When current is applied to a Capacitor what exactly happens & how does the discharge work?

This would be with smaller PCB Type capacitors. I've just never understood, for example: if you apply voltage to a capacitor and if fills up within x amount of time, does it discharge fully and then recharge again, creating a pulse, or does it let the current flow while still charging?