Jelly Babies and Cadbury's Brunch Bars. Although I often replace the Jelly Babies with the free packs of Haribo I get with bike parts orders.
One of my favourite rides takes me to a pizza place who do awesome breakfast pizzas, but that is a bit more than a snack and the ride home is way more difficult after one of those!