The trick to a light, crumbly cake is not over-working the batter. Fold the liquid through the flour until combined, but don’t continue beating after. Work quickly and pre-line your tin, so that you can pour in the batter and bake straight away for best results.
You can use some Natvia or Xylitol in place of the brown sugar and icing sugar for a reduced sugar version of the cake.