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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

A data engineer is testing a collection of mathematical functions, one of which calculates the area under a curve as described by another function.

Which kind of the test does the above line exemplify?

Options:

A.

Integration

B.

Unit

C.

Manual

D.

functional

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Question 2

Which statement characterizes the general programming model used by Spark Structured Streaming?

Options:

A.

Structured Streaming leverages the parallel processing of GPUs to achieve highly parallel data throughput.

B.

Structured Streaming is implemented as a messaging bus and is derived from Apache Kafka.

C.

Structured Streaming uses specialized hardware and I/O streams to achieve sub-second latency for data transfer.

D.

Structured Streaming models new data arriving in a data stream as new rows appended to an unbounded table.

E.

Structured Streaming relies on a distributed network of nodes that hold incremental state values for cached stages.

Question 3

A junior data engineer has been asked to develop a streaming data pipeline with a grouped aggregation using DataFrame df. The pipeline needs to calculate the average humidity and average temperature for each non-overlapping five-minute interval. Events are recorded once per minute per device.

Streaming DataFrame df has the following schema:

"device_id INT, event_time TIMESTAMP, temp FLOAT, humidity FLOAT"

Code block:

Choose the response that correctly fills in the blank within the code block to complete this task.

Options:

A.

to_interval("event_time", "5 minutes").alias("time")

B.

window("event_time", "5 minutes").alias("time")

C.

"event_time"

D.

window("event_time", "10 minutes").alias("time")

E.

lag("event_time", "10 minutes").alias("time")