The use of encapsulated oil for the preparation of a dough. The encapsulated oil comprises an inner core of oil encapsulated in an outer shell of cross-linked protein, wherein the encapsulated oil comprises at least 80 % by weight oil. The dough is formed by mixing 0.5 to 40 % of the encapsulated oil with other ingredients.