How do I find a lost Apple AirTag?

when electronics stop getting power then all their functionality stops

only way to find an apple tag without power is to retrace your steps and look the last place you had it and ..

If the AirTag's battery is depleted, it will not be able to located via the Apple Find My network, so as Rudegar has already mentioned, you would have to go physically looking for it.