Autonomous cloud migration: Leveraging reinforcement learning for intelligent transformation

Gangapatnam, Krupal (2025) Autonomous cloud migration: Leveraging reinforcement learning for intelligent transformation. World Journal of Advanced Research and Reviews, 26 (1). pp. 3545-3555. ISSN 2581-9615

The emergence of autonomous cloud migration frameworks powered by reinforcement learning marks a transformative advancement in enterprise digital transformation. As organizations increasingly adopt cloud technologies, the complexity of migration processes demands more sophisticated solutions than traditional manual approaches. Reinforcement learning-based systems offer intelligent automation that optimizes resource allocation, enhances security measures, and streamlines migration workflows. These frameworks leverage advanced pattern recognition, dynamic workload management, and adaptive control mechanisms to ensure seamless transitions while maintaining operational stability. The integration of artificial intelligence and edge computing capabilities further enhances these systems, enabling real-time decision-making and proactive risk mitigation across complex cloud environments.