2025 EXCELLENT DATABRICKS-CERTIFIED-DATA-ENGINEER-ASSOCIATE–100% FREE NEW TEST DURATION | DATABRICKS CERTIFIED DATA ENGINEER ASSOCIATE EXAM VALID EXAM MATERIALS

2025 Excellent Databricks-Certified-Data-Engineer-Associate–100% Free New Test Duration | Databricks Certified Data Engineer Associate Exam Valid Exam Materials

2025 Excellent Databricks-Certified-Data-Engineer-Associate–100% Free New Test Duration | Databricks Certified Data Engineer Associate Exam Valid Exam Materials

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Databricks Certified Data Engineer Associate Exam Sample Questions (Q55-Q60):

NEW QUESTION # 55
A data engineer that is new to using Python needs to create a Python function to add two integers together and return the sum?
Which of the following code blocks can the data engineer use to complete this task?

  • A.
  • B.
  • C.
  • D.
  • E.

Answer: B

Explanation:
https://www.w3schools.com/python/python_functions.asp
https://www.geeksforgeeks.org/python-functions/


NEW QUESTION # 56
A data engineer needs to apply custom logic to identify employees with more than 5 years of experience in array column employees in table stores. The custom logic should create a new column exp_employees that is an array of all of the employees with more than 5 years of experience for each row. In order to apply this custom logic at scale, the data engineer wants to use the FILTER higher-order function.
Which of the following code blocks successfully completes this task?

  • A. Option C
  • B. Option E
  • C. Option B
  • D. Option A
  • E. Option D

Answer: D


NEW QUESTION # 57
Which query is performing a streaming hop from raw data to a Bronze table?

  • A.
  • B.
  • C.
  • D.

Answer: A


NEW QUESTION # 58
Which of the following Structured Streaming queries is performing a hop from a Silver table to a Gold table?

  • A.
  • B.
  • C.
  • D.
  • E.

Answer: C

Explanation:
The best practice is to use "Complete" as output mode instead of "append" when working with aggregated tables. Since gold layer is work final aggregated tables, the only option with output mode as complete is option E.


NEW QUESTION # 59
A data engineer has configured a Structured Streaming job to read from a table, manipulate the data, and then perform a streaming write into a new table.
The cade block used by the data engineer is below:

If the data engineer only wants the query to execute a micro-batch to process data every 5 seconds, which of the following lines of code should the data engineer use to fill in the blank?

  • A. trigger("5 seconds")
  • B. trigger(processingTime="5 seconds")
  • C. trigger(once="5 seconds")
  • D. trigger(continuous="5 seconds")
  • E. trigger()

Answer: B

Explanation:
Explanation
# ProcessingTime trigger with two-seconds micro-batch interval
df.writeStream
format("console")
trigger(processingTime='2 seconds')
start()
https://spark.apache.org/docs/latest/structured-streaming-programming-guide.html#triggers


NEW QUESTION # 60
......

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