In the modern cloud era, cyberattacks no longer unfold in hours or days—they unfold in minutes. Large-scale cloud breaches, privilege escalations, supply chain compromises, and ransomware intrusions move with unprecedented speed, exploiting distributed systems that generate terabytes of logs every day. Traditional forensic workflows—manual log review, artifact collection, line-by-line event analysis—are no longer sufficient to keep pace with the threat landscape.