Skip to content

Debugging and Deploying Questions

Practice questions for Debugging and Deploying topic in Databricks Certified Data Engineer Professional. 20 questions covering this domain.

20 questions4 easy9 medium7 hard
Q1
easy

What is the required root configuration file for a Databricks Asset Bundle?

Q2
medium

Which of the following resource types can be defined and deployed using a Databricks Asset Bundle?

Q3
hard

A Databricks Asset Bundle defines two targets: `dev` with `mode: development` and `prod` with `mode: production`. Which statement correctly describes ...

Q4
medium

A data engineer runs `databricks bundle deploy` and receives an error stating a job task references an invalid cluster node type for the target worksp...

Q5
hard

A data engineer investigates a slow Spark stage in the Spark UI. Most tasks complete in 2–5 seconds, but one task takes over 10 minutes. Which observa...

Q6
hard

A data engineer's Lakeflow SDP pipeline runs in triggered mode. After a recent schema change in the bronze source table, the pipeline fails at the sil...

Q7
medium

A data engineer investigates a failed Spark stage in the Spark UI. The stage has 200 tasks. 199 tasks complete in under 10 seconds each, but one task ...

Q8
easy

Which Databricks CLI command deploys all resources defined in a Databricks Asset Bundle `databricks.yml` to the configured target workspace?

Q9
medium

A data engineer uses a Databricks Asset Bundle with two targets: `dev` and `prod`. In the `dev` target, the job should use a smaller cluster (`Standar...

Q10
hard

A data engineer deploys a Databricks Asset Bundle to a `prod` target. The bundle includes a Lakeflow Job and a Lakeflow SDP pipeline. After deployment...

Q11
easy

What minimum Databricks CLI version does the bundles documentation require for local bundle development?

Q12
hard

A scheduler starts many workflows at once and receives `429 Too Many Requests` from the Jobs API. Which Lakeflow Jobs limit most directly explains thi...

Q13
medium

Which statement about Lakeflow Jobs parameters is correct?

Q14
medium

Which command initializes a new bundle project from a template and asks interactive questions for project variables?

Q15
hard

A team needs a materialized-view refresh to run as one step inside a larger orchestrated workflow, with cross-system dependencies and job-level alerti...

Q16
medium

What is the Databricks CLI fundamentally wrapping when you issue commands such as `databricks clusters get` or `databricks jobs create`?

Q17
medium

A Lakeflow Job defines job-level parameters such as `run_date` and `region`. How are those parameters delivered to the job's tasks?

Q18
medium

A new project needs a starter bundle created from a template, and the engineer wants the CLI to ask for initial project variables. Which command shoul...

Q19
hard

A team deploys a bundle to `prod`, discovers that the pipeline definition in the latest commit is wrong, and needs to roll back cleanly. Which approac...

Q20
easy

A team has finished defining resources in `databricks.yml` and wants to push them to the target workspace. Which Databricks CLI command performs the d...

Sign in to see all 20 questions

Create a free account to browse all questions — completely free during our launch phase.