Prepare with Databricks Databricks-Certified-Data-Engineer-Professional exam torrent, pass for sure
Updated: Jun 06, 2026
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Databricks Certified Data Engineer Professional Sample Questions:
1. Which statement regarding spark configuration on the Databricks platform is true?
A) Spark configuration set within an notebook will affect all SparkSession attached to the same interactive cluster
B) Spark configuration properties set for an interactive cluster with the Clusters UI will impact all notebooks attached to that cluster.
C) The Databricks REST API can be used to modify the Spark configuration properties for an interactive cluster without interrupting jobs.
D) When the same spar configuration property is set for an interactive to the same interactive cluster.
E) Spark configuration properties can only be set for an interactive cluster by creating a global init script.
2. Predictive Optimization is an automated Databricks service enabled by default for Unity Catalog Managed tables. It helps maintain Delta tables by continuously optimizing them to ensure optimal performance and costs. Which two operations does Predictive Optimization run to maintain the Delta tables? (Choose two.)
A) COMPACT
B) BUCKETING
C) ANALYZE
D) PARTITION BY
E) OPTIMIZE
3. 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?
A) Delta OPTIMIZE
B) Delta APPEND_ONLY
C) Delta VACUUM
D) Delta Time Travel
4. 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) Ganglia
B) Workspace audit logs
C) Cluster Event Log
D) Driver's log file
E) Executor's log file
5. A junior data engineer on your team has implemented the following code block.
The view new_events contains a batch of records with the same schema as the events Delta table. The event_id field serves as a unique key for this table.
When this query is executed, what will happen with new records that have the same event_id as an existing record?
A) They are merged.
B) They are inserted.
C) They are deleted.
D) They are updated.
E) They are ignored.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C,E | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: E |
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