Dynamic, Load-Based, Auto-Scaling Network Security Microservices Architecture

System, methods, and apparatuses used to monitor network traffic of a datacenter and report security threats are described. For example, one embodiment scales out a hierarchy of microservices in a security system. In particular, the embodiment calls for scaling out a hierarchy of microservices in such a security system, creating a new microservice of a first hierarchy, configuring data plane connectivity between the new microservice and a microservice of a second, higher-level hierarchy; configuring data plane connectivity between the new microservice and a microservice of a third, lower-level hierarchy; and configuring the microservices of the third level of hierarchy to include the new microservice in load balancing decisions to the first hierarchy.