
As data generation surges at an unprecedented pace, the landscape of data engineering evolves to meet the emerging demands of real-time processing, optimized performance, and intelligent automation. The journey from traditional to modern data systems underscores a transformation driven by cloud computing, scalable architectures, and AI advancements. This evolution is pivotal in managing increasingly complex data environments, ensuring businesses remain