diff --git a/embeds/connectors/outbound/graphite.md b/embeds/connectors/outbound/graphite.md
index c4ac9d1e..877aaa2e 100644
--- a/embeds/connectors/outbound/graphite.md
+++ b/embeds/connectors/outbound/graphite.md
@@ -15,7 +15,7 @@ server address is specified on the `addr` field.
 # sample-config.yaml
 apiVersion: 0.1.0
 meta:
-  version: 0.1.1
+  version: 0.1.2
   name: my-graphite-connector-test-connector
   type: graphite-sink
   topic: test-graphite-connector-topic
@@ -34,15 +34,31 @@ graphite:
 
 ## Usage
 
-In this section we are going to setup a Graphite instance on Docker and then
-we will use the CDK to spin up the Graphite Sink Connector to send metrics from
-Fluvio Records to the Graphite instance.
+This section will walk you through the process of setting up a Graphite
+instance and using Fluvio to send metrics to this Graphite instance.
 
-Setup a Graphite instance for local development, you can follow the recipe used
-to contribute to the official InfinyOn connector [here][3].
+> This section assumes you have Docker and Fluvio installed in your system.
 
-Reduce the Graphite's data retention interval by updating `storage-schemas.conf`
-file for [Carbon][6]:
+### Setting Up Graphite
+
+We will run our Graphite instance on Docker using the `docker compose` command
+for simplicity.
+
+The Graphite container will setup [Carbon Configuration][6] files in your
+working directory, we need to update these files to reduce Carbon's persisntance
+intervals, making it more frecuent.
+
+Create a copy of our [`docker-compose.yml`][7] file and execute the container:
+
+```bash
+docker compose up --build -d
+```
+
+This will generate a directory with the name `.graphite`, which contains
+configuration files.
+
+Replace the contents of `.graphite/conf/storage-schemas.conf` to record on an
+interval of 10 seconds and persist the last 12 hours of data.
 
 ```conf
 [all]
@@ -50,7 +66,26 @@ pattern = .*
 retentions = 10s:12h
 ```
 
-Make sure the Connector Development Key is setup in your system by issuing
+Now we need to re run the Graphite container so Carbon uses the new
+configuration.
+
+```bash
+docker compose down
+docker compose up --build -d
+```
+
+You can visit `http://localhost:12345` in your browser to access the Dashboard.
+
+> Credentials for the Dashbord are User: `root` and Password: `root`
+
+With the Graphite instance set, we can move into [Setting Up Fluvio with Graphite Sink Connector][8].
+
+### Setting Up Fluvio with Graphite Sink Connector
+
+In this section we are going use the CDK to spin up the Graphite Sink Connector
+to send metrics from Fluvio Records to the Graphite instance.
+
+Make sure the Connector Development Kit is setup in your system by issuing
 the following command in your terminal.
 
 ```bash
@@ -64,7 +99,7 @@ Create a YAML file with the name `weather-monitor-config.yaml` and specify conne
 ```yaml
 apiVersion: 0.1.0
 meta:
-  version: 0.1.1
+  version: 0.1.2
   name: weather-monitor-sandiego
   type: graphite-sink
   topic: weather-ca-sandiego
@@ -74,6 +109,12 @@ graphite:
   addr: "localhost:2003"
 ```
 
+Deploy the Connector using the CDK
+
+```bash
+cdk deploy start --config weather-monitor-config.yaml
+```
+
 > Make sure your Graphite instance is running on `localhost:2003`, use the
 > `cdk log` subcommand to read logs from the connector instance.
 
@@ -83,7 +124,10 @@ Then produce records as usual:
 echo 120 | fluvio produce weather-ca-sandiego
 ```
 
-You can check on Graphite's API for your data points:
+> Remember that Carbon's retention is set to `10s:12h`, this means that if will
+> write metrics every 10s.
+
+Use Graphite's REST API to check on the stored data.
 
 ```bash
 curl -o ./data.json http://localhost:12345/render\?target\=weather.temperature.ca.sandiego\&format\=json\&noNullPoints
@@ -95,3 +139,5 @@ curl -o ./data.json http://localhost:12345/render\?target\=weather.temperature.c
 [4]: https://graphiteapp.org/
 [5]: https://graphite.readthedocs.io/en/latest/feeding-carbon.html#the-plaintext-protocol
 [6]: https://graphite.readthedocs.io/en/latest/config-carbon.html#storage-schemas-conf
+[7]: https://github.com/infinyon/graphite-sink-connector/blob/main/docker-compose.yml
+[8]: #setting-up-fluvio-with-graphite-sink-connector