Quiz 2023 GAQM Unparalleled Valid Databricks-Certified-Data-Engineer-Associate Exam Sims by dorosam857 dorosam857

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The GAQM Databricks-Certified-Data-Engineer-Associate (Databricks Certified Data Engineer Associate) certification exam is a highly esteemed certification for data professionals. The exam measures an individual's competence in designing, building, and maintaining data pipelines using Databricks. The certification covers a wide range of topics, including data engineering fundamentals, Databricks architecture, data modeling, and data processing.

The GAQM Databricks-Certified-Data-Engineer-Associate (Databricks Certified Data Engineer Associate) Certification Exam is a highly sought-after certification in the field of data engineering. This certification is designed to validate the skills and knowledge required to design, build, and maintain data pipelines and data solutions on the Databricks platform. The exam is intended for professionals who have a strong understanding of data engineering concepts and have experience working with Databricks.

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GAQM Databricks Certified Data Engineer Associate Exam Sample Questions (Q25-Q30):

NEW QUESTION # 25
Which of the following tools is used by Auto Loader process data incrementally?

A. CheckpointingB. Unity CatalogC. Spark Structured StreamingD. Data ExplorerE. Databricks SQL

Answer: C

NEW QUESTION # 26
A dataset has been defined using Delta Live Tables and includes an expectations clause:
CONSTRAINT valid_timestamp EXPECT (timestamp > '2020-01-01') ON VIOLATION DROP ROW What is the expected behavior when a batch of data containing data that violates these constraints is processed?

A. Records that violate the expectation cause the job to fail.B. Records that violate the expectation are added to the target dataset and flagged as invalid in a field added to the target dataset.C. Records that violate the expectation are dropped from the target dataset and loaded into a quarantine table.D. Records that violate the expectation are added to the target dataset and recorded as invalid in the event log.E. Records that violate the expectation are dropped from the target dataset and recorded as invalid in the event log.

Answer: D

NEW QUESTION # 27
A data engineer has configured a Structured Streaming job to read from a table, manipulate the data, and then perform a streaming write into a new table.
The cade block used by the data engineer is below:

If the data engineer only wants the query to execute a micro-batch to process data every 5 seconds, which of the following lines of code should the data engineer use to fill in the blank?

A. trigger(processingTime="5 seconds")B. trigger(once="5 seconds")C. trigger("5 seconds")D. trigger(continuous="5 seconds")E. trigger()

Answer: A

NEW QUESTION # 28
A data engineer is maintaining a data pipeline. Upon data ingestion, the data engineer notices that the source data is starting to have a lower level of quality. The data engineer would like to automate the process of monitoring the quality level.
Which of the following tools can the data engineer use to solve this problem?

A. Unity CatalogB. Delta Live TablesC. Data ExplorerD. Delta LakeE. Auto Loader

Answer: D

NEW QUESTION # 29
A data engineer has three tables in a Delta Live Tables (DLT) pipeline. They have configured the pipeline to drop invalid records at each table. They notice that some data is being dropped due to quality concerns at some point in the DLT pipeline. They would like to determine at which table in their pipeline the data is being dropped.
Which of the following approaches can the data engineer take to identify the table that is dropping the records?

A. They can set up separate expectations for each table when developing their DLT pipeline.B. They can set up DLT to notify them via email when records are dropped.C. They cannot determine which table is dropping the records.D. They can navigate to the DLT pipeline page, click on each table, and view the data quality statistics.E. They can navigate to the DLT pipeline page, click on the "Error" button, and review the present errors.

Answer: E

NEW QUESTION # 30
......

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