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https://issues.apache.org/jira/browse/FLINK-12855?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17134826#comment-17134826
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Jark Wu commented on FLINK-12855:
---------------------------------

I like this feature! I'm thinking that is this borrowed some ideas from Amazon 
Kinesis [Stagger 
Windows|https://docs.aws.amazon.com/kinesisanalytics/latest/dev/stagger-window-concepts.html]?
 Did you consider to make it as a new window type instead of a parameter of 
TUMBLE window? 

I have this question, because Tumbling window in some places called Fixed 
window (e.g. Apache Beam),  the window start and end should be fixed? A new 
type of window for this may help to distinguish the use cases. 

Btw, I'm looking forward to also support event time windows for this. 

> Stagger TumblingProcessingTimeWindow processing to distribute workload
> ----------------------------------------------------------------------
>
>                 Key: FLINK-12855
>                 URL: https://issues.apache.org/jira/browse/FLINK-12855
>             Project: Flink
>          Issue Type: New Feature
>          Components: API / DataStream
>            Reporter: Teng Hu
>            Assignee: Teng Hu
>            Priority: Major
>              Labels: pull-request-available
>             Fix For: 1.12.0
>
>         Attachments: stagger_window.png, stagger_window_delay.png, 
> stagger_window_throughput.png
>
>          Time Spent: 10m
>  Remaining Estimate: 0h
>
> Flink natively triggers all panes belonging to same window at the same time. 
> In other words, all panes are aligned and their triggers all fire 
> simultaneously, causing the thundering herd effect.
> This new feature provides the option that panes could be staggered across 
> partitioned streams, so that their workloads are distributed.
> Attachment: proof of concept working



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