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

Total Questions: 195 Q&A's
Single Choice: 192 Q&A's
Multiple Choice: 3 Q&A's

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

Question # 1

A junior data engineer seeks to leverage Delta Lake's Change Data Feed functionality to create a Type 1 table representing all of the values that have ever been valid for all rows in a bronze table created with the property delta.enableChangeDataFeed = true. They plan to execute the following code as a daily job:

Which statement describes the execution and results of running the above query multiple times?

A.

Each time the job is executed, newly updated records will be merged into the target table, overwriting previous values with the same primary keys.

B.

Each time the job is executed, the entire available history of inserted or updated records will be appended to the target table, resulting in many duplicate entries.

C.

Each time the job is executed, the target table will be overwritten using the entire history of inserted or updated records, giving the desired result.

D.

Each time the job is executed, the differences between the original and current versions are calculated; this may result in duplicate entries for some records.

E.

Each time the job is executed, only those records that have been inserted or updated since the last execution will be appended to the target table giving the desired result.

Question # 2

The data engineering team has configured a job to process customer requests to be forgotten (have their data deleted). All user data that needs to be deleted is stored in Delta Lake tables using default table settings.

The team has decided to process all deletions from the previous week as a batch job at 1am each Sunday. The total duration of this job is less than one hour. Every Monday at 3am, a batch job executes a series of VACUUM commands on all Delta Lake tables throughout the organization.

The compliance officer has recently learned about Delta Lake's time travel functionality. They are concerned that this might allow continued access to deleted data.

Assuming all delete logic is correctly implemented, which statement correctly addresses this concern?

A.

Because the vacuum command permanently deletes all files containing deleted records, deleted records may be accessible with time travel for around 24 hours.

B.

Because the default data retention threshold is 24 hours, data files containing deleted records will be retained until the vacuum job is run the following day.

C.

Because Delta Lake time travel provides full access to the entire history of a table, deleted records can always be recreated by users with full admin privileges.

D.

Because Delta Lake's delete statements have ACID guarantees, deleted records will be permanently purged from all storage systems as soon as a delete job completes.

E.

Because the default data retention threshold is 7 days, data files containing deleted records will be retained until the vacuum job is run 8 days later.

Question # 3

A developer has successfully configured credential for Databricks Repos and cloned a remote Git repository. Hey don not have privileges to make changes to the main branch, which is the only branch currently visible in their workspace.

Use Response to pull changes from the remote Git repository commit and push changes to a branch that appeared as a changes were pulled.

A.

Use Repos to merge all differences and make a pull request back to the remote repository.

B.

Use repos to merge all difference and make a pull request back to the remote repository.

C.

Use Repos to create a new branch commit all changes and push changes to the remote Git repertory.

D.

Use repos to create a fork of the remote repository commit all changes and make a pull request on the source repository

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

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.

How to prepare for Databricks Certification Databricks-Certified-Professional-Data-Engineer exam?

Utilize Valid4sures study materials, including Databricks-Certified-Professional-Data-Engineer Exam dumps and study guide to familiarize yourself with the exam format. Practicing with real-life scenarios on the Databricks platform and using our Databricks-Certified-Professional-Data-Engineer practice questions to test your knowledge is highly recommended.

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