https://infra.app/ is a great way to view, understand and troubleshoot apps on Kubernetes

The distros are provided by different vendors in the market (Red Hat, Pivotal, Rancher, others). It's a way for them to bundle in additional features while staying compliant with the standard Kubernetes APIs