After deploying Kube-Prometheus-Stack, I very quickly found that the persistent volume I provisioned was way too small! After a bit of research, I found that Kuberenetes does not support PV expansion for StatefulSets. The solution is to manually patch and expand the persistent volume in question https://prometheus-operator.dev/docs/platform/storage/#resizing-volumes
I guess I should setup some alerts next!