High-Performance Data Computing: Parallel Frameworks, Execution Strategies, and Real-World Deployments Prudhvi Naayini , Srikanth Kamatala Abstract The accelerating growth of data volume and complexity has made high-performance computing (HPC) indispensable in modern data processing. This paper offers a thorough exploration of high-performance data computing, examining foundational concepts, execution strategies, and