In this chapter, we looked at how to do metrics collections, the different metrics contexts and their groups, and the package APIs for integration with Ganglia for graphing the metrics. In the next chapter, we will look at the monitoring of some of the other components of Hadoop, such as Hive and HBase, and some performance improvement tips and tuning.