One possible option is to look into the hybrid source released in Flink
1.14 to support your use-case:

https://nightlies.apache.org/flink/flink-docs-release-1.14/docs/connectors/datastream/hybridsource/

On Fri, Feb 25, 2022, 09:19 Jin Yi <j...@promoted.ai> wrote:

> so we have a streaming job where the main work to be done is processing
> infinite kafka sources.  recently, i added a fromCollection (finite) source
> to simply write some state once upon startup.  this all seems to work
> fine.  the finite source operators all finish, while all the infinite
> source operators continue running with watermarks.
>
> however, the weird thing is that savepointing throws exceptions, and there
> have been no automatic checkpoints at all while the job has been running
> for 90+minutes (checkpoint config is unaligned, exactly once every 5m w/ a
> 1h timeout).
>
> is this mixed finity not a supported setup?
>

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