Anish Mahto created SPARK-56953:
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             Summary: Implement SCD1 Batch Processor; foreachBatch Callback
                 Key: SPARK-56953
                 URL: https://issues.apache.org/jira/browse/SPARK-56953
             Project: Spark
          Issue Type: Sub-task
          Components: Declarative Pipelines
    Affects Versions: 4.2.0, 4.3.0
            Reporter: Anish Mahto


{*}Preamble{*}:

The SCD type 1 flow is a foreachBatch streaming query on an input 
change-data-feed, and is responsible for reconciling the incoming change data 
onto some target table that follows SCD1 replication semantics.

SCD1 flows also maintain an "auxiliary" table to keep track of early-arriving 
out-of-order received events state. Each microbatch will need to reconcile 
against this auxiliary table as well, and update the auxiliary table's state 
appropriately for future microbatches.

*foreachBatch Callback:*

Implementation of the actual callback that will be passed into the foreachBatch 
streaming query for SCD1 flows.

The callback orchestrates calling all of the `Scd1BatchProcessor` helpers to 
execute the complete reconciliation of a change-data-feed microbatch onto the 
auxiliary and target tables.



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