When debugging a stream application, the ability to change the log dynamically is a powerful troubleshooting feature. However, since typical stream applications handle millions of events per second, changes to log levels can impact performance unless safeguards such as expiration policies are defined. The following diagram shows how to change log levels with expiration policies.