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Databricks Databricks-Certified-Data-Engineer-Professional Exam Syllabus Topics:

Databricks Certified Data Engineer Professional Sample Questions:

1. A data engineering team is setting up a Git project to automate integration tests using Databricks Asset Bundles and the Git provider's CI/CD functionalities. When a pull containing changes to their pipleline is sent, they need to run a Job to test their data pipeline. What is the correct databricks bundle command sequence to be executed from the Git provider's CI/CD automation for this task?

A) validate, deploy, run
B) init, validate, deploy, run
C) init, deploy, run, validate
D) deploy, run, validate

2. A platform team lead is responsible for automating the individual teams attribution towards SQL Warehouse usage. The requirement is to identify the SQL warehouse usage at the individual user's level and generate a daily report to be shared with an executive team that includes leaders from all business units. How should the platform lead generate an automated report that can be shared daily?

A) Use the system tables to capture the audit and billing usage data and create a dashboard with daily refresh schedules and shared with the executive team.
B) Let the users run the SQL query and then directly report the usage to the executives. The ownership of the SQL warehouse usage will be with the individual teams.
C) Use the system tables to capture the audit and billing usage data and share the queries with the executive team. This enables the executives to execute the query and see the latest results any time.
D) Restrict users from running any SQL query unless they provide all the query details so that the attribution can be calculated and shared with the executive team.

3. The data engineer team has been tasked with configured connections to an external database that does not have a supported native connector with Databricks. The external database already has data security configured by group membership. These groups map directly to user group already created in Databricks that represent various teams within the company. A new login credential has been created for each group in the external database. The Databricks Utilities Secrets module will be used to make these credentials available to Databricks users. Assuming that all the credentials are configured correctly on the external database and group membership is properly configured on Databricks, which statement describes how teams can be granted the minimum necessary access to using these credentials?

A) No additional configuration is necessary as long as all users are configured as administrators in the workspace where secrets have been added.
B) "Manage" permission should be set on a secret scope containing only those credentials that will be used by a given team.
C) "Read" permissions should be set on a secret scope containing only those credentials that will be used by a given team.
D) "Read'' permissions should be set on a secret key mapped to those credentials that will be used by a given team.

4. Each configuration below is identical to the extent that each cluster has 400 GB total of RAM, 160 total cores and only one Executor per VM.
Given a job with at least one wide transformation, which of the following cluster configurations will result in maximum performance?

A) Total VMs: 1
400 GB per Executor
160 Cores / Executor
B) Total VMs: 2
200 GB per Executor
80 Cores / Executor
C) Total VMs: 8
50 GB per Executor
20 Cores / Executor
D) Total VMs: 4
100 GB per Executor
40 Cores/Executor

5. The data architect has mandated that all tables in the Lakehouse should be configured as external Delta Lake tables.
Which approach will ensure that this requirement is met?

A) Whenever a database is being created, make sure that the location keyword is used
B) When configuring an external data warehouse for all table storage. leverage Databricks for all ELT.
C) When tables are created, make sure that the external keyword is used in the create table statement.
D) Whenever a table is being created, make sure that the location keyword is used.
E) When the workspace is being configured, make sure that external cloud object storage has been mounted.

Solutions: