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Databricks Databricks-Certified-Data-Engineer-Professional exam : Databricks Certified Data Engineer Professional Exam
- Exam Code: Databricks-Certified-Data-Engineer-Professional
- Exam Name: Databricks Certified Data Engineer Professional Exam
- Updated: Sep 15, 2026
- Q & A: 250 Questions and Answers
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Databricks Databricks-Certified-Data-Engineer-Professional Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Data Ingestion and Processing | - Batch and streaming ingestion with Auto Loader - ETL pipeline design patterns - Structured Streaming fundamentals |
| Data Modeling and Transformation | - Spark SQL transformations - Dimensional modeling concepts - Performance optimization techniques |
| Production Pipelines and Orchestration | - Job scheduling and monitoring - Databricks Workflows - Error handling and recovery strategies |
| Databricks Lakehouse Platform Architecture | - Data governance concepts (Unity Catalog basics) - Workspace and cluster architecture - Medallion architecture (Bronze, Silver, Gold) |
| Delta Lake and Data Management | - Time travel and versioning - Delta Lake transactions and ACID properties - Schema evolution and enforcement |
Databricks Certified Data Engineer Professional Sample Questions:
A view is registered with the following code:
Both users and orders are Delta Lake tables.
Which statement describes the results of querying recent_orders?
- A. Results will be computed and cached when the view is defined; these cached results will incrementally update as new records are inserted into source tables.
- B. All logic will execute at query time and return the result of joining the valid versions of the source tables at the time the query finishes.
- C. All logic will execute at query time and return the result of joining the valid versions of the source tables at the time the query began.
- D. All logic will execute when the view is defined and store the result of joining tables to the DBFS; this stored data will be returned when the view is queried.
Correct Answer: C 🗳️
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. Cluster Event Log
- B. Ganglia
- C. Executor's log file
- D. Driver's log file
- E. Workspace audit logs
Correct Answer: A 🗳️
The following table consists of items found in user carts within an e-commerce website.
The following MERGE statement is used to update this table using an updates view, with schema evolution enabled on this table.
How would the following update be handled?
- A. The new nested field is added to the target schema, and files underlying existing records are updated to include NULL values for the new field.
- B. The update is moved to separate ''restored'' column because it is missing a column expected in the target schema.
- C. The new restored field is added to the target schema, and dynamically read as NULL for existing unmatched records.
- D. The update throws an error because changes to existing columns in the target schema are not supported.
Correct Answer: A 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
What statement is true regarding the retention of job run history?
- A. It is retained for 90 days or until the run-id is re-used through custom run configuration
- B. It is retained until you export or delete job run logs
- C. It is retained for 30 days, during which time you can deliver job run logs to DBFS or S3
- D. It is retained for 60 days, after which logs are archived
- E. It is retained for 60 days, during which you can export notebook run results to HTML
Correct Answer: E 🗳️
A member of the data engineering team has submitted a short notebook that they wish to schedule as part of a larger data pipeline. Assume that the commands provided below produce the logically correct results when run as presented.
Which command should be removed from the notebook before scheduling it as a job?
- A. Cmd 2
- B. Cmd 6
- C. Cmd 4
- D. Cmd 3
- E. Cmd 5
Correct Answer: B 🗳️
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