Yes, jalapeños are technically classified as fruit. So are other peppers like bell peppers, cayenne peppers, and Scotch bonnet peppers. This is because they develop from the flower of the plant and contain seeds. However, for cooking purposes, we usually consider peppers to be vegetables, because they have a flavor profile that’s more similar to vegetables than it is to most fruits.