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Databricks-Certified-Professional-Data-Engineer Exam Dumps : Databricks Certified Data Engineer Professional Exam

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Databricks Certified Data Engineer Professional Exam Questions and Answers

Question 1

Which statement regarding spark configuration on the Databricks platform is true?

Options:

A.

Spark configuration properties set for an interactive cluster with the Clusters UI will impact all notebooks attached to that cluster.

B.

When the same spar configuration property is set for an interactive to the same interactive cluster.

C.

Spark configuration set within an notebook will affect all SparkSession attached to the same interactive cluster

D.

The Databricks REST API can be used to modify the Spark configuration properties for an interactive cluster without interrupting jobs.

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Question 2

How are the operational aspects of Lakeflow Declarative Pipelines different from Spark Structured Streaming ?

Options:

A.

Lakeflow Declarative Pipelines manage the orchestration of multi-stage pipelines automatically, while Structured Streaming requires external orchestration for complex dependencies.

B.

Structured Streaming can process continuous data streams, while Lakeflow Declarative Pipelines cannot.

C.

Lakeflow Declarative Pipelines can write to Delta Lake format, while Structured Streaming cannot.

D.

Lakeflow Declarative Pipelines automatically handle schema evolution, while Structured Streaming always requires manual schema management.

Question 3

A data team is implementing an append-only Delta Lake pipeline that processes both batch and streaming data . They want to ensure that schema changes in the source data are automatically incorporated without breaking the pipeline.

Which configuration should the team use when writing data to the Delta table?

Options:

A.

ignoreChanges = false

B.

mergeSchema = true

C.

overwriteSchema = true

D.

validateSchema = false