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https://issues.apache.org/jira/browse/FLINK-6233?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16093298#comment-16093298
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Xingcan Cui commented on FLINK-6233:
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Hi [~fhueske],

thanks for reminding me of the state point. I thought the operator state can 
also be backed by RocksDB before. In this case, I'll suspend the task until a 
more powerful state backend for non-keyed operator is provided.

Your example has explained the issue clearly. Intuitively, the propagation 
model of the watermark needs to be enhanced so that it can be applied in such 
scenarios. I'll think it over and open another issue to track the process when 
needed. 

> Support rowtime inner equi-join between two streams in the SQL API
> ------------------------------------------------------------------
>
>                 Key: FLINK-6233
>                 URL: https://issues.apache.org/jira/browse/FLINK-6233
>             Project: Flink
>          Issue Type: Sub-task
>          Components: Table API & SQL
>            Reporter: hongyuhong
>            Assignee: Xingcan Cui
>
> The goal of this issue is to add support for inner equi-join on proc time 
> streams to the SQL interface.
> Queries similar to the following should be supported:
> {code}
> SELECT o.rowtime , o.productId, o.orderId, s.rowtime AS shipTime 
> FROM Orders AS o 
> JOIN Shipments AS s 
> ON o.orderId = s.orderId 
> AND o.rowtime BETWEEN s.rowtime AND s.rowtime + INTERVAL '1' HOUR;
> {code}
> The following restrictions should initially apply:
> * The join hint only support inner join
> * The ON clause should include equi-join condition
> * The time-condition {{o.rowtime BETWEEN s.rowtime AND s.rowtime + INTERVAL 
> '1' HOUR}} only can use rowtime that is a system attribute, the time 
> condition only support bounded time range like {{o.rowtime BETWEEN s.rowtime 
> - INTERVAL '1' HOUR AND s.rowtime + INTERVAL '1' HOUR}}, not support 
> unbounded like {{o.rowtime < s.rowtime}} ,  and  should include both two 
> stream's rowtime attribute, {{o.rowtime between rowtime () and rowtime () + 
> 1}} should also not be supported.
> An row-time streams join will not be able to handle late data, because this 
> would mean in insert a row into a sorted order shift all other computations. 
> This would be too expensive to maintain. Therefore, we will throw an error if 
> a user tries to use an row-time stream join with late data handling.
> This issue includes:
> * Design of the DataStream operator to deal with stream join
> * Translation from Calcite's RelNode representation (LogicalJoin). 



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