I have a homepod mini and tried to plug it into a lower powered USB charger than it wanted. It wouldn't even boot. I'm not sure if that's because it didn't support the correct voltage or wattage, but either way it would be a pain to discover that after buying a couple of cheaper USB chargers.
Homepods have no internal battery.

