The cloud infrastructure promises to free developers from hardware-related worries, but it still requires manual effort for tasks like capacity planning, provisioning, sharding, backups, performance tuning, and monitoring. Many applications struggle with stateful services, particularly databases, which are at the core of the cloud operations trap. To avoid this trap, databases should be adaptive and serverless, only charging for queries actually run and data actually stored.