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As a Microsoft Fabric Analytics Engineer Associate, you are designing a data pipeline to process data from multiple sources, each with different formats, for a healthcare analytics application. The solution must comply with HIPAA regulations, ensure data integrity, and be cost-effective. Which of the following approaches should you take to ensure the data pipeline can process the data efficiently and meet all requirements? (Choose one correct option)
A
Design a single data pipeline activity capable of processing all data formats without any preprocessing, to minimize costs and complexity.
B
Develop separate data pipelines for each data format and manually merge the results, ensuring compliance with HIPAA through manual checks.
C
Implement a data pipeline with multiple activities, each tailored to process a specific data format, and include validation steps to ensure HIPAA compliance and data integrity.
D
Utilize a dataflow to preprocess and standardize the data into a common format before pipeline processing, reducing the need for multiple pipeline activities and ensuring HIPAA compliance through built-in features.