Data analysis in very large databases requires innovative techniques. In an exploration and discovery scenario, the performance of standard SQL techniques can be unacceptable. This paper provides a methodology and case study for an alternative technique. Keywords Data warehouse, VLDB, data analysis, performance, synthetic join.