Kubernetes

An approach to counteracting cyberattacks based on state machines within a microservice architecture is suggested. It focuses on intelligent analysis of actual and possible intrusions. The approach is devised for applications with a microservice architecture deployed on the Kubernetes platform. For purposes of the study, a special dataset has been developed. We have reproduced selected common vulnerabilities and exposures reported in 2024 and collected network traffic of intrusion cyberattacks based on them.

The article delves into the intricate challenge of scaling microservices within a Kubernetes cluster, thoroughly examining existing methodologies for scaling microservice architectures, and presenting a novel approach that involves migrating specific components. Unlike the conventional horizontal and vertical scaling strategies, which require additional resources, this proposed method focuses on migrating non-critical components to another Kubernetes cluster.