Containerized applications facilitate deployment and reliability across platforms, particularly in microservices. However, they may face memory issues, often leading to performance degradation and crashes. Proper tools and configurations, like heap dump analyzers and JVM adjustments, are crucial for troubleshooting memory problems effectively in environments like Kubernetes. Planning and monitoring can enhance diagnostics.