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Microsoft Implementing Data Engineering Solutions Using Azure Databricks Sample Questions:

1. Which component enforces table-level permissions in Databricks?

A) Unity Catalog
B) Spark configuration
C) Cluster policy
D) DBFS permissions

2. What does the VACUUM command do in Delta Lake?

A) Deletes old unreferenced files
B) Compresses JSON files
C) Optimizes query performance
D) Rewrites table schema

3. Hotspot Question
You have an Azure Databricks job named Job1 that contains an ingestion task named Task1 and transformation task named Task2.
You need to ensure that if Task1 fails, the task retries automatically, and Task2 is prevented from running.
How should you configure Job1? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

4. You need to ingest real-time IoT data into Delta Lake with exactly-once guarantees. Which approach should you use?

A) Manual ingestion using notebooks
B) Structured Streaming with checkpointing
C) Batch ingestion using ADF
D) Copy activity with retry policy

5. A Delta table receives new fields in incoming JSON data. You want to automatically adapt without breaking pipelines. What should you enable?

A) Use overwrite mode
B) Auto Loader with schema inference and evolution
C) Disable schema enforcement
D) Manually update schema each time

Solutions: