In this paper, we study the existence of proper warped product submanifolds in metallic (or Golden) Riemannian manifolds and we discuss about semi-invariant, semi-slant and hemi-slant warped product submanifolds in metallic and Golden Riemannian manifolds. We also provide some examples of warped product submanifolds in Euclidean spaces.