If a breeder breeds for a specific egg shell shade, the eggs of that flock will be pretty close to that shade. If a breeder does not specifically breed for that trait the actual egg shall shade of brown can be all over the board.
Certain breeds should lay certain shades of eggs according to the SOP (Standard of Perfection). A lot of breeders don’t pay much attention to that.