You can also use vanilla flavored plant milk. This can likewise be out of oats or soy beans or whatever you prefer.
When mixing all ingredients together, make sure not to overmix it. Else the cake will become dense afterwards.
If you prefer, stir together powdered sugar and lemon juice for a lemon glaze to put on top. We think even simple and plain you will be tempted for another piece.