Updated: Oct 11, 2026
No. of Questions: 250 Questions & Answers with Testing Engine
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| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Data Engineer Professional |
| Exam Number: | Certified Data Engineer Professional |
| Passing Score: | Not publicly specified in the current official exam guide |
| Related Certifications: | Databricks Certified Data Engineer Associate |
| Real Exam Qty: | 59 scored questions |
| Exam Format: | Multiple-choice |
| Exam Duration: | 120 minutes |
| Exam Price: | USD 200, plus applicable taxes as required by local law |
| Available Languages: | English |
| Certificate Validity Period: | 2 years |
| Sample Questions: | Databricks Certified-Data-Engineer-Professional Sample Questions |
| Exam Way: | Online proctored or test center proctored |
| Pre Condition: | No mandatory prerequisite. Databricks recommends related course attendance and approximately one year of hands-on experience performing the Data Engineering tasks covered by the exam. |
| Official Syllabus URL: | https://www.databricks.com/learn/certification/data-engineer-professional |
| Section | Objectives |
|---|---|
| Topic 1: Data Governance | - Unity Catalog Permissions
|
| Topic 2: Debugging and Deploying | - Deploying CI/CD
|
| Topic 3: Ensuring Data Security and Compliance | - Data Security
|
| Topic 4: Data Modelling | - Scalable Data Models
|
| Topic 5: Data Ingestion & Acquisition | - Design and implement data ingestion pipelines
|
| Topic 6: Developing Code for Data Processing using Python and SQL | - Building and Testing ETL Pipelines
|
| Topic 7: Data Sharing and Federation | - Lakehouse Federation
|
| Topic 8: Cost & Performance Optimisation | - Delta Optimization
|
| Topic 9: Monitoring and Alerting | - Alerting
|
| Topic 10: Data Transformation, Cleansing, and Quality | - Data Quality
|
A data engineer has created a transactions Delta table on Databricks that should be used by the analytics team. The analytics team wants to use the table with another tool that requires Apache Iceberg format. What should the data engineer do?
Correct Answer: C 🗳️
Explanation: Only visible for Pass4SureQuiz members. You can sign-up / login (it's free).
A data engineering team is implementing an append-only data pipeline using Delta Lake, and wants to ensure that data is never modified or deleted once written. Which Delta Lake feature should the data engineer enable to prevent modifications to existing data?
Correct Answer: D 🗳️
Explanation: Only visible for Pass4SureQuiz members. You can sign-up / login (it's free).
Which statement regarding stream-static joins and static Delta tables is correct?
Correct Answer: C 🗳️
Explanation: Only visible for Pass4SureQuiz members. You can sign-up / login (it's free).
A nightly job ingests data into a Delta Lake table using the following code:
The next step in the pipeline requires a function that returns an object that can be used to manipulate new records that have not yet been processed to the next table in the pipeline.
Which code snippet completes this function definition?
def new_records():


Correct Answer: B 🗳️
Explanation: Only visible for Pass4SureQuiz members. You can sign-up / login (it's free).
The data governance team has instituted a requirement that the "user" table containing Personal Identifiable Information (PII) must have the appropriate masking on the SSN column. This means that anyone outside of the HRAdminGroup should see masked social security numbers as ***-**-
****.
The team created a masking function:
What does the data governance team need to do next to achieve this goal?
Correct Answer: C 🗳️
Explanation: Only visible for Pass4SureQuiz members. You can sign-up / login (it's free).
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