The same can be said for ruby, python and any number of other language environments where you have multiple services that were written at different times with differing base targets. I've seen plenty of instances where updating a host server to a new runtime breaks some service that also runs on a given server.
With docker, you can run them all... given, you can do the same with virtualization, but that has a lot more overhead. It's about maximum utilization with minimal overhead... For many systems, you only need 2-3 servers for redundancy, but a lot can run on a single server (or very small cluster/set)
I have to agree on ansible, systemd and go... I haven't done much with go, but the single executible is a really nice artifact that's very portable... and ansible is just nice. I haven't had the chance to work with systemd, but it's at least interesting.