Explaining capacitance formula of electrolytic capacitor
The key to the high density of capacitance in aluminum electrolytic capacitors is the fact that the etching causes a large increase in surface area. On top of that, the thin oxide layer that is built up can be very thin, also aiding in getting these high values of capacitance:

Take a look at this picture, from wikipedia (By user Elcap, own work):