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Databricks Certified Data Engineer Professional Sample Questions:

1. A DLT pipeline includes the following streaming tables:
Raw_lot ingest raw device measurement data from a heart rate tracking device.
Bpm_stats incrementally computes user statistics based on BPM measurements from raw_lot.
How can the data engineer configure this pipeline to be able to retain manually deleted or updated records in the raw_iot table while recomputing the downstream table when a pipeline update is run?

A) Set the SkipChangeCommits flag to true raw_lot
B) Set the pipelines, reset, allowed property to false on raw_iot
C) Set the pipelines, reset, allowed property to false on bpm_stats
D) Set the skipChangeCommits flag to true on bpm_stats

2. A junior data engineer has configured a workload that posts the following JSON to the Databricks REST API endpoint 2.0/jobs/create.

Assuming that all configurations and referenced resources are available, which statement describes the result of executing this workload three times?

A) Three new jobs named "Ingest new data" will be defined in the workspace, but no jobs will be executed.
B) One new job named "Ingest new data" will be defined in the workspace, but it will not be executed.
C) Three new jobs named "Ingest new data" will be defined in the workspace, and they will each run once daily.
D) The logic defined in the referenced notebook will be executed three times on the referenced existing all purpose cluster.
E) The logic defined in the referenced notebook will be executed three times on new clusters with the configurations of the provided cluster ID.

3. A data engineer wants to automate job monitoring and recovery in Databricks using the Jobs API.
They need to list all jobs, identify a failed job, and rerun it. Which sequence of API actions should the data engineer perform?

A) Use the jobs/get endpoint to retrieve job details, then use jobs/update to rerun failed jobs.
B) Use the jobs/cancel endpoint to remove failed jobs, then recreate them with jobs/create and run the new ones.
C) Use the jobs/list endpoint to list jobs, check job run statuses with jobs/runs/list, and rerun a failed job using jobs/run-now.
D) Use the jobs/list endpoint to list jobs, then use the jobs/create endpoint to create a new job, and run the new job using jobs/run-now.

4. A company wants to implement Lakehouse Federation across multiple data sources but is concerned about data consistency and ensuring that all teams access the same authoritative version of their data. Which statement is applicable for Lakehouse Federations to maintain data consistency?

A) Federation provides read-only access that reflects the current state of source systems.
B) A separate data synchronization service must be deployed.
C) Federation implements change data capture (CDC) from all sources.
D) Federation creates local copies that must be manually refreshed.

5. An external object storage container has been mounted to the location /mnt/finance_eda_bucket.
The following logic was executed to create a database for the finance team:

After the database was successfully created and permissions configured, a member of the finance team runs the following code:

If all users on the finance team are members of the finance group, which statement describes how the tx_sales table will be created?

A) A logical table will persist the query plan to the Hive Metastore in the Databricks control plane.
B) An managed table will be created in the storage container mounted to /mnt/finance_eda_bucket.
C) An external table will be created in the storage container mounted to /mnt/finance eda bucket.
D) A logical table will persist the physical plan to the Hive Metastore in the Databricks control plane.
E) A managed table will be created in the DBFS root storage container.

Solutions: