I'd like to know what people have found to sound best in practice.
Unfortunately, there is no general rule. Some Cartridges sound well without SUT AND are also good sounding when you connect it to such a unit.
And some wake up with it, some not and there is everything in between.
The main problem - IMHO - is to find a good SUT, most are colouring and degrading the Signal. The only one I can bear is the Kondo SFz.
Sometimes it's Magic.
Not always, but sometimes.