Abstract: Methods, systems, and computer-readable media for implementing optimization of a service-oriented system using trace data are disclosed. One or more call graphs are determined based on trace data for a plurality of service interactions between individual ones of a plurality of services. The trace data comprises performance data for the service interactions. The call graphs comprise one or more call paths, and the call paths represent individual ones of the service interactions between the services. An optimized configuration for the services is determined based on the performance data. The optimized configuration improves a total performance metric for one or more call paths in the one or more call graphs. A location of one or more of the services is modified based on the optimized configuration.

Abstract: Service fleets made up of many pieces of computer hardware may perform computational tasks. Described herein are systems and methods for optimizing costs associated with the computer hardware. In one example, an optimization system indicates an amount of hardware needed such that the service fleet operates at an optimal cost. The amount of hardware may be determined based on hardware cost metric data generated for a service fleet.

Abstract: This disclosure is directed, at least partly, to automating infrastructure operations performed for a computing service. The infrastructure operations may include many tasks that are infrequently preformed by a service owner. In some embodiments, the infrastructure operations may include procuring hardware, configuring network settings, configuring security, determining and implementing monitors/alarms, deploying the computing service, and/or scaling or otherwise maintaining the computing service. Since the service owners infrequently perform these tasks, deployment of each computing service may require the service owner to reinvent or relearn each of the infrastructure operations, which may result in large inefficiencies, errors, delays, unnecessary costs, and other undesirable outcomes.