Abstract: A monitoring system monitors processing of incoming messages by an application, and logs data related to performance of the application. The application includes a plurality of checkpoints, and the monitoring system logs data upon each message traversing the checkpoints in the application. The monitoring system is configured to dynamically modify checkpoints within the application based on latency detection of portions of the application, resulting in improved granularity/resolution of the data collected from congested portions of the application, and reducing the performance penalty of the monitoring system from portions of the application that are not congested.