Do you have to calculate this beforehand? Because that is pretty hard to predict.

Especially if you use autoscaling.

Besides hardware provisioning cost, you also have the DBUs.

And the type of VMs which is used, job cluster or interactive cluster etc.

Now, on Azure there is an excellent cost breakdown possible, I suppose on AWS this is also possible.

But that is of course post hoc, so your jobs have already run.