In terms of what shape:
Many commercial machines have sligthly rounded showers, others have flat showers. Most domestic machines have flat showers.
It should be safe to say then, that the profile of the tamper should be chosen to suit the machine!
I do not like flat tampers, and all my commercial "toys" have sligthly rounded showers ergo, I really like tampers with that slightly rounded profile! ;)