Combining my brief time trying to put together a proof of concept with Kubernetes and reading articles like this, I'm so glad I chose Hashicorp's Nomad. It's simpler to configure, more versatile (shell scripts, executables, and Docker containers) and a decent third party UI - HashiUI. With Consul, configuration is dead simple.