Garbage Collection (GC) logs are vital for optimizing application performance and troubleshooting memory issues. Restarting an application can overwrite old GC logs, hindering analysis. Solutions include appending timestamps to log filenames or enabling GC log rotation. Each method has advantages and drawbacks, necessitating careful management to ensure all logs are accessible for future analysis.