Good question!

The answer depends on funding, i.e. in my own never-leaves-my-house case it is always self-host, much like SOC work.

In the case of startup or research lab work (day-job, for lack of a better descriptor). It's frequently a slice of AWS, GCP, or Azure, i.e. 6 figure/mo cloud bills.

I think those two broad cases are worth considering.