Kubernetes and stateless applications work just out of the box. You can create a replicated application fast. The stateless application doesn't store any data, and simple load balancing does the job when it comes to scaling it. However, if you want to run any application that stores the data somewhere, you care about the order how the application starts or you want a stable hostname and network ID, then we are talking about the stateful applications and in Kubernetes world ...
