Every May, JAX MAINZ hosts a five-day conference for Java and Software Architecture professionals. This year, architect Ram Lakshmanan presented on using machine learning and micro-metrics to forecast production issues. His approach highlights nine critical metrics, promoting proactive problem detection and effective root cause analysis through advanced observability techniques.