As every match on BorrowMyDoggy is different, it completely depends on you and the owner.
It's important you discuss this with the owner during your 'Welcome Woof'. Owners will usually provide the food, particularly if there is a certain type of food the dog likes, and if you wished to feed the dog something else too we would recommend discussing this with the owner first.