It depends on the service and the desired level of it stack.
I generally will run services directly on things like a raspberry pi because VMs and containers offer added complexity that isn't really suitable for the task.
At work, I run services in docker in VMs because the benefits far outweigh the complexity.
That's why I used a picture of my anus for my age verification photo. The wrinkles are what sold it, I think.