Proactive control of task execution in a hyperscaler

A system comprising:

• one or more processors;
• and
• one or more storage devices storing instructions that, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
• obtaining a set of tasks designated for execution within a hyperscaler,
• collecting data on an operational readiness of operational resources required by the designated tasks,
• estimating a future success metric for a task of the designated tasks based on the operational readiness of the required operational resources,
• comparing the estimated future success metric to a minimum acceptable success threshold,
• in response to determining that the likelihood of successful completion is below the minimum acceptable success threshold, queuing the task for deferred execution, and
• in response to determining that the likelihood of successful completion is not below the minimum acceptable success threshold, passing the task to a scheduling mechanism of the hyperscaler for execution.

One or more non-transitory computer-readable media storing computer-executable instructions that, when executed by a computing system, cause the computing system to perform operations comprising:

• obtaining a set of tasks designated for execution within a hyperscaler,
• collecting data on an operational readiness of operational resources required by the designated tasks,
• estimating a future success metric for a task of the designated tasks based on the operational readiness of the required operational resources,
• comparing the estimated future success metric to a minimum acceptable success threshold,
• in response to determining that the likelihood of successful completion is below the minimum acceptable success threshold, queuing the task for deferred execution, and
• in response to determining that the likelihood of successful completion is not below the minimum acceptable success threshold, passing the task to a scheduling mechanism of the hyperscaler for execution.