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hey everyone so today we will be talking about a spark structured streaming windows operation right and then we will be touching something about water marking um which is for late coming events and then we will jump to joins okay but before we jump to windows operation lets understand quickly what window exactly means right um so in very simple terms we have all the events coming in from from some source so lets say this star source or we can say our streaming source right and this is your spark structured streaming application right so what exactly is going on that these events are coming in some interval lets say this particular events came in five seconds these events came in five seconds and more events are coming in lets say five second two seconds whatever so now the question arises how do we need to process these events right obviously we can we can process them as soon as they they came for example once this this events came well process it lets say this is event e1 as s