diff --git a/docs/administration-guide/gaffer-config/graph-metadata.md b/docs/administration-guide/gaffer-config/graph-metadata.md
index 723b15aeae..991033e320 100644
--- a/docs/administration-guide/gaffer-config/graph-metadata.md
+++ b/docs/administration-guide/gaffer-config/graph-metadata.md
@@ -3,8 +3,7 @@
 The graph configuration file is a JSON file that configures few bits of the
 Gaffer graph. Primarily it is used to set the name and description along with
 any additional hooks to run before an operation chain e.g. to impose limits on
-max results etc. For the example a simple graph configuration file might look
-like:
+max results etc. For example, a simple graph configuration file may look like:
 
 ```json title="graphConfig.json"
 {
@@ -17,7 +16,7 @@ like:
 
 The standard file location in the gaffer images for the file is `/gaffer/graph/graphConfig.json`
 
-To change any of the values for a standard Gaffer deployment all thats needed
+To change any of the values for a standard Gaffer deployment all that's needed
 is to configure the JSON file for the `graphConfig`. The key value pairs in
 the file can then be configured as you wish and upon restarting the graph
 the values will be updated (assuming the file is loaded correctly).
diff --git a/docs/administration-guide/gaffer-deployment/gaffer-docker/gaffer-images.md b/docs/administration-guide/gaffer-deployment/gaffer-docker/gaffer-images.md
index 91ee18770e..75f4e6f466 100644
--- a/docs/administration-guide/gaffer-deployment/gaffer-docker/gaffer-images.md
+++ b/docs/administration-guide/gaffer-deployment/gaffer-docker/gaffer-images.md
@@ -92,7 +92,7 @@ will need to customise the docker images and use them in place of the defaults.
 
 At the moment, the `gchq/gaffer-rest` image uses a runnable jar file located at
 `/gaffer/jars`. When it runs it includes the `/gaffer/jars/lib` on the
-classpath. There is nothing in there by default because all the dependencies are
+classpath. This is empty by default because all the dependencies are
 bundled in to the JAR. However, if you wanted to add your own jars, you can add
 then to this directory like the following:
 
diff --git a/docs/administration-guide/gaffer-deployment/quickstart.md b/docs/administration-guide/gaffer-deployment/quickstart.md
index fd2f5d83df..25ab7c3438 100644
--- a/docs/administration-guide/gaffer-deployment/quickstart.md
+++ b/docs/administration-guide/gaffer-deployment/quickstart.md
@@ -65,6 +65,6 @@ available and covered in the [Gaffer configuration section](../gaffer-config/con
     Example `store.properties` for MapStore
 
     ```properties
-    gaffer.store.class=uk.gov.gchq.gaffer.mapstore.SingleUseMapStore
+    gaffer.store.class=uk.gov.gchq.gaffer.mapstore.MapStore
     gaffer.store.properties.class=uk.gov.gchq.gaffer.mapstore.MapStoreProperties
     ```