You can use any sponge cake of your choice as base.
The cake is mildly sweet and most of the sweetness is from the milk, so increase the condensed milk upto even the whole can if you like yours sweet. For us, the quantity mentioned was sweet enough.
For a mild saffron flavor, feel free to skip the saffron used in the cake, and use it only in the milk.