The experience proved that integration of multi-agent and data mining technologies provides mutual enrichment of them both and leads to emergence of new design technologies and systems with better properties. However, this integration put forward novel problems of different kinds. The paper considers agent-based distributed design technology of distributed classification systems and presents basic components of the software infrastructure intended for support of the aforementioned design technology. The paper also analyzes associated problems and outlines some basic solutions proposed.