I also implemented a robust monitoring system to continuously track the application's performance metrics such as CPU usage, memory consumption, and response times. This proactive monitoring helped in early detection of potential issues, allowing for timely interventions. In addition, I set up a comprehensive logging system to capture detailed logs for troubleshooting and auditing purposes. The logging system was configured to record various levels of logs, from application-specific events to system-level activities.