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Databricks Certified Data Engineer Professional Exam Sample Questions (Q13-Q18):

NEW QUESTION # 13
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 Get Latest & Actual Certified-Data-Engineer-Professional Exam's Question and Answers from
B. When the workspace is being configured, make sure that external cloud object storage has been mounted.
C. Whenever a table is being created, make sure that the location keyword is used.
D. When configuring an external data warehouse for all table storage. leverage Databricks for all ELT.
E. When tables are created, make sure that the external keyword is used in the create table statement.

Answer: C

Explanation:
This is the correct answer because it ensures that this requirement is met. The requirement is that all tables in the Lakehouse should be configured as external Delta Lake tables. An external table is a table that is stored outside of the default warehouse directory and whose metadata is not managed by Databricks. An external table can be created by using the location keyword to specify the path to an existing directory in a cloud storage system, such as DBFS or S3. By creating external tables, the data engineering team can avoid losing data if they drop or overwrite the table, as well as leverage existing data without moving or copying it.

NEW QUESTION # 14
A junior data engineer has manually configured a series of jobs using the Databricks Jobs UI.
Upon reviewing their work, the engineer realizes that they are listed as the "Owner" for each job.
They attempt to transfer "Owner" privileges to the "DevOps" group, but cannot successfully accomplish this task.
Which statement explains what is preventing this privilege transfer?
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A. Only workspace administrators can grant "Owner" privileges to a group.
B. Other than the default "admins" group, only individual users can be granted privileges on jobs.
C. Databricks jobs must have exactly one owner; "Owner" privileges cannot be assigned to a group.
D. The creator of a Databricks job will always have "Owner" privileges; this configuration cannot be changed.
E. A user can only transfer job ownership to a group if they are also a member of that group.

Answer: C

Explanation:
A job cannot have more than one owner. A job cannot have a group as an owner.

NEW QUESTION # 15
A data team's Structured Streaming job is configured to calculate running aggregates for item sales to update a downstream marketing dashboard. The marketing team has introduced a new field to track the number of times this promotion code is used for each item. A junior data engineer suggests updating the existing query as follows: Note that proposed changes are in bold.
Original query:
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Proposed query:

Proposed query:
.start("/item_agg")
Which step must also be completed to put the proposed query into production?

A. Register the data in the "/item_agg" directory to the Hive metastore
B. Specify a new checkpointlocation
C. Run REFRESH TABLE delta, /item_agg'
D. Remove .option (mergeSchema', true') from the streaming write
E. Increase the shuffle partitions to account for additional aggregates

Answer: B

Explanation:
When introducing a new aggregation or a change in the logic of a Structured Streaming query, it is generally necessary to specify a new checkpoint location. This is because the checkpoint directory contains metadata about the offsets and the state of the aggregations of a streaming query. If the logic of the query changes, such as including a new aggregation field, the state information saved in the current checkpoint would not be compatible with the new logic, potentially leading to incorrect results or failures. Therefore, to accommodate the new field and ensure the streaming job has the correct starting point and state information for aggregations, a new checkpoint location should be specified.

NEW QUESTION # 16
Which distribution does Databricks support for installing custom Python code packages?

A. CRAN
B. nom
C. sbt
D. Wheels
E. jars
F. CRAM

Answer: B

Explanation:
Get Latest & Actual Certified-Data-Engineer-Professional Exam's Question and Answers from Explanation:
https://learn.microsoft.com/en-us/azure/databricks/workflows/jobs/how-to/use-python-wheels-in- workflows

NEW QUESTION # 17
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: 8
50 GB per Executor
20 Cores / Executor
B. Total VMs: 2
200 GB per Executor
80 Cores / Executor
C. Total VMs: 4
100 GB per Executor
40 Cores/Executor
D. Total VMs: 1
400 GB per Executor
160 Cores / Executor

Answer: D

Explanation:
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https://docs.databricks.com/en/clusters/cluster-config-best-practices.html

NEW QUESTION # 18
......

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