This article reviews trajectory surface hopping methods to study conformationally controlled photochemistry. Besides focusing on the linear response time-dependent density functional theory surface hopping method, it reviews the generation of Boltzmann ensembles as starting conditions for photochemical dynamics, the calculation of electronic and vibronic absorption spectra, and the prediction of wavelength-dependent photochemical product quantum yields. Applications include organic photochemistry and vitamin D photochemistry.