We consider a stochastic Burgers equation. We show that the gradient of the corresponding transition semigroup $P_t\phi$ does exist for any bounded $\phi$; and can be estimated by a suitable exponential weight. An application to some Hamilton-Jacobi equation arising in Stochastic Control is given.