In this talk, I would like to interweave our own results with open questions for intrusive Galerkin-like methods to perform UQ for hyperbolic conservation laws. These include hyperbolicity and entropy, spectral approximations and the Gibbs phenomenon, computational aspects as well as methods to address the high dimensionality.