Abstract: The subject technology determines a number of execution nodes to execute a task. The subject technology determines that no virtual warehouse from a pool of virtual warehouses includes at least the number of execution nodes. The subject technology generates a new virtual warehouse including at least the number of execution nodes. The subject technology determines whether a previous execution of a prior task was completed in less than a threshold time period of a time interval, the time interval corresponding to a particular period of time for executing at least one task. The subject technology increments a score corresponding to a size of a particular virtual warehouse. The subject technology selects the new virtual warehouse from the pool of virtual warehouses based at least in part on the incremented score and the number of execution nodes included in the selected new virtual warehouse.

Abstract: The subject technology determines a number of execution nodes to execute a task. The subject technology determines that no virtual warehouse from a pool of virtual warehouses includes at least the number of execution nodes. The subject technology generates a new virtual warehouse including at least the number of execution nodes. The subject technology determines whether a previous execution of a prior task was completed in less than a threshold time period of a time interval, the time interval corresponding to a particular period of time for executing at least one task. The subject technology increments a score corresponding to a size of a particular virtual warehouse. The subject technology selects the new virtual warehouse from the pool of virtual warehouses based at least in part on the incremented score and the number of execution nodes included in the selected new virtual warehouse.

Abstract: The subject technology determines usage history metadata. The subject technology predicts a size value indicating an amount of computing resources to request for executing a set of queries based at least in part on the usage history metadata. The subject technology determines, during a prefetch window of time within a first period of time, a current size of a freepool of computing resources. The subject technology, in response to the current size of the freepool of computing resources being smaller than the predicted size value, sends a request for additional computing resources to include in the freepool of computing resources. The subject technology receives an indication that the request for additional computing resources was granted. The subject technology performs an operation to include the additional computing resources in the freepool of computing resources.

Abstract: The subject technology receives a task for executing in a network-based data warehouse system. The subject technology determines a number of execution nodes to execute the task. The subject technology, based on the number of execution nodes, selects a virtual warehouse that includes at least the number of execution nodes. The subject technology sends the task to the virtual warehouse for execution. The subject technology receives an indication that execution of the task is complete. Further, the subject technology provides an indication that the virtual warehouse is idle.