What can I substitute bicarbonate of soda with?

You can substitute bicarbonate of soda with baking powder, though keep in mind that baking powder is a combination of tartaric acid and bicarbonate of soda. This may change the flavor slightly but will still provide the leavening effect needed in most recipes.