Exam Name: Databricks Certified Data Engineer Associate Exam
Certification Provider: Databricks
Corresponding Certification: Databricks Certification
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Reference: https://www.databricks.com/learn/certification/data-engineer-associate
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Databricks Certified Data Engineer Associate Sample Questions:
Identify how the count_if function and the count where x is null can be used.
Consider a table random_values with below data.
What would be the output of below query?
select count_if(col1 > 1) as count_a, count(*) as count_b,count(col1)
as count_c from random_values
col1
0
1
2
NULL
2
3
- A. 4 6 6
- B. 3 6 5
- C. 3 6 6
- D. 4 6 5
Correct Answer: B 🗳️
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. Checkpointing and Write-ahead Logs
- B. Write-ahead Logs and Idempotent Sinks
- C. Structured Streaming cannot record the offset range of the data being processed in each trigger.
- D. Replayable Sources and Idempotent Sinks
- E. Checkpointing and Idempotent Sinks
Correct Answer: A 🗳️
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. SELECT * FROM sales
- B. spark.sql("sales")
- C. There is no way to share data between PySpark and SQL.
- D. spark.delta.table("sales")
- E. spark.table("sales")
Correct Answer: E 🗳️
A data engineer needs to append new records to an existing Delta table while preserving existing data. The ingestion pipeline runs every hour and adds incremental data without replacing previous records. Which write mode should be used?
- A. overwrite
- B. append
- C. errorIfExists
- D. ignore
Correct Answer: B 🗳️
A data engineer is decommissioning a sandbox schema in Unity Catalog. Some tables are ephemeral staging outputs that can be safety removed entirely, but a few tables point at shared cloud storage used by downstream jobs outside Databricks. The engineer must avoid deleting any shared files when cleaning up catalog objects.
How does Unity Catalog behave when dropping Managed vs External tables?
- A. DROP all tables; Databricks will only remove metadata for both managed and external tables.
- B. DROP external tables first to delete their files, then DROP managed tables to keep their files for recovery.
- C. DROP managed staging tables to remove data and metadata, and DROP external tables to remove only metadata
- D. DROP managed tables that are ephemeral and DROP external tables; files for both remain for 7 days.
Correct Answer: C 🗳️
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