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Research Topics for Scaling of Cloud Resources

Scaling of Cloud Resources

Interesting Research Topics for Scaling of Cloud Resources

Research on Scaling of Cloud Resources focuses on developing strategies to dynamically adjust computational, storage, and network resources in cloud environments to meet varying workloads, ensure optimal performance, and maintain cost efficiency. This area explores both vertical scaling (adjusting resources of existing instances) and horizontal scaling (adding or removing instances) to provide elastic cloud services. Key research directions include predictive auto-scaling using machine learning, SLA-aware scaling policies, and real-time load balancing techniques. Other emerging topics involve energy-efficient and cost-aware scaling, containerized and serverless resource scaling, multi-cloud and hybrid-cloud scaling strategies, and QoS-aware scaling frameworks that maintain latency, reliability, and throughput requirements. Additionally, research on fault-tolerant and self-adaptive scaling, edge-cloud integrated scaling for latency-sensitive applications, and reinforcement learning-based approaches for intelligent resource scaling represents promising avenues for optimizing cloud resource management.