I think not many Hortonworks (one of the leading Hadoop distributions) administrators know about Grafana (very cool tool for visualising time based data). You go to Ambari -> Ambari Metrics -> Quick Links -> Grafana:
After you open Grafana, there are several dashboards:
Each one may help you in specific issues. For example:
(screens were taken from HDP version 2.4)