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Explain the process of incremental processing in a data pipeline. How does it differ from batch processing, and what are the key considerations for implementing incremental processing effectively?
A
Incremental processing involves processing only new or changed data since the last run, which is more complex but can be more efficient than batch processing.
B
Incremental processing is identical to batch processing but runs more frequently, which can lead to increased resource usage.
C
Incremental processing requires no special considerations as it automatically detects changes in the data, making it simpler to implement than batch processing.
D
Incremental processing should be avoided in favor of batch processing due to its complexity and potential for data inconsistencies.
