Secure detection and correction of inefficient application configurations

A system comprising a first computing environment and a second computing environment, the first computing environment comprising:

• a first processor;
• and
• a first memory storing instructions which, when executed by the first processor, cause the first processor to:
• receive an application for execution in the first computing environment;
• execute the application a plurality of times according to a plurality of configurations;
• measure a plurality of execution metrics associated with the plurality of configurations;
• train, based on the plurality of execution metrics and the plurality of configurations, a classifier model to identify one or more preferred configurations for the application;
• and
• provide the classifier model to the second computing environment, the second computing environment comprising:
• a second processor;
• and
• a second memory storing instructions which, when executed by the second processor, cause the second processor to:
• detect, using the classifier model, inefficient configurations for subsequent deployments of the application within the second computing environment.

A non-transitory, computer-readable medium storing instructions which, when executed by at least one processor, cause the at least one processor to:

• receive an application for execution in a first computing environment;
• execute the application a plurality of times according to a plurality of configurations;
• measure a plurality of execution metrics associated with the plurality of configurations;
• train, based on the plurality of execution metrics and the plurality of configurations, a classifier model to identify one or more preferred configurations for the application;
• provide the classifier model to a second computing environment;
• and
• detect, using the classifier model, inefficient configurations for subsequent deployments of the application within the second computing environment.