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Databricks Databricks-Certified-Data-Engineer-Associate Exam Syllabus Topics:

Section	Objectives
Data Governance and Quality	- Unity Catalog basics - Data quality concepts and management - Data access control and governance
Databricks Lakehouse Platform Fundamentals	- Clusters, notebooks, and basic Databricks environment usage - Workspace, architecture, and core platform concepts
Data Processing and Transformations	- Apache Spark SQL operations (joins, aggregations, filtering) - User-defined functions (UDFs) - PySpark DataFrame transformations - Delta Lake fundamentals (tables, transactions, optimization)
Data Ingestion and ELT Development	- ETL patterns and transformations - Data ingestion using Spark SQL and PySpark - Handling structured and semi-structured data
Productionizing Data Pipelines	- Scheduling and monitoring jobs - Databricks Workflows / Jobs orchestration - Pipeline deployment and operationalization

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Databricks Certified Data Engineer Associate Exam Sample Questions (Q196-Q201):

NEW QUESTION # 196
A data engineer is attempting to write Python and SQL in the same command cell and is running into an error The engineer thought that it was possible to use a Python variable in a select statement.
Why does the command fail?

A. Databricks supports language interoperability but only if a special character is used.
B. Databricks supports one language per cell.
C. Databricks supports language interoperability in the same cell but only between Scala and SQL
D. Databricks supports multiple languages but only one per notebook.

Answer: A

NEW QUESTION # 197
A data engineer has realized that they made a mistake when making a daily update to a table. They need to use Delta time travel to restore the table to a version that is 3 days old. However, when the data engineer attempts to time travel to the older version, they are unable to restore the data because the data files have been deleted.
Which of the following explains why the data files are no longer present?

A. The HISTORY command was run on the table
B. The VACUUM command was run on the table
C. The OPTIMIZE command was nun on the table
D. The DELETE HISTORY command was run on the table
E. The TIME TRAVEL command was run on the table

Answer: B

NEW QUESTION # 198
A data engineer needs Task C to run ONLY if Task A succeeds AND Task B fails. Which dependency configuration implements this conditional logic?

A. Create a Python task that checks dbutils.jobs.taskValues from Tasks A and B before running Task C.
B. Task C depends on Task A (All done) and Task B (All done) with a condition widget.
C. Task C depends on Task A (Success) with Task B listed as a negative dependency.
D. Task C uses two dependency chains: Task A with All succeeded, Task B with at least one failed.

Answer: D

Explanation:
Use separate gate tasks: one runs only when Task A succeeds, and another runs only when Task B fails. Task C then depends on both gates with All succeeded, enforcing the exact A succeeded AND B failed condition. A single Run if setting applies collectively to all dependencies and cannot express mixed per-task outcomes.

NEW QUESTION # 199
A data engineer needs to determine whether to use the built-in Databricks Notebooks versioning or version their project using Databricks Repos.
Which of the following is an advantage of using Databricks Repos over the Databricks Notebooks versioning?

A. Databricks Repos provides the ability to comment on specific changes
B. Databricks Repos supports the use of multiple branches
C. Databricks Repos allows users to revert to previous versions of a notebook
D. Databricks Repos automatically saves development progress
E. Databricks Repos is wholly housed within the Databricks Data Intelligence Platform

Answer: B

NEW QUESTION # 200
In which of the following scenarios should a data engineer use the MERGE INTO command instead of the INSERT INTO command?

A. When the source table can be deleted
B. When the location of the data needs to be changed
C. When the source is not a Delta table
D. When the target table cannot contain duplicate records
E. When the target table is an external table

Answer: D

NEW QUESTION # 201
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