Answer-first summary for fast verification
Answer: Utilizing Delta Lake's built-in data governance features, such as data lineage and version history, in conjunction with Azure Purview for enhanced metadata management and compliance tracking, to create a comprehensive and scalable governance framework.
The correct answer is C because it effectively combines Delta Lake's inherent data governance capabilities with Azure Purview's advanced metadata management and compliance tools, offering a scalable, cost-effective solution that meets global data protection standards. Option A is inadequate as Azure Blob Storage alone lacks the specific data governance features required for Delta Lake. Option B is inefficient and costly, as it disregards the powerful built-in features of Delta Lake. Option D is incorrect because it compromises data compliance and traceability, which are critical for meeting regulatory requirements.
Author: LeetQuiz Editorial Team
Ultimate access to all questions.
No comments yet.
As the lead data engineer for a multinational corporation, you are tasked with establishing a robust data governance framework within a Delta Lake environment to ensure compliance with global data protection regulations (GDPR, CCPA) and to provide full traceability for all data operations. The solution must be scalable, cost-effective, and leverage the existing Azure infrastructure. Which of the following strategies would you implement to meet these requirements? (Choose one)
A
Relying exclusively on the basic data governance capabilities provided by Azure Blob Storage, without utilizing any Delta Lake specific features, to minimize costs.
B
Developing a custom data governance solution from scratch, ignoring Delta Lake's built-in features, to ensure it meets all specific compliance requirements without any dependencies.
C
Utilizing Delta Lake's built-in data governance features, such as data lineage and version history, in conjunction with Azure Purview for enhanced metadata management and compliance tracking, to create a comprehensive and scalable governance framework.
D
Disabling all data governance features within Delta Lake to maximize performance and reduce operational complexity, assuming that compliance can be managed through manual processes.