The paper presents an application of the Variance Gamma distribution to price multivariate derivatives. The paper focuses on the practical implementation of the model in a multivariate setting. Several calibration procedures are discussed and applied to examples. In particular,
we focus on the pricing differences for several exotic structures between the MultiVariate Variance-Gamma Model and the MultiVariate Black-Scholes Flat Volatility Model.