Abstract. Peer-to-Peer (P2P) technologies promise to provide efficient distribution, sharing and management of resources, such as storage, pro-cessing, routing and other sundry service capabilities, over autonomous and heterogeneous peers. Yet, most current P2P systems only support rudimentary query and content routing over a single data attribute, such as the file-sharing applications popularized in Napster, Gnutella and so forth. Full-fledged applications in distributed data management and grid computing demand more complex functionality, including querying and content routing over multiple attributes. In this paper we present a class of scalable and self-organizing multi-dimensional distributed data struc-tures able to efficiently perfor...