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| Section | Objectives |
|---|
| Data Governance and Quality | - Data quality concepts and management - Data access control and governance - Unity Catalog basics
|
| Data Processing and Transformations | - PySpark DataFrame transformations - Apache Spark SQL operations (joins, aggregations, filtering) - Delta Lake fundamentals (tables, transactions, optimization) - User-defined functions (UDFs)
|
| Data Ingestion and ELT Development | - ETL patterns and transformations - Handling structured and semi-structured data - Data ingestion using Spark SQL and PySpark
|
| Databricks Lakehouse Platform Fundamentals | - Workspace, architecture, and core platform concepts - Clusters, notebooks, and basic Databricks environment usage
|
| Productionizing Data Pipelines | - Scheduling and monitoring jobs - Pipeline deployment and operationalization - Databricks Workflows / Jobs orchestration
|
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Databricks Certified Data Engineer Associate Exam Sample Questions (Q212-Q217):
NEW QUESTION # 212
A data engineer wants to create a new table containing the names of customers that live in France.
They have written the following command:

A senior data engineer mentions that it is organization policy to include a table property indicating that the new table includes personally identifiable information (PII).
Which of the following lines of code fills in the above blank to successfully complete the task?
- A. There is no way to indicate whether a table contains PII.
- B. COMMENT "Contains PII"
- C. "COMMENT PII"
- D. TBLPROPERTIES PII
- E. PII
Answer: B
Explanation:
In Databricks, when creating a table, you can add a comment to columns or the entire table to provide more information about the data it contains. In this case, since it's organization policy to indicate that the new table includes personally identifiable information (PII), option D is correct. The line of code would be added after defining the table structure and before closing with a semicolon. References: Data Engineer Associate Exam Guide, CREATE TABLE USING (Databricks SQL)
NEW QUESTION # 213
Which of the following statements regarding the relationship between Silver tables and Bronze tables is always true?
- A. Silver tables contain a less refined, less clean view of data than Bronze data.
- B. Silver tables contain aggregates while Bronze data is unaggregated.
- C. Silver tables contain less data than Bronze tables.
- D. Silver tables contain more data than Bronze tables.
- E. Silver tables contain a more refined and cleaner view of data than Bronze tables.
Answer: D
Explanation:
Explanation
https://www.databricks.com/glossary/medallion-architecture
NEW QUESTION # 214
A data engineer runs a statement every day to copy the previous day's sales into the table transactions. Each day's sales are in their own file in the location "/transactions/raw".
Today, the data engineer runs the following command to complete this task:

After running the command today, the data engineer notices that the number of records in table transactions has not changed.
Which of the following describes why the statement might not have copied any new records into the table?
- A. The format of the files to be copied were not included with the FORMAT_OPTIONS keyword.
- B. The names of the files to be copied were not included with the FILES keyword.
- C. The previous day's file has already been copied into the table.
- D. The PARQUET file format does not support COPY INTO.
- E. The COPY INTO statement requires the table to be refreshed to view the copied rows.
Answer: C
Explanation:
Explanation
https://docs.databricks.com/en/ingestion/copy-into/index.html The COPY INTO SQL command lets you load data from a file location into a Delta table. This is a re-triable and idempotent operation; files in the source location that have already been loaded are skipped. if there are no new records, the only consistent choice is C no new files were loaded because already loaded files were skipped.
NEW QUESTION # 215
A new data engineering team team. has been assigned to an ELT project. The new data engineering team will need full privileges on the database customers to fully manage the project.
Which of the following commands can be used to grant full permissions on the database to the new data engineering team?
- A. GRANT ALL PRIVILEGES ON DATABASE team TO customers;
- B. GRANT SELECT PRIVILEGES ON DATABASE customers TO teams;
- C. GRANT SELECT CREATE MODIFY USAGE PRIVILEGES ON DATABASE customers TO team;
- D. GRANT USAGE ON DATABASE customers TO team;
- E. GRANT ALL PRIVILEGES ON DATABASE customers TO team;
Answer: E
Explanation:
Explanation
To grant full privileges on the database "customers" to the new data engineering team, you can use the GRANT ALL PRIVILEGES command as shown in option E. This command provides the team with all possible privileges on the specified database, allowing them to fully manage it.
NEW QUESTION # 216
A data engineer wants to create a new table containing the names of customers that live in France.
They have written the following command:

A senior data engineer mentions that it is organization policy to include a table property indicating that the new table includes personally identifiable information (PII).
Which of the following lines of code fills in the above blank to successfully complete the task?
- A. There is no way to indicate whether a table contains PII.
- B. COMMENT "Contains PII"
- C. "COMMENT PII"
- D. TBLPROPERTIES PII
- E. PII
Answer: B
NEW QUESTION # 217
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