This document discusses dynamic cloud pricing for revenue maximization. It first discusses how static pricing is currently dominant but dynamic pricing could improve revenue. It then outlines three contributions: 1) an empirical study finding Amazon spot prices are not set by market demand, motivating developing market-driven dynamic mechanisms, 2) formulating revenue maximization as a stochastic dynamic program to characterize optimal conditions, and 3) extending the model to consider non-homogeneous demand.