Patent ID: 11917031
Assignee: DELL PRODUCTS L.P.
Field: Digital communication (Electrical engineering)
Classification: CPC H | IPC H

Claim 15:
16. A non-transitory machine-readable medium, comprising executable instructions that, when executed by a processor, facilitate performance of operations, the operations comprising:
collecting resource parameter data of a resource used by message broker of a microservices environment, wherein a behavior of the message broker is representative of a collective behavior of one or more microservices in the microservices environment;
obtaining, based on the resource parameter data and historical data, a predicted message delivery time value and associated prediction confidence data;
determining, based on the predicted message delivery time value and the associated prediction confidence data, that the predicted message delivery time value satisfies a resource deletion criterion;
triggering a deletion of a message broker resource, wherein the deletion is automatic or semi-automatic, and wherein a semi-automatic deletion results in the message broker resource being deleted based on the message broker resource not being utilized within a defined time interval; and
in response to 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, training a regression model usable to obtain the predicted message delivery time value, wherein a regression technique applied to obtain the predicted message delivery time value comprises symmetric conformal quantile regression.