Enterprise data warehouses (EDW) have long been the norm to handle analytic processing, but these systems have been pushed to their limits trying to support more data and increasing usage. These constraints on data flexibility, self-service access, and cost-effective scalability have forced IT teams into a pattern of saying “no” to new business demands as they focus on containing the costs of existing workloads.