Scaling Kubernetes Clusters with AI-Driven Observability for Improved Service Reliability
Sandeep Pochu, Sai Rama Krishna Nersu, Srikanth Reddy Kathram · Journal of AI-powered medical innovations. · 2024
This study introduces an AI-powered observability framework integrated with Kubernetes clusters using Prometheus and Grafana. It demonstrates how predictive analytics reduces mean time to resolution (MTTR) and optimizes resource allocation. The research outlines a case study with measurable gains in service reliability and cost-effectiveness.