Systems and methods for detection and cleanup of unused microservices. An example method comprises: identifying, by a processing device, a microservice in a running state; identifying a network proxy associated with the microservice; monitoring traffic between the network proxy and the network; determining that the network proxy has no traffic with the network during a window, wherein the window is a predetermined period of time or a predetermined amount of data that is sent to or from the network; and deleting the microservice and the network proxy.