In order to address the service fairness issue of traffic with different granularities in elastic optical networks, a fairness aware dynamic spectrum allocation scheme was proposed. A novel utility function was introduced to take into consideration the spectrum utilization together with the service unfairness during spectrum allocation process, thus greatly migitating the overall blocking performance deterioration. Simulation results reveal that the proposed scheme migitaes service unfairness problem remarkably without significant blocking performance deterioration.