Databricks Certified Generative AI Engineer Associate · Free Practice Question Medium

Question 22

A Generative AI Engineer is tasked with writing chunked user feedback data into Delta Lake tables. Which operation sequence ensures optimal data preparation and storage?
  • A Write all feedback data as one large chunk into Delta Lake.
  • B Skip chunking and directly write the feedback into Delta Lake.
  • C Chunk the text first → Write the chunks into Delta Lake → Define the schema later.
  • D Define schema for feedback data → Chunk the text → Write chunks into Delta Lake tables.
Reveal correct answer

Correct answer: D

Explanation

Defining the schema first ensures data consistency, and chunking facilitates efficient storage and retrieval in Delta Lake tables.

A. Incorrect: Storing data as one large chunk reduces query performance and accessibility.

B. Incorrect: Unstructured data without chunking limits downstream processing efficiency.

C. Incorrect: Schema must be defined before writing to ensure proper organization.

D. Correct: Defining the schema first ensures structured data storage, improving accessibility and consistency.

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