diff --git a/.dockerignore b/.dockerignore
index ee5dc44..0434fd6 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -35,3 +35,7 @@ __pycache__/
 /.cache/
 /.settings/
 Dockerfile
+venv
+.venv
+.vscode
+.idea
diff --git a/AUTHORS.rst b/AUTHORS.rst
index d8811f6..8f5804b 100644
--- a/AUTHORS.rst
+++ b/AUTHORS.rst
@@ -12,4 +12,4 @@ AUTHORS
         awk '{arr[$0]++} END{for (i in arr){print arr[i], i;}}' |
         sort -rn | cut -d\  -f2-
 
-  to sort them by the numbers of commits.
\ No newline at end of file
+  to sort them by the numbers of commits.
diff --git a/CHANGES.rst b/CHANGES.rst
index d21cc2c..08373d7 100644
--- a/CHANGES.rst
+++ b/CHANGES.rst
@@ -1,15 +1,28 @@
 Changelog
 =========
 
+Next Release
+------------------
+
+- MAINT: Remove broken downloads badge (thanks @hugovk, #209)
+
+- ENH: Improved Dockerfile and ``docker-compose`` example, docs for using
+  the docker image, automatic docker builds
+
 1.2.2 (2018-06-12)
 ------------------
 
 - FIX: update fallback URL to https://pypi.org/simple since pypi.python.org
   has shut down
+
 - FIX: updated tests to use ``Popen`` rather than ``pip.main()`` given its
   removal in pip version 10.0
+
 - DOC: scrubbed docs of links to pypi.python.org
 
+- DEPRECATION: Drop support for Python 3.3 (tahnks @hugovk, #198)
+
+
 1.2.1 (2017-11-29)
 ------------------
 
diff --git a/Dockerfile b/Dockerfile
index d27b5ba..fda66ed 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,17 +1,25 @@
-FROM python:3.4
+FROM python:3.6-alpine
 
 # Build
 COPY . /code
 WORKDIR /code
-RUN python setup.py install
-RUN pip install passlib
-WORKDIR /
-RUN rm -rf /pypiserver
 
-# Data Directory
-RUN mkdir -p /data/packages
+RUN adduser -S -u 9898 pypiserver && \
+    addgroup -S -g 9898 pypiserver && \
+    python setup.py install && \
+    pip install passlib && \
+    cd / && \
+    rm -rf /code && \
+    mkdir -p /data/packages && \
+    chown -R pypiserver:pypiserver /data/packages && \
+    # Set the setgid bit so anything added here gets associated with the
+    # pypiserver group
+    chmod g+s /data/packages
+
+VOLUME /data/packages
+USER pypiserver
 WORKDIR /data
+EXPOSE 8080
 
-ENTRYPOINT ["pypi-server"]
-CMD ["-p", "80", "packages"]
-EXPOSE 80
+ENTRYPOINT ["pypi-server", "-p", "8080"]
+CMD ["packages"]
diff --git a/README.rst b/README.rst
index de09ce6..0cba688 100644
--- a/README.rst
+++ b/README.rst
@@ -332,6 +332,45 @@ use it like this::
     pypiupload requirements requirements.txt -i pypi_local
 
 
+Using the Docker Image
+======================
+
+Starting with version 1.2.3, official Docker images are built for each
+push to master, each dev, alpha, or beta release, and each final release.
+The most recent full release will always be available under the tag ``latest``,
+and the current master branch will always be available under the tag
+``master``.
+
+To run the most recent release of ``pypiserver`` with Docker, simply::
+
+    docker run pypiserver/pypiserver:latest
+
+This starts ``pypiserver`` serving packages from the ``/data/packages``
+directory inside the container, listening on the container port 8080.
+
+The container takes all the same arguments as the normal ``pypi-server``
+executable, with the exception of the internal container port (``-p``),
+which will always be 8080.
+
+Of course, just running a container isn't that interesting. To map
+port 80 on the host to port 8080 on the container::
+
+    docker run -p 80:8080 pypiserver/pypiserver:latest
+
+You can now access your ``pypiserver`` at ``localhost:80`` in a web browser.
+
+To serve packages from a directory on the host, e.g. ``~/packages``::
+
+    docker run -p 80:8080 -v ~/packages:/data/packages pypiserver/pypiserver:latest
+
+To authenticate against a local ``.htaccess`` file::
+
+    docker run -p 80:8080 -v ~/.htaccess:/data/.htaccess pypiserver/pypiserver:latest -P .htaccess packages
+
+You can also specify ``pypiserver`` to run as a Docker service using a
+composefile. An example composefile is `provided <docker-compose.yml>`_.
+
+
 Alternative Installation methods
 ================================
 When trying the methods below, first use the following command to check whether
diff --git a/docker-compose.yml b/docker-compose.yml
index b723ee9..bd1b48b 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,7 +1,18 @@
-pypiserver:
-  image: pypiserver
-  volumes:
-    - /var/pypiserver:/data
-  command: -p 80 -P /data/.htaccess -a update,download,list /data/packages
-  ports:
-    - "8080:80"
+---
+########################################################################
+# pypiserver docker-compose example
+########################################################################
+
+version: "3"
+
+services:
+  pypiserver:
+    image: pypiserver:latest
+    volumes:
+      # Mount local /tmp/pypiserver to /data in container
+      - /tmp/pypiserver:/data
+    # Use an .htaccess file to control access, serve packages from
+    # /tmp/pypiserver/packages (/data/packages in the container)
+    command: -P /data/.htaccess -a update,download,list /data/packages
+    ports:
+      - "80:8080"