Multivariate generalization of Poisson-Gamma model?


I actually assumed it would be easy to find a multivariate version of the Poisson distribution, but couldn't find any concrete solution (in terms of a well cited publication). It seems that multivariate Poisson models are not commonly used in business applications ("risk management", modelling of rare events). But why is this the case? Am I looking for the wrong thing?