What are stateful operations in stream processing? How do frameworks like Flink and Spark manage state, and what challenges does state management introduce?

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Stateful operations maintain information across multiple events, enabling computations that depend on history rather than just the current event. Understanding state management is essential for building correct and efficient streaming applications.