Oreo milk tea is a mixture of black tea, sugar, milk, Oreo cookies and cheese powder. Black Tapioca pearls are also used to make this tea. Oreo is a brand of a cream-filled sandwich cookie consisting of two (usually chocolate) wafers with a sweet creme filling.