In a recent study, (Tian et al 2010) introduced a real-time bias adjustment method for correcting satellite data. In this paper, a similar methodology is adopted for creating a consistent climatology. Having both GPCP (G) and real-time satellite data (S) for the overlap period (2000–10), one can derive the joint probability P.G; S/ using the Bayesian theorem