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Download and run the Grafana container. You can get more details about how to do so @DockerHub - Grafana. Or, you can just run the following command:
docker run -d --name=grafana -p 3000:3000 grafana/grafana
3000:3000 specifies it'll be accesible from port 3000 of the docker engine, which in my case is 192.168.2.17.
Once the container is running, go through the initial set up wizard via the Web GUI:
With your Grafana container running, it can be accessed via port 3000 of your localhost. The default login username and password is admin. Once logged in, you should see a home page like the one below: