Introduction: Spark’s Enduring Role in the Real-Time Data Revolution The relentless surge of data, fueled by IoT devices, streaming services, and interconnected systems, demands real-time processing capabilities that traditional batch-oriented approaches simply can’t provide. Looking ahead to 2030 and beyond, Apache Spark stands as a cornerstone technology for tackling this challenge. While newer frameworks emerge,