A well-designed, well-tuned relational database has long been essential to a good database marketing system. However, over the past few years a different type of database, a columnar database, has become a strong alternative to the typical row-based relational database. Columnar databases have the ability to improve performance and lower costs and are receiving increased attention among database marketers.