Memory usage in Prometheus can escalate dramatically in enterprise Kubernetes environments due to high-cardinality metrics and labels. This article details methods to analyze and reduce memory consumption effectively, including identifying redundant metrics and employing scripts to optimize monitoring without losing essential data.