diff --git a/README.md b/README.md
index 085a6be0..a04cbb95 100644
--- a/README.md
+++ b/README.md
@@ -1,20 +1,29 @@
 # Gaffer Docker
 
 This repo contains the code needed to run Gaffer using Docker or Kubernetes.
-There are two main sub-folders, 'docker' and 'kubernetes' which contain the project files you need for starting Gaffer using those services.
+There are two main sub-folders, 'docker' and 'kubernetes' which contain the
+project files you need for starting Gaffer using those services.
 
-# Running Gaffer Using Docker
+## Running Gaffer Using Docker
 
-For information on how to run Gaffer using Docker containers, please see the documentation: [Gaffer Docker Docs](https://gchq.github.io/gaffer-doc/latest/dev/docker/)
+For information on how to run Gaffer using Docker containers, please see the
+documentation: [Gaffer Docker Docs](https://gchq.github.io/gaffer-doc/latest/administration-guide/gaffer-deployment/gaffer-docker/gaffer-images.html)
 
-# Running Gaffer Using Kubernetes
+We also provide some example deployments with different store backings
+to help you get started learning and testing Gaffer. Please see the
+[example deployments](./docker/example-deployments/) directory for more
+details.
 
-For information on how to run Gaffer using Kubernetes, please see the documentation: [Gaffer Kubernetes Docs](https://gchq.github.io/gaffer-doc/latest/dev/kubernetes-guide/kubernetes/)
+## Running Gaffer Using Kubernetes
 
-# Versioning
+For information on how to run Gaffer using Kubernetes, please see the
+documentation: [Gaffer Kubernetes Docs](https://gchq.github.io/gaffer-doc/latest/administration-guide/gaffer-deployment/kubernetes-guide/running-on-kubernetes.html)
 
-Each of our images which is released will be tagged with the version of the software they represent. Every release,
-we update the `latest` tag for each image and add a new release which has the corresponding version tag.
+## Versioning
+
+Each of our images which is released will be tagged with the version of the
+software they represent. Every release, we update the `latest` tag for each
+image and add a new release which has the corresponding version tag.
 
 If we release Gaffer version 2.1.2, the following images would be uploaded:
 
@@ -24,17 +33,20 @@ If we release Gaffer version 2.1.2, the following images would be uploaded:
 - gchq/gaffer:2.1.2
 - gchq/gaffer:2.1.2-accumulo-2.0.1
 
-We maintain mutable versions of latest, as well as the major, minor and bugfix versions of Gaffer. For reproducibility
-make sure to use the full version in your build metadata. For `gaffer`/`gaffer-rest` images, we also create a tag including the
-accumulo version, this allows for compatibility with Accumulo 1.9.3 in our tests. The `-accumulo-1.9.3` tagged images
-are not published but can be build locally if required.
+We maintain mutable versions of latest, as well as the major, minor and bugfix
+versions of Gaffer. For reproducibility make sure to use the full version in
+your build metadata. For `gaffer`/`gaffer-rest` images, we also create a tag
+including the accumulo version, this allows for compatibility with Accumulo
+1.9.3 in our tests. The `-accumulo-1.9.3` tagged images are not published but
+can be build locally if required.
 
 The release process is automated by GitHub actions.
 
-# Known Compatible Docker Versions
+## Known Compatible Docker Versions
 
 - 20.10.23
 
-# Contributing
+## Contributing
 
-We welcome contributions to this project. Detailed information on our ways of working can be found in our [developer docs](https://gchq.github.io/gaffer-doc/latest/dev/ways-of-working/).
+We welcome contributions to this project. Detailed information on our ways of
+working can be found in our [developer docs](https://gchq.github.io/gaffer-doc/latest/development-guide/ways-of-working.html).
diff --git a/docker/example-deployments/modern-example/operations/add-tinkerpop-modern.json b/docker/example-deployments/modern-example/operations/add-tinkerpop-modern.json
index b541d267..b6d5f8b7 100644
--- a/docker/example-deployments/modern-example/operations/add-tinkerpop-modern.json
+++ b/docker/example-deployments/modern-example/operations/add-tinkerpop-modern.json
@@ -118,4 +118,4 @@
     ],
     "skipInvalidElements": false,
     "validate": true
-}
\ No newline at end of file
+}