Scalable edge computing

One or more non-transitory machine-readable media storing instructions that are executable by at least one machine, the at least one machine to be associated with a system for use in association with providing, via at least one wireless network, at least one cloud service to mobile user equipment, the mobile user equipment to be associated with at least one subscriber associated with at least one quality of service requirement, the system comprising telemetry circuitry, prediction circuitry, and proactive resource allocation circuitry, the instructions, when executed, by the at least one machine, resulting in the system being configurable for performance of operations comprising:

• accessing, via the telemetry circuitry, telemetry-related data, the telemetry-related data comprising current resource utilization data and historical resource utilization data related to at least one traffic flow associated with the providing of the at least one cloud service to the mobile user equipment;
• predicting, using the prediction circuitry, based upon the telemetry-related data, anticipated resource utilization that is expected to be associated with the providing of the at least one cloud service to the mobile user equipment;
• and
• proactively determining, using the proactive resource allocation circuitry, prior to occurrence of the anticipated resource utilization, at least one resource allocation action to permit the anticipated resource utilization to be at least satisfied;
• wherein:
• the prediction circuitry is to periodically predict the anticipated resource utilization based upon at least one machine learning model;
• the anticipated resource utilization is associated with the at least one quality of service requirement;
• and
• the at least one resource allocation action is associated with virtual resources.

A method implemented using a system, the system to be used in association with providing, via at least one wireless network, at least one cloud service to mobile user equipment, the mobile user equipment to be associated with at least one subscriber associated with at least one quality of service requirement, the system comprising telemetry circuitry, prediction circuitry, and proactive resource allocation circuitry, the method comprising:

• accessing, via the telemetry circuitry, telemetry-related data, the telemetry-related data comprising current resource utilization data and historical resource utilization data related to at least one traffic flow associated with the providing of the at least one cloud service to the mobile user equipment;
• predicting, using the prediction circuitry, based upon the telemetry-related data, anticipated resource utilization that is expected to be associated with the providing of the at least one cloud service to the mobile user equipment;
• and
• proactively determining, using the proactive resource allocation circuitry, prior to occurrence of the anticipated resource utilization, at least one resource allocation action to permit the anticipated resource utilization to be at least satisfied;
• wherein:
• the prediction circuitry is to periodically predict the anticipated resource utilization based upon at least one machine learning model;
• the anticipated resource utilization is associated with the at least one quality of service requirement;
• and
• the at least one resource allocation action is associated with virtual resources.