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Databricks-Certified-Professional-Data-Engineer Question and answers Include

Total Questions: 120 Q&A's
Single Choice: 120 Q&A's

Databricks Databricks-Certified-Professional-Data-Engineer Exam Dumps - Valid Questions Answers

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Databricks-Certified-Professional-Data-Engineer Questions and Answers

Question # 1

The marketing team is looking to share data in an aggregate table with the sales organization, but the field names used by the teams do not match, and a number of marketing specific fields have not been approval for the sales org.

Which of the following solutions addresses the situation while emphasizing simplicity?

A.

Create a view on the marketing table selecting only these fields approved for the sales team alias the names of any fields that should be standardized to the sales naming conventions.

B.

Use a CTAS statement to create a derivative table from the marketing table configure a production jon to propagation changes.

C.

Add a parallel table write to the current production pipeline, updating a new sales table that varies as required from marketing table.

D.

Create a new table with the required schema and use Delta Lake's DEEP CLONE functionality to sync up changes committed to one table to the corresponding table.

Question # 2

An upstream system has been configured to pass the date for a given batch of data to the Databricks Jobs API as a parameter. The notebook to be scheduled will use this parameter to load data with the following code:

df = spark.read.format("parquet").load(f"/mnt/source/(date)")

Which code block should be used to create the date Python variable used in the above code block?

A.

date = spark.conf.get("date")

B.

input_dict = input()

date= input_dict["date"]

C.

import sys

date = sys.argv[1]

D.

date = dbutils.notebooks.getParam("date")

E.

dbutils.widgets.text("date", "null")

date = dbutils.widgets.get("date")

Question # 3

A distributed team of data analysts share computing resources on an interactive cluster with autoscaling configured. In order to better manage costs and query throughput, the workspace administrator is hoping to evaluate whether cluster upscaling is caused by many concurrent users or resource-intensive queries.

In which location can one review the timeline for cluster resizing events?

A.

Workspace audit logs

B.

Driver's log file

C.

Ganglia

D.

Cluster Event Log

E.

Executor's log file

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FAQs for Databricks Databricks-Certified-Professional-Data-Engineer Exam Dumps

What is Databricks Databricks-Certified-Professional-Data-Engineer exam?

The Databricks Databricks-Certified-Professional-Data-Engineer exam is a certification test that assesses an individuals ability to perform advanced data engineering tasks using Databricks.

What is the format of Databricks Databricks-Certified-Professional-Data-Engineer exam?

The Databricks Databricks-Certified-Professional-Data-Engineer exam consists of 60 multiple-choice questions, with a time limit of 120 minutes. It is a proctored online exam.

What is the Databricks Databricks-Certified-Professional-Data-Engineer exam focused on?

The Databricks-Certified-Professional-Data-Engineer exam covers a wide range of topics related to advanced data engineering with Databricks. Here's a breakdown of the weightings:

  • Databricks Tooling (20%)
  • Data Processing with Spark SQL and Python (30%)
  • Data Modeling (20%)
  • Security and Governance (10%)
  • Monitoring and Logging (10%)
  • Testing and Deployment (10%)

What is the worth of taking the Databricks-Certified-Professional-Data-Engineer exam?

Earning Databricks-Certified-Professional-Data-Engineer certification demonstrates your advanced data engineering skills and proficiency with the Databricks platform. This can significantly boost your resume, enhance your job prospects, and command a higher salary.

What are the prerequisites for the Databricks-Certified-Professional-Data-Engineer exam?

There are no formal prerequisites, but relevant experience in data engineering and familiarity with Databricks are essential.

What is the difference between Databricks-Certified-Professional-Data-Engineer and Databricks-Certified-Data-Engineer-Associate exams?

The Databricks-Certified-Professional-Data-Engineer and Databricks-Certified-Data-Engineer-Associate exams differ in several key aspects:

  • Databricks-Certified-Professional-Data-Engineer: The Databricks-Certified-Professional-Data-Engineer Exam assesses advanced data engineering skills. It includes tasks such as building optimized and cleaned ETL pipelines, data modeling, and ensuring data pipeline security, reliability and monitoring.
  • Databricks-Certified-Data-Engineer-Associate: The Databricks-Certified-Data-Engineer-Associate Exam validates foundational data engineering skills. It includes tasks such as basic data processing and understanding the Databricks Lakehouse Platform.

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