Please refer
https://ci.apache.org/projects/flink/flink-docs-master/dev/event_timestamps_watermarks.html
for assigning timestamps.
 
You can do map after keyby to assign timestamps

e.g:

val withTimestampsAndWatermarks: DataStream[MyEvent] = stream
        .filter( _.severity == WARNING )
        .assignTimestampsAndWatermarks(new MyTimestampsAndWatermarks())

withTimestampsAndWatermarks
        .keyBy( _.getGroup )
        .timeWindow(Time.seconds(10))
        .reduce( (a, b) => a.add(b) )
        .addSink(...

~Pushpendra



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