Patent ID: 11954468
Assignee: EMC IP HOLDING COMPANY LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G  H | IPC G  H

Claim 8:
9. A non-transitory storage medium having stored therein instructions that are executable by one or more hardware processors to perform operations comprising:
deploying an application to a distributed computing environment in accordance with a deployment plan;
collecting test telemetry data and training a machine learning model using the test telemetry data,
wherein the test telemetry data includes one or more of runtime traffic data, HTTP request and response codes, resource consumption, resource access, or combination thereof;
collecting telemetry data associated with deploying the application to the distributed computing environment;
generating an inference from the machine learning model, based on the telemetry data, wherein the inference includes insights on the deployment plan; and automatically expanding the deployment if the inference is successful and automatically rolling back the deployment if the inference is fail,
wherein a successful deployment for a portion of the deployment plan is based in part on a time period of successful execution.