For Java I'd written a Logback exception sender[0] that creates metrics tagged by level, class, exception class, cause classes. I'll say that it is a quick and convenient way to see changes in system error characteristics. I had used a similar setup for Graphite but didn't work as well without tags.<p>Since DataDog charges by number of metrics and each tag combination counts as one, actual exception messages should only be included in tags if they don't have instance-varying text.<p>[0] <a href="https://github.com/karmakaze/logback-metrics-datadog" rel="nofollow">https://github.com/karmakaze/logback-metrics-datadog</a>