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You mentioned priority but I'm not sure I understand the requirements around that. Are all the jobs for a particular day processed with the same priority? Or do you want to have them processed in a preferred order? Maybe you meant that the priority is just by day (so records from the earlier date get processed first)?
I think your first thought is likely to be the right start - each job has its own unique JobID in a table that has a simple key (partition key only - no sort key). And you will likely need a GSI (or two) from there. Just need a bit more of the priority processing detail I mentioned above to give recommendations on the GSI(s).
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