www.digikey.com you can get ALOT of stuff from there... not the best price, but usually decent.
www.mouser.com is also a good source, especialy LARGE aluminum electrolytic caps, like the ones I used to build my gauss and rail guns when I was in college.
oh, and though the explanation of caps was pretty good... caps dont really "conduct" electricity. They are always open, they induce electric (inductors use magnetic) fields in the other plate of the cap... thus making current. However they only do this when there is a voltage CHANGE.
aka I = c*(dV/dt)... current = capacitance times the derivative of voltage with respect to time.... no change in voltage... no current (assuming the cap has reached it's DC state... a standard assumption of this is 5 time constants after it's last change (time constant = capacitance * resistance of circuit cap is in + the caps own parasitics including lead inductance!!!!! (big factor at high frequencies, impedance can be annoying....)).
Also, as side note, the dielectric used in the cap changes it's capacitance as well as it's ESR, it's voltage rating, and it's life expectancy. Higher voltage higher capacitance caps require the dielectric with a higher epsilon (electric permativity), and a higher resistance as to not allow a high leakage current between the cap plates, or else you can boil the dielectric with too much current/heat and BOOM goes the cap. However this is hard to make because not only is it hard to make high epsilon materials, but they tend to like to conduct electricity more... making them even harder to make and more expensive. Also, putting the plates closer together increases their capacitance, but again you need an even higher resistance in the dielectric or else above said will occur.... and if you get too close no matter how good your dielectric is you can arc between the plates = bad as well. At DC voltages caps look like an open, if arcing occurs it will look like a short at DC for short on and off.
Because the evaporating of the electrolyte in aluminum electrolytic caps from heat (current between the plates through the dielectric and causes heat increasing this on top of ambient temps), and other factors that are complicated and I wont get into, using a cap that is rated for a higher voltage than the application you are using it in will effectively increase MTBF (mean time before failure). The typical rule of thumb is to use a cap that is rated at 2x the voltage you will be using it at (when using aluminum electrolytic caps). So if you replace the caps in the system with the same capacitance and low ESR caps, but use a higher voltage rated cap you will decrease the likely hood of failure again... however it will cost a few more cents per cap... lol