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The GAQM Databricks-Certified-Data-Engineer-Associate (Databricks Certified Data Engineer Associate) certification exam is an excellent opportunity for data professionals to validate their skills in designing, building, and maintaining data pipelines using Databricks. The certification exam covers a wide range of topics and is designed to test the candidate's knowledge of data engineering fundamentals, Databricks architecture, data modeling, and data processing. Passing the certification exam provides an individual with a globally recognized certification that can enhance their career prospects in the data engineering field.
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GAQM Databricks Certified Data Engineer Associate Exam Sample Questions (Q36-Q41):
NEW QUESTION # 36
A data analysis team has noticed that their Databricks SQL queries are running too slowly when connected to their always-on SQL endpoint. They claim that this issue is present when many members of the team are running small queries simultaneously. They ask the data engineering team for help. The data engineering team notices that each of the team's queries uses the same SQL endpoint.
Which of the following approaches can the data engineering team use to improve the latency of the team's queries?
- A. They can turn on the Auto Stop feature for the SQL endpoint.
- B. They can turn on the Serverless feature for the SQL endpoint.
- C. They can increase the maximum bound of the SQL endpoint's scaling range.
- D. They can turn on the Serverless feature for the SQL endpoint and change the Spot Instance Policy to
"Reliability Optimized." - E. They can increase the cluster size of the SQL endpoint.
Answer: C
NEW QUESTION # 37
Which of the following describes a scenario in which a data team will want to utilize cluster pools?
- A. An automated report needs to be runnable by all stakeholders.
- B. An automated report needs to be version-controlled across multiple collaborators.
- C. An automated report needs to be tested to identify errors.
- D. An automated report needs to be refreshed as quickly as possible.
- E. An automated report needs to be made reproducible.
Answer: A
NEW QUESTION # 38
Which of the following data lakehouse features results in improved data quality over a traditional data lake?
- A. A data lakehouse provides storage solutions for structured and unstructured data.
- B. A data lakehouse allows the use of SQL queries to examine data.
- C. A data lakehouse supports ACID-compliant transactions.
- D. A data lakehouse stores data in open formats.
- E. A data lakehouse enables machine learning and artificial Intelligence workloads.
Answer: B
NEW QUESTION # 39
A data engineer has left the organization. The data team needs to transfer ownership of the data engineer's Delta tables to a new data engineer. The new data engineer is the lead engineer on the data team.
Assuming the original data engineer no longer has access, which of the following individuals must be the one to transfer ownership of the Delta tables in Data Explorer?
- A. This transfer is not possible
- B. Original data engineer
- C. New lead data engineer
- D. Workspace administrator
- E. Databricks account representative
Answer: C
NEW QUESTION # 40
Which of the following describes when to use the CREATE STREAMING LIVE TABLE (formerly CREATE INCREMENTAL LIVE TABLE) syntax over the CREATE LIVE TABLE syntax when creating Delta Live Tables (DLT) tables using SQL?
- A. CREATE STREAMING LIVE TABLE should be used when the previous step in the DLT pipeline is static.
- B. CREATE STREAMING LIVE TABLE should be used when the subsequent step in the DLT pipeline is static.
- C. CREATE STREAMING LIVE TABLE should be used when data needs to be processed incrementally.
- D. CREATE STREAMING LIVE TABLE is redundant for DLT and it does not need to be used.
- E. CREATE STREAMING LIVE TABLE should be used when data needs to be processed through complicated aggregations.
Answer: C
NEW QUESTION # 41
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