The gaseous component of the debris disk surrounding Beta Pictoris has been subject of detailed observations. The characteristics of the CO detected with HST and the search for H2 with FUSE demonstrated that the evaporation of frozen bodies like comets must produce the CO seen in the disk. Extensive observations of spectral variability of Beta Pictoris are now interpreted by extrasolar comets evaporating in the vicinity of the central star in this young planetary system. We will present the result of a large survey of these extrasolar comets carried out with HARPS. For the first time, these observations allowed us to discriminate two different dynamical families of comets. One family could be the result of a recent break-up of one or two comets, while the dynamical characteristics of the other family is consistent with a mean motion resonance with a massive planet as proposed by Beust & Morbidelli. In short, we are witnessing an intense cometary activity which is likely similar to the one which took place four billion years ago in our own Solar system.