Forget voltage, current, charge etc. first. Get the very fundamentals, energy, time and power, correctly worked out first. These apply in everything; electronics, mechanical systems, etc.
Power is SPEED. Rate of change of energy.
Power is about how quickly energy is consumed (or produced).
Unit of energy is Joule. Everything else follows. Watt is just short-hand name for 1 joule per second.
Backwards units like Wh (watt-hours) are really confusing for laymen and beginners. Really, we should just avoid them and talk about Joules when talking energy. Then, the speed doesn't really need a separately names unit. We talk about km/h or miles/h. We could just talk about MJ/h as well, but by convention, we just don't do that.
(That being said, knots is an example of a specialized unit for speed. Watt is similar.)