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hi welcome to this new video where i will show you what happens when you use the watermark and windows in structured streaming in my demo i will use a very simple example based on apache kafka and as you can see i will read the topic which is called windows watermark and i will consume this schema composed of these two fields later on i will just select the these fields convert them into the structure and use even time as my watermark and base for the window interval and i will also use the count column to my stateful aggregation and i will display everything on the console and the idea is to show you that we can have some but quite bad assumptions about the watermark applied on the window-based processing instructors streaming i will not detail very much internals so i will not discuss a lot of internals in this video to discover them i invite you to the article which is linked in the description of this video and here i will just demonstrate you the points that im discussing in thi