> Romans only really cared about Italy
Yeah, so they famously instituted for-profit tax collection: "we'll auction off the right to collect what you can!" Are you telling me that the competing individuals who were willing to bid the highest amount for this privilege were less effective at it than the kings who had preceded them?
Historians often talk about Rome's "tenacity" -- the fraction of their male population they were willing to throw into the meat grinder of a failing war machine, the number of people they were willing to nail to trees when they risked their lives to complain about taxes, the lengths they were willing to go to in order to put down a tax rebellion (see: the giant earthen ramp up the walls of Masada) and so on. Rome is often credited with being more tenacious than their adversaries.
It's not impossible that taxes were generally lower, but I tend to suspect there are some serious qualifiers, like "in Italy," or "during peacetime," or "for those who the Romans were trying to make a positive example of."
Rome tried many different kinds of tax policies in it's territories. The relatively light touch they finally ended up was essentially a reaction of first trying a policy so maximally extractive that it could be described as genocidal.
One of the reasons why Roman empire was so stable was that Roman taxes were actually lower and simpler than whatever taxes the local kings imposed previously. This makes sense if you think about it: Romans only really cared about Italy, and they didn't have to extract much resources from all the provinces to enrich Italy significantly. Previous rulers typically had only their small kingdom to tax, so they taxed it heavily.