This paper deals with forecasting of single period products taking the apparel industry as an example. Due to the resulting shortcomings of conventional forecasting methods, i.e. the statistical methods, and subjective estimates, the improvement of sales forecasting using a community-based approach is proposed. A platform for a professional community can be created by cloud computing tools.