what is equivalent of a windows service on azure?

what is the way to have an always running process on azure? on windows it is windows service, but do i have to get a virtual machine just to have a single running process? I have looked at various compute options but none of them seems to match what a windows service does. Is there a different way to achieve what a windows service does on azure?