Abstract: Described are systems and methods for providing dynamic, adaptive, real-time traffic rules for applications employing a microservice architecture. Embodiments of the present disclosure can utilize historical and real-time traffic information, as well as real-time computing resource information, to determine flow and retry rules that are to be enforced for one or more services associated with an application. The flow and retry rules can be continuously and iteratively updated based on changing real-time traffic and computing conditions. Advantageously, embodiments of the present disclosure can mitigate failures encountered by client devices in response to application programming interfaces (API) calls to the various services.