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I am new to Flink and Flink CEP. When working with Event Time, does Flink CEP iterates the events to check patterns in ascending (event-)time order or not? Thanks in advance!

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Yes, when working with event time, Flink's CEP library sorts the events by their timestamps. It uses the watermarks to know when events can safely be considered ready for processing.