The qualifier is "during the Roman Empire". The height of power of the publicani, and the period when they did most of their excesses as tax farmers, was essentially the end of of the Republic (and a few years in the beginning of the Empire). As the Caesars consolidated power and established a centralized buraucracy, they restricted the authority of the publicani.