Data reduction is a common preprocessing task in the con-text of the k nearest neighbour classification. This paper presents WebDR, a web-based application where several data reduction techniques have been integrated and can be executed on-line. WebDR allows the perfor-mance evaluation of the classification process through a web interface. Therefore, it can be used by the academia for educational and experi-mental purposes.