Devinder Tokas 2026. Distributed Big Data Frameworks and High-Scale Service Design: Proven Engineering Patterns Across Cloud-Native Deployments. International Journal of Computational and Experimental Science and Engineering. 12, 1 (Mar. 2026). DOI:https://doi.org/10.22399/ijcesen.5086.