This paper explores the convergence of cloud and high-performance computing (HPC), highlighting serverless computing as an efficient model for managing dynamic, compute-intensive workloads. By reviewing 122 articles from 2018 to 2025, the authors provide a new taxonomy and analysis of trends to guide the development of next-generation parallel solutions.