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Exam Code: Databricks-Certified-Data-Engineer-Professional
Exam Name: Databricks Certified Data Engineer Professional Exam
Updated: Nov 09, 2026
Q & A: 250 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Quality and Governance | 12% | - Data Quality - Data Lineage - Governance |
| Topic 2: Monitoring and Troubleshooting | 16% | - Troubleshooting - Monitoring - Performance Optimization |
| Topic 3: Data Processing | 28% | - Data Transformation - ETL Pipelines - Structured Streaming - Spark SQL |
| Topic 4: Databricks Lakehouse Platform | 24% | - Unity Catalog - Data Management - Delta Lake - Lakehouse Architecture |
| Topic 5: Data Modeling and Storage | 20% | - Data Modeling - File Formats - Storage Optimization |
A data engineer is configuring a Databricks Asset Bundle to deploy a job with granular permissions.
The requirements are:
- Grant the data-engineers group CAN_MANAGE access to the job.
- Ensure the auditors' group can view the job but not modify/run it.
- Avoid granting unintended permissions to other users/groups.
How should the data engineer deploy the job while meeting the requirements?
Correct Answer: C 🗳️
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Which statement describes a key benefit of an end-to-end test?
Correct Answer: C 🗳️
Explanation: Only visible for ITexamReview members. You can sign-up / login (it's free).
A Structured Streaming job deployed to production has been experiencing delays during peak hours of the day. At present, during normal execution, each microbatch of data is processed in less than 3 seconds. During peak hours of the day, execution time for each microbatch becomes very inconsistent, sometimes exceeding 30 seconds. The streaming write is currently configured with a trigger interval of 10 seconds.
Holding all other variables constant and assuming records need to be processed in less than 10 seconds, which adjustment will meet the requirement?
Correct Answer: A 🗳️
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A data engineer is tasked with building a nightly batch ETL pipeline that processes very large volumes of raw JSON logs from a data lake into Delta tables for reporting. The data arrives in bulk once per day, and the pipeline takes several hours to complete. Cost efficiency is important, but performance and reliability of completing the pipeline are the highest priorities. Which type of Databricks cluster should the data engineer configure?
Correct Answer: D 🗳️
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A data engineer is using the AUTO CDC API in Lakeflow Spark Declarative Pipeline to propagate deletions from a source table (orders_source) to a target table (orders_target). The source has Change Data Feed (CDF) enabled, but some delete events arrive out of order due to upstream delays. How does the AUTO CDC API internally ensure deletions are applied correctly despite out-of-order events?
Correct Answer: B 🗳️
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