We introduce a stochastic analogue of the Knothe-Rosenblatt type rearrangements, which we call the Knothe-Rosenblatt processes and which can be considered as a generalization of the h-path processes. We also give a characterization by the convergence result on a class of stochastic control problems, which might be useful for the numerical analysis of the process.