SaintEtiQ is a data summarisation system which provides synthetic user-friendly views over large databases. The fuzzy-set based representation of summaries provides an effective way of dealing with uncertainty in data, and natively supports flexible queries. A user-centric approach of a summary-oriented knowledge discovery process has been integrated into the prototype. We also enhanced the implementation with a set of tools to generate the background knowledge required for the summarisation process. Finally, a complete graphical user interface has been developed to support the user manipulating and browsing data, background knowledges and summaries. SaintEtiQ is now available as a Web service. It has been registered in 2005 to the APP (Agence pour la Protection des Programmes).