CPC H04L 67/562 (2022.05) [H04L 41/0622 (2013.01); H04L 67/51 (2022.05); H04L 67/60 (2022.05)] | 20 Claims |
1. A system, comprising:
a processor; and
a memory that stores executable instructions that, when executed by the processor, facilitate performance of operations, the operations comprising:
monitoring communications of a message broker to collect resource parameter data of a resource of the message broker, wherein a behavior of the message broker is representative of a collective behavior of one or more microservices associated with the message broker;
obtaining, based on the resource parameter data of the resource of the message broker and historical data, a predicted message delivery time value;
determining whether the predicted message delivery time value satisfies a resource deletion criterion;
in response to determining that the predicted message delivery time value satisfies the resource deletion criterion, taking an action to delete the resource, wherein deletion of the resource is semi-automatic, resulting in the resource being deleted based on the resource not being utilized within a defined time interval; and
training a regression model used to obtain the predicted message delivery time value based on a number of incoming data points being determined to be equal to a number of the one or more microservices associated with the message broker, wherein a regression technique applied to obtain the predicted message delivery time value comprises symmetric conformal quantile regression.
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