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Databricks-Certified-Data-Engineer-Professional
  • Exam Code: Databricks-Certified-Data-Engineer-Professional
  • Exam Name: Databricks Certified Data Engineer Professional Exam
  • Updated: Jul 23, 2026
  • No. of Questions: 250 Questions and Answers
  • Download Limit: Unlimited
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Databricks Databricks-Certified-Data-Engineer-Professional Exam Syllabus Topics:

SectionWeightObjectives
Data Quality and Governance12%- Data Lineage
- Data Quality
- Governance
Data Processing28%- Spark SQL
- ETL Pipelines
- Data Transformation
- Structured Streaming
Databricks Lakehouse Platform24%- Delta Lake
- Data Management
- Lakehouse Architecture
- Unity Catalog
Monitoring and Troubleshooting16%- Performance Optimization
- Monitoring
- Troubleshooting
Data Modeling and Storage20%- File Formats
- Storage Optimization
- Data Modeling

Databricks Certified Data Engineer Professional Sample Questions:

1. The DevOps team has configured a production workload as a collection of notebooks scheduled to run daily using the Jobs Ul. A new data engineering hire is onboarding to the team and has requested access to one of these notebooks to review the production logic. What are the maximum notebook permissions that can be granted to the user without allowing accidental changes to production code or data?

A) Can Read
B) Can edit
C) Can run
D) Can manage


2. The marketing team is looking to share data in an aggregate table with the sales organization, but the field names used by the teams do not match, and a number of marketing specific fields have not been approval for the sales org.
Which of the following solutions addresses the situation while emphasizing simplicity?

A) Create a new table with the required schema and use Delta Lake's DEEP CLONE functionality to sync up changes committed to one table to the corresponding table.
B) Add a parallel table write to the current production pipeline, updating a new sales table that varies as required from marketing table.
C) Instruct the marketing team to download results as a CSV and email them to the sales organization.
D) Create a view on the marketing table selecting only these fields approved for the sales team alias the names of any fields that should be standardized to the sales naming conventions.
E) Use a CTAS statement to create a derivative table from the marketing table configure a production jon to propagation changes.


3. A data engineer deploys a multi-task Databricks job that orchestrates three notebooks. One task intermittently fails with Exit Code 1 but succeeds on retry. The engineer needs to collect detailed logs for the failing attempts, including stdout/stderr and cluster lifecycle context, and share them with the platform team. What steps the data engineer needs to follow using built-in tools?

A) Export the notebook run results to HTML; this bundle includes complete stdout, stderr, and cluster event history across all tasks.
B) Download worker logs directly from the Spark UI and ignore driver logs, as worker logs contain stdout/stderr for all tasks and cluster events.
C) From the job run details page, export the job's logs or configure log delivery; then retrieve the compute driver logs and event logs from the compute details page to correlate stdout/stderr with cluster events.
D) Use the notebook interactive debugger to re-run the entire multi-task job, and capture step- through traces for the failing task.


4. The business reporting tem requires that data for their dashboards be updated every hour. The total processing time for the pipeline that extracts transforms and load the data for their pipeline runs in 10 minutes.
Assuming normal operating conditions, which configuration will meet their service-level agreement requirements with the lowest cost?

A) Configure a job that executes every time new data lands in a given directory.
B) Schedule a job to execute the pipeline once an hour on a dedicated interactive cluster.
C) Schedule a job to execute the pipeline once an hour on a new job cluster.
D) Schedule a Structured Streaming job with a trigger interval of 60 minutes.


5. The data governance team is reviewing user for deleting records for compliance with GDPR. The following logic has been implemented to propagate deleted requests from the user_lookup table to the user aggregate table.

Assuming that user_id is a unique identifying key and that all users have requested deletion have been removed from the user_lookup table, which statement describes whether successfully executing the above logic guarantees that the records to be deleted from the user_aggregates table are no longer accessible and why?

A) No; the Delta Lake DELETE command only provides ACID guarantees when combined with the MERGE INTO command
B) Yes; Delta Lake ACID guarantees provide assurance that the DELETE command successed fully and permanently purged these records.
C) No; the change data feed only tracks inserts and updates not deleted records.
D) No; files containing deleted records may still be accessible with time travel until a BACUM command is used to remove invalidated data files.
E) Yes; the change data feed uses foreign keys to ensure delete consistency throughout the Lakehouse.


Solutions:

Question # 1
Answer: A
Question # 2
Answer: D
Question # 3
Answer: C
Question # 4
Answer: C
Question # 5
Answer: D

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