Capital One Services, LLC

Joseph Krasinskas

Eric K Barnum

Anthony Paul Reynolds

Bryan Pinos

A computer-implemented method is disclosed. The method can comprise: monitoring utilization of a cloud architecture component that is being used by a component utilizer; determining, via a machine learning model, a pattern of usage of the cloud architecture component based on the monitoring; determining, based on the pattern of usage, a first time period when the cloud architecture component is excessively used by the component utilizer and a second time period when the cloud resource is scantily used by the component utilizer; and orchestrating, based on the first and second time periods, a scaling of the cloud architecture immediately before a subsequent iteration of the pattern of usage by the component utilizer.

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Vienna, VA, United States of America

Joseph Krasinskas