Abstract: Modern data platforms increasingly demand the seamless integration of real-time event processing and batch analytics. Apache Spark Structured Streaming offers a unified processing engine that supports both paradigms through a single programming model, enabling consistent, scalable, and fault-tolerant data pipelines.