This paper presents a simple but general analytical estimate of the characteristic time of crossing a long, high, and arbitrary bumpy free energy barrier in the course of a sequential (one-dimensional) chemical, biochemical, or physical reaction. This estimate is based on a generalized steady-state approach developed in this paper.