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Databricks Certified Data Engineer Associate Exam Sample Questions (Q48-Q53):

NEW QUESTION # 48
A data analyst has created a Delta table sales that is used by the entire data analysis team. They want help from the data engineering team to implement a series of tests to ensure the data is clean. However, the data engineering team uses Python for its tests rather than SQL.
Which of the following commands could the data engineering team use to access sales in PySpark?

A. spark.sql("sales")
B. SELECT * FROM sales
C. spark.delta.table("sales")
D. spark.table("sales")
E. There is no way to share data between PySpark and SQL.

Answer: D

Explanation:
Explanation
https://spark.apache.org/docs/3.2.1/api/python/reference/api/pyspark.sql.SparkSession.table.html

NEW QUESTION # 49
A data engineer needs to apply custom logic to string column city in table stores for a specific use case. In order to apply this custom logic at scale, the data engineer wants to create a SQL user-defined function (UDF).
Which of the following code blocks creates this SQL UDF?

Answer: B

Explanation:
https://www.databricks.com/blog/2021/10/20/introducing-sql-user-defined-functions.html

NEW QUESTION # 50
Which of the following statements regarding the relationship between Silver tables and Bronze tables is always true?

A. Silver tables contain more data than Bronze tables.
B. Silver tables contain aggregates while Bronze data is unaggregated.
C. Silver tables contain a less refined, less clean view of data than Bronze data.
D. Silver tables contain a more refined and cleaner view of data than Bronze tables.
E. Silver tables contain less data than Bronze tables.

Answer: D

Explanation:
Explanation
https://www.databricks.com/glossary/medallion-architecture

NEW QUESTION # 51
A data engineer needs to create a table in Databricks using data from their organization's existing SQLite database.
They run the following command:

Which of the following lines of code fills in the above blank to successfully complete the task?

A. sqlite
B. org.apache.spark.sql.jdbc
C. autoloader
D. org.apache.spark.sql.sqlite
E. DELTA

Answer: A

Explanation:
In the given command, a data engineer is trying to create a table in Databricks using data from an SQLite database. The correct option to fill in the blank is "sqlite" because it specifies the type of database being connected to in a JDBC connection string. The USING clause should be followed by the format of the data, and since we are connecting to an SQLite database, "sqlite" would be appropriate here. Reference:
Create a table using JDBC
JDBC connection string
SQLite JDBC driver

NEW QUESTION # 52
In order for Structured Streaming to reliably track the exact progress of the processing so that it can handle any kind of failure by restarting and/or reprocessing, which of the following two approaches is used by Spark to record the offset range of the data being processed in each trigger?

A. Structured Streaming cannot record the offset range of the data being processed in each trigger.
B. Replayable Sources and Idempotent Sinks
C. Checkpointing and Write-ahead Logs
D. Write-ahead Logs and Idempotent Sinks
E. Checkpointing and Idempotent Sinks

Answer: C

Explanation:
Explanation
The engine uses checkpointing and write-ahead logs to record the offset range of the data being processed in each trigger. -- in the link search for "The engine uses " youll find the answer.https://spark.apache.org/docs/latest/structured-streaming-programming-guide.html#:~:text=The%20engin

NEW QUESTION # 53
......

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