As cloud computing continues to revolutionize the way we do business, autoscalability has emerged as a critical component for ensuring efficient resource allocation and energy consumption. Autoscalability refers to the ability of an application or service to automatically adjust its resource allocation based on changing demands, such as fluctuations in traffic, user activity, or workload. This approach ensures that an application can maintain a consistent level of performance and availability...