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Databricks-Certified-Data-Engineer-Associate Exam Dumps - Databricks Certification Questions and Answers

Question # 44

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

CREATE TABLE jdbc_customer360

USING

OPTIONS (

url " jdbc:sqlite:/customers.db " , dbtable " customer360 "

)

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

Options:

A.

autoloader

B.

org.apache.spark.sql.jdbc

C.

sqlite

D.

org.apache.spark.sql.sqlite

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Question # 45

Which of the following describes the type of workloads that are always compatible with Auto Loader?

Options:

A.

Dashboard workloads

B.

Streaming workloads

C.

Machine learning workloads

D.

Serverless workloads

E.

Batch workloads

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Question # 46

A data engineer wants to schedule their Databricks SQL dashboard to refresh every hour, but they only want the associated SQL endpoint to be running when it is necessary. The dashboard has multiple queries on multiple datasets associated with it. The data that feeds the dashboard is automatically processed using a Databricks Job.

Which of the following approaches can the data engineer use to minimize the total running time of the SQL endpoint used in the refresh schedule of their dashboard?

Options:

A.

They can turn on the Auto Stop feature for the SQL endpoint.

B.

They can ensure the dashboard ' s SQL endpoint is not one of the included query ' s SQL endpoint.

C.

They can reduce the cluster size of the SQL endpoint.

D.

They can ensure the dashboard ' s SQL endpoint matches each of the queries ' SQL endpoints.

E.

They can set up the dashboard ' s SQL endpoint to be serverless.

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Question # 47

A data engineer works for an organization that must meet a stringent Service Level Agreement (SLA) that demands minimal runtime errors and high availability for its data processing pipelines. The data engineer wants to avoid the operational overhead of managing and tuning clusters.

Which architectural solution will meet the requirements?

Options:

A.

Implement a hybrid approach with scheduled batch jobs on custom cloud VMs.

B.

Use an auto-scaling cluster configured and monitored by the user.

C.

Utilize Databricks serverless compute that automatically optimizes resources and abstracts cluster management.

D.

Deploy a dedicated, manually managed cluster optimized by in-house IT staff.

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Question # 48

A data engineer is designing a data pipeline. The source system generates files in a shared directory that is also used by other processes. As a result, the files should be kept as is and will accumulate in the directory. The data engineer needs to identify which files are new since the previous run in the pipeline, and set up the pipeline to only ingest those new files with each run.

Which of the following tools can the data engineer use to solve this problem?

Options:

A.

Unity Catalog

B.

Delta Lake

C.

Databricks SQL

D.

Data Explorer

E.

Auto Loader

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Question # 49

A data engineer has written a function in a Databricks Notebook to calculate the population of bacteria in a given medium.

Analysts use this function in the notebook and sometimes provide input arguments of the wrong data type, which can cause errors during execution.

Which Databricks feature will help the data engineer quickly identify if an incorrect data type has been provided as input?

Options:

A.

The Data Engineer should add print statements to find out what the variable is.

B.

The Databricks debugger enables breakpoints that will raise an error if the wrong data type is submitted

C.

The Spark User interface has a debug tab that contains the variables that are used in this session.

D.

The Databricks debugger enables the use of a variable explorer to see at a glance the value of the variables.

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Question # 50

A Databricks single-task workflow fails at the last task due to an error in a notebook. The data engineer fixes the mistake in the notebook. What should the data engineer do to rerun the workflow?

Options:

A.

Repair the task

B.

Rerun the pipeline

C.

Restart the Cluster

D.

Switch the cluster

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Question # 51

Which of the following tools is used by Auto Loader process data incrementally?

Options:

A.

Checkpointing

B.

Spark Structured Streaming

C.

Data Explorer

D.

Unity Catalog

E.

Databricks SQL

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Question # 52

A Delta Live Table pipeline includes two datasets defined using STREAMING LIVE TABLE. Three datasets are defined against Delta Lake table sources using LIVE TABLE.

The table is configured to run in Production mode using the Continuous Pipeline Mode.

Assuming previously unprocessed data exists and all definitions are valid, what is the expected outcome after clicking Start to update the pipeline?

Options:

A.

All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will persist to allow for additional testing.

B.

All datasets will be updated once and the pipeline will persist without any processing. The compute resources will persist but go unused.

C.

All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will be deployed for the update and terminated when the pipeline is stopped.

D.

All datasets will be updated once and the pipeline will shut down. The compute resources will be terminated.

E.

All datasets will be updated once and the pipeline will shut down. The compute resources will persist to allow for additional testing.

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Question # 53

Which tool is used by Auto Loader to process data incrementally?

Options:

A.

Spark Structured Streaming

B.

Unity Catalog

C.

Checkpointing

D.

Databricks SQL

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Exam Name: Databricks Certified Data Engineer Associate Exam
Last Update: Jun 13, 2026
Questions: 176
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