Dynamical systems are inevitably subject to noise perturbations, making the stability of invariant measures under noise perturbations a fundamental problem. Such a stability is well-known for physical measures in hyperbolic systems, but remains widely open for more general systems.  This talk will present some recent results on stochastic stability of physical measures in both conservative and dissipative systems.