This paper develops a hybrid sales forecasting algorithm for fast fashion operations. The algorithm can work well with limited time and data. Insights on the situations under which the algorithm works especially well are revealed. Managerial implications to fast fashion operations are discussed. This paper lays the foundation for achieving real time fast fashion forecasting.