The quality and correct size are far more important. It’s more about design really. If one transformer is used multiple windings can provide several taps for multiple stages in the amp or preamp. Sound engineering and a designer with a good ear is a better way to pick gear.
Some big name brands are famous for self destructive flaws in the power supply. Worth doing a bit of research. Bias circuits, proper heat sinks and chassis ventilation, parts quality, will it drive a 2 ohm load? Many questions to ask if you plan on keeping it and enjoying it.
I have owned amps that took 2 people to lift. My current amp does not even have a transformer at all. Lots of good gear from brilliant designers to choose from.