Cloud computing has become an essential component of modern computing, offering scalability, flexibility, and cost-effectiveness. The increasing demand for cloud services has led to a surge in resource allocation challenges. Efficient resource allocation is crucial to ensure that applications receive the necessary resources to meet their performance requirements while minimizing costs.