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

Exam Code:
Databricks-Certified-Professional-Data-Engineer
Last Update: Feb 26, 2026
195 Questions Answers with Explanation Detail
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Exam Code:
Databricks-Certified-Professional-Data-Engineer
Total Questions:
195 Q&A's
Single Choice Questions:
192 Q&A's
Multiple Choice Questions:
3 Q&A's

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The Databricks Databricks-Certified-Professional-Data-Engineer exam is ideal for experienced data engineers seeking to validate their proficiency in building and managing advanced data pipelines on the Databricks Lakehouse Platform. If you possess strong skills in Apache Spark, Delta Lake, MLflow, and Databricks tools, this certification will showcase your expertise to potential employers.
The Databricks Databricks-Certified-Professional-Data-Engineer Exam is a proctored certification exam that consists of 60 multiple-choice questions. The time limit for the exam is 120 minutes.
There are no prerequisites for taking the Databricks Databricks-Certified-Professional-Data-Engineer Exam. However, related training is highly recommended.

The Databricks Databricks-Certified-Professional-Data-Engineer Exam assesses an individual’s ability to use Databricks to perform advanced data engineering tasks. The exam covers:

  • Databricks Tooling (20%)
  • Data Processing (30%)
  • Data Modeling (20%)
  • Security and Governance (10%)
  • Monitoring and Logging (10%)
  • Testing and Deployment (10%)
  • The Databricks-Certified-Professional-Data-Engineer Exam assesses an individual’s ability to use Databricks to perform advanced data engineering tasks, including building optimized and cleaned ETL pipelines, modeling data into a lakehouse, and ensuring that data pipelines are secure, reliable, monitored, and tested before deployment. The exam covers Databricks Tooling, Data Processing, Data Modeling, Security and Governance, Monitoring and Logging, and Testing and Deployment.
  • The Databricks-Certified-Professional-Data-Scientist Exam assesses an individual’s ability to use Databricks to perform advanced data science tasks, including building and deploying machine learning models, using MLflow to track experiments, and using Delta Lake to manage data. The exam covers Databricks Tooling, Data Processing, Machine Learning, and Data Management.

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Databricks Certified Data Engineer Professional Exam Questions and Answers

Questions 1

Incorporating unit tests into a PySpark application requires upfront attention to the design of your jobs, or a potentially significant refactoring of existing code.

Which statement describes a main benefit that offset this additional effort?

Options:

A.

Improves the quality of your data

B.

Validates a complete use case of your application

C.

Troubleshooting is easier since all steps are isolated and tested individually

D.

Yields faster deployment and execution times

E.

Ensures that all steps interact correctly to achieve the desired end result

Questions 2

Which of the following is true of Delta Lake and the Lakehouse?

Options:

A.

Because Parquet compresses data row by row. strings will only be compressed when a character is repeated multiple times.

B.

Delta Lake automatically collects statistics on the first 32 columns of each table which are leveraged in data skipping based on query filters.

C.

Views in the Lakehouse maintain a valid cache of the most recent versions of source tables at all times.

D.

Primary and foreign key constraints can be leveraged to ensure duplicate values are never entered into a dimension table.

E.

Z-order can only be applied to numeric values stored in Delta Lake tables

Questions 3

The data architect has mandated that all tables in the Lakehouse should be configured as external Delta Lake tables.

Which approach will ensure that this requirement is met?

Options:

A.

Whenever a database is being created, make sure that the location keyword is used

B.

When configuring an external data warehouse for all table storage. leverage Databricks for all ELT.

C.

Whenever a table is being created, make sure that the location keyword is used.

D.

When tables are created, make sure that the external keyword is used in the create table statement.

E.

When the workspace is being configured, make sure that external cloud object storage has been mounted.

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