Many business data visualization applications involve large databases with dozens ofjields and millions of rows. Interactive visualization of these databases is dificult because of the large amount of data involved. We present a method of summarizing large databases which is wellsuited to interactive visualization. We illustrate this with a visualization tool for the domain of call billing data.