Thanks Roland! For those out there with Graphite performance issue, Grafana Labs also develops an open source, Graphite compatible, performant and horizontally scalable TSDB called Metrictank. https://github.com/grafana/metrictank

I'll have to check that out! Graphite was definitely easy to set up and is a bit simpler to understand than a lot of other time-based databases.