In this paper, we aim to shed some light on the inflation dynamics in the Caribbean. We analyse the inflation rates for twelve countries using various time series methods. The results show that the inflation rates are mean reverting processes and that there is evidence of a convergence club in inflation rates within the area, which contradicts previous studies. Our contribution implies a high degree of similarity in the dynamics of our target countries' inflation rates.