Databricks-Certified-Data-Engineer-Associate Test Dumps | Databricks-Certified-Data-Engineer-Associate Latest Braindumps Pdf

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

SectionObjectives
Databricks Lakehouse Platform Fundamentals- Clusters, notebooks, and basic Databricks environment usage
- Workspace, architecture, and core platform concepts
Data Governance and Quality- Unity Catalog basics
- Data access control and governance
- Data quality concepts and management
Data Ingestion and ELT Development- ETL patterns and transformations
- Data ingestion using Spark SQL and PySpark
- Handling structured and semi-structured data
Productionizing Data Pipelines- Pipeline deployment and operationalization
- Scheduling and monitoring jobs
- Databricks Workflows / Jobs orchestration
Data Processing and Transformations- Delta Lake fundamentals (tables, transactions, optimization)
- Apache Spark SQL operations (joins, aggregations, filtering)
- PySpark DataFrame transformations
- User-defined functions (UDFs)

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Databricks Certified Data Engineer Associate Exam Sample Questions (Q236-Q241):

NEW QUESTION # 236
A data engineer needs to view the full history of operations performed on a Delta table, including timestamps, user information, and operation types. Which SQL command provides this audit information?

Answer: C


NEW QUESTION # 237
A data architect has determined that a table of the following format is necessary:
Which of the following code blocks uses SQL DDL commands to create an empty Delta table in the above format regardless of whether a table already exists with this name?

Answer: A


NEW QUESTION # 238
A data engineer is maintaining an ETL pipeline code with a GitHub repository linked to their Databricks account. The data engineer wants to deploy the ETL pipeline to production as a databricks workflow. Which approach should the data engineer use?

Answer: A

Explanation:
The best practice for deploying ETL pipelines to production is to use Databricks Asset Bundles (DAB) with GitHub integration. DAB provides a declarative YAML-based structure for defining workflows and resources, supports CI/CD, and integrates seamlessly with GitHub, enabling version-controlled, automated deployments to production.


NEW QUESTION # 239
A data engineer has been using a Databricks SQL dashboard to monitor the cleanliness of the input data to a data analytics dashboard for a retail use case. The job has a Databricks SQL query that returns the number of store-level records where sales is equal to zero. The data engineer wants their entire team to be notified via a messaging webhook whenever this value is greater than 0.
Which of the following approaches can the data engineer use to notify their entire team via a messaging webhook whenever the number of stores with $0 in sales is greater than zero?

Answer: E


NEW QUESTION # 240
What is the maximum output supported by a job cluster to ensure a notebook does not fail?

Answer: D

Explanation:
The maximum output supported by a job cluster in Databricks is 10MB. If the output exceeds this limit, the notebook may fail.


NEW QUESTION # 241
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