ArcGIS 10 spatial statistics tools (including Average Nearest Neighbor, Spatial Autocorrelation, Calculate Distance Band from Neighbor Count, and Hot Spot Analysis) to better understand the rainfall pattern.
I suppose you want to validate the satellite products. If so, collocate the satellite observations with measurements and carry out the simiple statistical analysis like finding the R^2, RMSE, scatter index.