+===================
+
+When you want to run Airflow locally, you might want to use extended image, 
containing some additional dependencies - for
+example you might add new python packages, or upgrade airflow providers to a 
later version. This can be done very easily
+by placing your custom Dockerfile. Then you can use `docker-compose build` 
command to build your image (you need to
+do it only once) and you can also add `--build` to your `docker-compose` 
commands with flag to rebuild the images

Review comment:
       ```suggestion
   do it only once). You can also add the `--build` flag to your 
`docker-compose` commands to rebuild the images
   ```

##########
File path: docs/apache-airflow/start/docker.rst
##########
@@ -81,6 +81,18 @@ If you need install a new Python library or system library, 
you can :doc:`build
 .. _initializing_docker_compose_environment:
 
 
+Using custom images
+===================
+
+When you want to run Airflow locally, you might want to use extended image, 
containing some additional dependencies - for
+example you might add new python packages, or upgrade airflow providers to a 
later version. This can be done very easily
+by placing your custom Dockerfile. Then you can use `docker-compose build` 
command to build your image (you need to

Review comment:
       ```suggestion
   by placing a custom Dockerfile alongside your `docker-compose.yaml`. Then 
you can use `docker-compose build` command to build your image (you need to
   ```

##########
File path: docs/docker-stack/build.rst
##########
@@ -250,6 +250,19 @@ You should be aware, about a few things:
 Examples of image extending
 ---------------------------
 
+Example of upgrading Airflow Provider packages
+..............................................
+
+The :ref:`Airflow Providers <providers:community-maintained-providers>` are 
released independently of the main
+Airflow and sometimes you might want to upgrade specific providers only to fix 
some problems or
+use features available in that provider. Here is an example of how you can do 
it

Review comment:
       ```suggestion
   use features available in that provider version. Here is an example of how 
you can do it
   ```
   Maybe?




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