Predicting application and network performance

A system comprising:

• a processor;
• and
• memory including instructions that, upon execution by the processor, cause the system to:
• capture telemetry from a plurality of servers and a plurality of network devices of a network;
• analyze the telemetry;
• generate, based on the analyzed telemetry, one or more models with one or more data points associating a first amount of latency of an application, one or more amounts of computing resources of a server utilized to execute the application, one or more total amounts of the computing resources, and one or more distances of the server relative to one or more of the plurality of servers and the plurality of network devices;
• generate one or more updated models by applying one or more changes to the one or more models;
• and
• determine a second amount of latency of the application using the one or more updated models;
• determine the one or more changes decreases a latency of the application from the first amount of latency to the second amount of latency;
• and
• apply the one or more changes to the network in response to the determined decrease.

A non-transitory computer-readable medium having instructions that, upon being executed by a processor, cause the processor to:

• capture telemetry from a plurality of servers and a plurality of network devices of a network;
• analyze the telemetry;
• generating, based on the analyzed telemetry, one or more models associating a first amount of latency of an application, one or more amounts of computing resources of a server utilized to execute the application, one or more total amounts of the computing resources, and one or more distances of the server relative to one or more of the plurality of servers and the plurality of network devices;
• generate one or more updated models by applying one or more changes to the one or more models;
• and
• determine a second amount of latency of the application using the one or more updated models;
• determine the one or more changes decreases a latency of the application from the first amount of latency to the second amount of latency;
• and
• apply the one or more changes to the network in response to the determined decrease.