This paper is concerned with the subject of performance measurement and benchmarking in Data Warehouses. We aim to clarify the issues surrounding the concept of performance measurement in Data Warehouses by examining and discussing the general themes of benchmarking, performance, and current industry standards. Data Warehouse performance measurement into two areas: objective measures and subjective measures. We conclude by providing specific guidelines for benchmarking a data warehouse project.