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When implementing unit tests within a PySpark application, which of the following benefits justifies the additional effort required to refactor jobs for modularity and testability?
A
It directly improves the semantic quality and statistical accuracy of the raw data flowing through the pipeline.
B
It ensures that all architectural components of the pipeline work together seamlessly to produce the final output.
C
It validates the entire end-to-end use case of the application, including all external system integrations.
D
It simplifies troubleshooting by isolating business logic and allowing for the validation of individual transformation steps in a modular fashion.