diff --git a/CHANGES.rst b/CHANGES.rst
index b769b0f04..851cb9b2d 100644
--- a/CHANGES.rst
+++ b/CHANGES.rst
@@ -1,6 +1,12 @@
+Changes in synapse v0.29.1 (2018-05-17)
+==========================================
+Changes:
+
+* Update docker documentation (PR #3222)
+
 Changes in synapse v0.29.0 (2018-05-16)
 ===========================================
-
+Not changes since v0.29.0-rc1
 
 Changes in synapse v0.29.0-rc1 (2018-05-14)
 ===========================================
diff --git a/README.rst b/README.rst
index 28fbe45de..4fe54b0c9 100644
--- a/README.rst
+++ b/README.rst
@@ -157,8 +157,9 @@ if you prefer.
 
 In case of problems, please see the _`Troubleshooting` section below.
 
-Alternatively, Andreas Peters (previously Silvio Fricke) has contributed a Dockerfile to automate the
-above in Docker at https://hub.docker.com/r/avhost/docker-matrix/tags/
+There is an offical synapse image available at https://hub.docker.com/r/matrixdotorg/synapse/tags/ which can be used with the docker-compose file available at `contrib/docker`. Further information on this including configuration options is available in `contrib/docker/README.md`.
+
+Alternatively, Andreas Peters (previously Silvio Fricke) has contributed a Dockerfile to automate a synapse server in a single Docker image, at https://hub.docker.com/r/avhost/docker-matrix/tags/
 
 Also, Martin Giess has created an auto-deployment process with vagrant/ansible,
 tested with VirtualBox/AWS/DigitalOcean - see https://github.com/EMnify/matrix-synapse-auto-deploy
diff --git a/contrib/docker/README.md b/contrib/docker/README.md
index aed56646c..61592109c 100644
--- a/contrib/docker/README.md
+++ b/contrib/docker/README.md
@@ -1,9 +1,9 @@
 # Synapse Docker
 
-This Docker image will run Synapse as a single process. It does not provide any
-database server or TURN server that you should run separately.
+The `matrixdotorg/synapse` Docker image will run Synapse as a single process. It does not provide a
+database server or a TURN server, you should run these separately.
 
-If you run a Postgres server, you should simply have it in the same Compose
+If you run a Postgres server, you should simply include it in the same Compose
 project or set the proper environment variables and the image will automatically
 use that server.
 
@@ -37,10 +37,15 @@ then run the server:
 docker-compose up -d
 ```
 
+If secrets are not specified in the environment variables, they will be generated
+as part of the startup. Please ensure these secrets are kept between launches of the
+Docker container, as their loss may require users to log in again.
+
 ### Manual configuration
 
 A sample ``docker-compose.yml`` is provided, including example labels for
-reverse proxying and other artifacts.
+reverse proxying and other artifacts. The docker-compose file is an example,
+please comment/uncomment sections that are not suitable for your usecase.
 
 Specify a ``SYNAPSE_CONFIG_PATH``, preferably to a persistent path,
 to use manual configuration. To generate a fresh ``homeserver.yaml``, simply run:
@@ -111,8 +116,6 @@ variables are available for configuration:
 * ``SYNAPSE_SERVER_NAME`` (mandatory), the current server public hostname.
 * ``SYNAPSE_REPORT_STATS``, (mandatory, ``yes`` or ``no``), enable anonymous
   statistics reporting back to the Matrix project which helps us to get funding.
-* ``SYNAPSE_MACAROON_SECRET_KEY`` (mandatory) secret for signing access tokens
-  to the server, set this to a proper random key.
 * ``SYNAPSE_NO_TLS``, set this variable to disable TLS in Synapse (use this if
   you run your own TLS-capable reverse proxy).
 * ``SYNAPSE_ENABLE_REGISTRATION``, set this variable to enable registration on
@@ -132,6 +135,8 @@ Shared secrets, that will be initialized to random values if not set:
 
 * ``SYNAPSE_REGISTRATION_SHARED_SECRET``, secret for registrering users if
   registration is disable.
+* ``SYNAPSE_MACAROON_SECRET_KEY`` secret for signing access tokens
+  to the server.
 
 Database specific values (will use SQLite if not set):
 
diff --git a/synapse/__init__.py b/synapse/__init__.py
index d94c20505..b11a1d3ea 100644
--- a/synapse/__init__.py
+++ b/synapse/__init__.py
@@ -16,4 +16,4 @@
 """ This is a reference implementation of a Matrix home server.
 """
 
-__version__ = "0.29.0"
+__version__ = "0.29.1"