CPC H04L 47/765 (2013.01) [G06F 9/5011 (2013.01); G06N 20/00 (2019.01); H04L 47/824 (2013.01); H04L 47/83 (2022.05)] | 20 Claims |
1. A system for use in association with providing of at least one cloud service, the system comprising:
telemetry circuitry to access 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 at least one tenant, the at least one tenant being associated with at least one service level agreement;
prediction circuitry to predict, 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 at least one tenant; and
proactive resource allocation circuitry to proactively determine, 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 predict, with a configurable periodicity, the anticipated resource utilization based upon at least one machine learning model;
the anticipated resource utilization is associated with the at least one service level; and
the at least one resource allocation action is associated with configuration of virtual resources.
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