Cloud Computing and Hyperscale Data Centers: A Comparative Study of Usage Patterns


  • Yu Ma Northeastern University, Computer Science,Portland, Main, 04101, USA
  • Zhixuan Shen Northeastern University, Computer Science,Portland, Main, 04101, USA
  • Jinnian Shen Northeastern University, Information Systems,Oakland, California, 94613, USA



Cloud Computing, Hyperscale Data Centers, Usage Patterns, Resource Utilization, Scalability, Cost Models


The rapid growth of cloud computing and hyperscale data centers has transformed the way we store, process, and manage data. Understanding usage patterns is crucial for optimizing resource allocation, performance, security, and costs in these environments. This paper explores the similarities and differences between cloud computing and hyperscale data centers, highlighting their implications for users and providers. We discuss the importance of understanding.


Armbrust, M., Fox, A., Griffith, R., Joseph, A. D., Katz, R., Konwinski, A., ... & Zaharia, M. (2010). A view of cloud computing. Communications of the ACM, 53(4), 50-58.

Buyya, R., Broberg, J., & Goscinski, A. (Eds.). (2011). Cloud computing: principles and paradigms. John Wiley & Sons.

Gartner. (2020). Gartner Forecasts Worldwide Public Cloud Revenue to Grow 6.3% in 2020. Retrieved from

Hamilton, J. (2009). Internet-Scale Service Efficiency. Keynote presentation at the 8th USENIX Symposium on Operating Systems Design and Implementation (OSDI), San Diego, CA.

IDC. (2020). Worldwide Quarterly Cloud IT Infrastructure Tracker. Retrieved from

Mell, P., & Grance, T. (2011). The NIST definition of cloud computing. National Institute of Standards and Technology, 53(6), 50.

Sharma, R., & Bhardwaj, S. (2018). Hyperscale Data Centers: A Review of Technical Challenges, Business Models, and Recent Developments. IEEE Access, 6, 65868-65881.

Varia, J. (2010). Cloud architectures. In Amazon web services: Overview of security processes (pp. 1-10).

Vaquero, L. M., Rodero-Merino, L., Caceres, J., & Lindner, M. (2009). A break in the clouds: towards a cloud definition. ACM SIGCOMM Computer Communication Review, 39(1), 50-55.

Zhang, Q., Cheng, L., & Boutaba, R. (2010). Cloud computing: state-of-the-art and research challenges. Journal of Internet Services and Applications, 1(1), 7-18.




How to Cite

Ma, Y., Shen, Z., & Shen, J. (2024). Cloud Computing and Hyperscale Data Centers: A Comparative Study of Usage Patterns. Journal of Theory and Practice of Engineering Science, 4(06), 11–19.