Key flaws in the modern data warehousing approach The following is an all-too-common scenario — one that has gone without a solution for decades — that is likely to be familiar to many data engineers, business analysts, and data-driven executives: Your organization has multiple teams/groups/departments, each with its own data team processing, storing, and creating reports on its own datasets. Communication is minimal across groups.