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https://issues.apache.org/jira/browse/KAFKA-7497?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16743249#comment-16743249
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Matthias J. Sax commented on KAFKA-7497:
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You understanding seems correct. Also not the JavaDocs from `JoinWindows`
{quote}{{* In SQL-style you would express this join as}}
{{* }}
{{* SELECT * FROM stream1, stream2}}
{{* WHERE}}
{{*   stream1.key = stream2.key}}
{{*   AND}}
{{*   stream1.ts - before <= stream2.ts AND stream2.ts <= stream1.ts + after}}
{quote}
I agree, it's not necessarily a public API change. However, it's might still be 
a major change that we might want to back up with a KIP. Not sure. In the end, 
it's an optimization to void two state stores, because one state store should 
be sufficient to compute the self-join.

> Kafka Streams should support self-join on streams
> -------------------------------------------------
>
>                 Key: KAFKA-7497
>                 URL: https://issues.apache.org/jira/browse/KAFKA-7497
>             Project: Kafka
>          Issue Type: New Feature
>          Components: streams
>            Reporter: Robin Moffatt
>            Priority: Major
>              Labels: needs-kip
>
> There are valid reasons to want to join a stream to itself, but Kafka Streams 
> does not currently support this ({{Invalid topology: Topic foo has already 
> been registered by another source.}}).  To perform the join requires creating 
> a second stream as a clone of the first, and then doing a join between the 
> two. This is a clunky workaround and results in unnecessary duplication of 
> data.



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