1. A system comprising: a normal behavior characterization module configured to (i) receive values for a first metric of a plurality of metrics, and (ii) generate a baseline profile indicating normal behavior of the first metric based on the received values; an anomaly identification module configured to identify an anomaly in present values of the first metric in response to the present values deviating outside the baseline profile; an anomaly behavior characterization module configured to (i) analyze a plurality of prior anomalies identified by the anomaly identification module and (ii) develop a model of the anomalies of the first metric; and an anomaly scoring module configured to determine a first score for a present anomaly detected by the anomaly identification module for the first metric, wherein the first score is based on characteristics of the present anomaly and the model of the anomalies of the first metric.