Why does an ideal generalist database remain elusive? Our new article explores the rise of purpose-built databases and the messy data infrastructure that results. We examine classification challenges, practical usage categories, and the limitations of naive parallel replication to understand why specialized databases remain crucial. Discover the complexities that keep the perfect all-in-one database out of reach.