The Scalable Data Processing Imperative In the era of unprecedented data growth, organizations are grappling with the challenge of processing vast datasets efficiently. Advanced distributed computing frameworks have emerged as indispensable tools for tackling this challenge, enabling scalable data processing across clusters of machines. Choosing the right framework is a critical decision that can significantly