Databricks Generative AI Engineer Associate exam dumps

Databricks Generative AI Engineer Associate practice question 66 of 306

Databricks Certified Generative AI Engineer Associate. Free level, Databricks. Free question with the correct answer and a full explanation.

Databricks Generative AI Engineer Associate Question 66

Select 3

You are working with a chunked text dataset and need to write each chunk into a Delta Lake table using Unity Catalog. Which of the following operations and sequence ensures the data is written correctly while maintaining compliance with Unity Catalog's governance model?

  1. A

    Create a Delta table in Unity Catalog by specifying a catalog and schema.

  2. B

    Use the overwrite mode to write data into the Delta table without checking for schema consistency.

  3. C

    Ensure that the cluster or notebook is attached to a Unity Catalog-enabled workspace.

  4. D

    Use a managed Delta table to ensure Unity Catalog manages the metadata and storage.

  5. E

    Directly write the data into Delta Lake files without registering a table in Unity Catalog.

Show answer and explanation

Correct answers: A, C, D

Explanation

To write chunked text into Delta Lake tables in Unity Catalog, you must follow Unity Catalog's governance requirements. This includes creating a Delta table within a catalog and schema, ensuring the workspace is Unity Catalog-enabled, and using managed Delta tables for proper metadata and storage handling. Avoid practices like bypassing Unity Catalog by writing directly to Delta files or using modes that ignore schema consistency.

  • A. Correct.

    Correct: Unity Catalog requires a catalog and schema to properly manage the Delta table's metadata and data governance.

  • B. Incorrect.

    Incorrect: Using overwrite mode without schema consistency checks may result in schema mismatches, which is not compliant with Unity Catalog best practices.

  • C. Correct.

    Correct: Unity Catalog operations require the workspace or cluster to be properly configured for Unity Catalog.

  • D. Correct.

    Correct: Managed Delta tables are recommended in Unity Catalog for proper governance and storage management.

  • E. Incorrect.

    Incorrect: Directly writing to Delta Lake files bypasses Unity Catalog's governance and metadata management.

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