Described embodiments provide systems and methods for using service graphs to compare performance of a plurality of versions of a microservice. A device may establish metrics from execution of a plurality of versions of a microservice of a service. The plurality of versions of the microservice are deployed concurrently for a portion of execution of the service. The device generates service graphs for each version of the plurality of versions of the microservice. The service graphs include metrics from monitoring execution of a respective version of the microservice. The device identifies differences in metrics between the service graphs for different versions of the microservice. The device requests a change in network traffic of the service between respective versions of the microservice based at least on the one or more differences.