virtualization provides cybersecurity analysts with a controlled and secure environment for exploring malware. Through techniques like isolation, snapshotting, and network segmentation, analysts can effectively examine attack indicators and timing, enabling a comprehensive understanding of malware behavior and facilitating the development of effective countermeasures.