Systems and methods for provisioning system components to execute jobs are provided. In one embodiment, receiving a request to provision system components of computing units for executing a job. An aggregate latency may be calculated for each of the computing units based on a startup latency for each job executing on the computing units. A computing unit with a lowest aggregate latency may be identified, and system components may be provisioned from the computing unit with the lowest aggregate latency.