That has been my experience too. I've setup a small RabbitMQ cluster on kubernetes and it was pretty straightforward. It also comes with a handy web UI which was more than I expected.

The hardest part seems to be answering the "Why isn't X receiving messages from Y?" question. Although it didn't help that I got '*' and '#' switched around in my head (seriously, '#' is the wildcard?!)