An improved performance management technique allows automatic determination dynamic thresholds of a metric based on a baseline of the matching pattern. A pattern matching process is conducted against a set of baseline patterns to find the matching pattern. If a matching pattern is found, the baseline of the matching pattern is used as the dynamic threshold. A series of sanity checks are performed to reduce any false alarms. If the metric does not follow any pattern, a composite of baselines is selected as the dynamic threshold.