There are considerable difficulties associated with calculating the prevalence of covert, illegal and stigmatized activities. This paper outlines new methods we have developed for calculating the prevalence of both drug-injecting street prostitution and non-injecting street prostitution in Glasgow. Our data indicate that Glasgow has a much higher level of injecting drug use than has been reported among prostitutes in other British cities.