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Latest Updated Databricks-Certified-Data-Engineer-Associate Certification Exam Dumps | Newest Databricks-Certified-Data-Engineer-Associate Test Practice: Databricks Certified Data Engineer Associate Exam
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The Databricks Databricks-Certified-Data-Engineer-Associate exam consists of 60 multiple-choice questions and has a duration of 120 minutes. The topics covered in the exam include Databricks architecture, data ingestion, data processing, data transformation, data modeling, and data warehousing. Databricks-Certified-Data-Engineer-Associate exam is intended for data engineers, data architects, data analysts, and data scientists who have experience in working with Databricks for data engineering tasks. By obtaining this certification, candidates can demonstrate their expertise in Databricks and enhance their career prospects in the field of data engineering.
Databricks Certified Data Engineer Associate Exam is a comprehensive exam that covers a wide range of topics related to data engineering using Databricks. Databricks-Certified-Data-Engineer-Associate Exam covers topics such as data ingestion, data transformation, data storage, data processing, and data analysis using Databricks.
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Databricks Certified Data Engineer Associate Exam Sample Questions (Q225-Q230):
NEW QUESTION # 225
A data engineer wants to run SQL queries directly on data stored in Delta Lake using a serverless compute environment designed for analytics workloads. Which Databricks component provides this capability?
- A. Spark Driver
- B. Databricks SQL Warehouse
- C. DBFS
- D. MLflow
Answer: B
NEW QUESTION # 226
Which of the following describes the relationship between Gold tables and Silver tables?
- A. Gold tables are more likely to contain aggregations than Silver tables.
- B. Gold tables are more likely to contain valuable data than Silver tables.
- C. Gold tables are more likely to contain a less refined view of data than Silver tables.
- D. Gold tables are more likely to contain truthful data than Silver tables.
- E. Gold tables are more likely to contain more data than Silver tables.
Answer: A
NEW QUESTION # 227
A data engineer is attempting to drop a Spark SQL table my_table and runs the following command:
DROP TABLE IF EXISTS my_table;
After running this command, the engineer notices that the data files and metadata files have been deleted from the file system.
Which of the following describes why all of these files were deleted?
- A. The table's data was smaller than 10 GB
- B. The table was external
- C. The table was managed
- D. The table's data was larger than 10 GB
- E. The table did not have a location
Answer: C
NEW QUESTION # 228
A data engineer is standardizing repository layouts for multiple teams adopting Databricks Asset Bundles. The engineer wants to ensure every project has a single authoritative configuration file at the repository root that defines the bundle name, targets, workspace settings, permissions, and resource mappings (for jobs and pipelines).
What strategy should the data engineer use to meet the goal?
- A. Place a databricks.yaml at the repository root and optional databricks.yml in subfolders; the CLI prefers .yamlover .ymlwhen both exist.
- B. Place exactly one databricks.yml at the repository root; it is the main configuration file and may reference additional configuration files via the include mapping.
- C. Place a databricks.ymlin a databricks/hidden folder at the repository root; only hidden locations are valid for bundle configs.
- D. Place multiple databricks.ymlfiles under each subfolder (for example, jobs/pipelines/, workspace/) and merge them at deploy time using the include mapping.
Answer: B
Explanation:
Databricks Asset Bundles require a single authoritative databricks.yml file at the repository root that defines core bundle configuration, while allowing modularization by referencing additional files through the include mapping.
NEW QUESTION # 229
Which Databricks feature can be used to check the data sources and tables used in a workspace?
- A. Use the lineage feature to visualize a graph that shows all dependencies, including where the table is used in notebooks, other tables, and reports.
- B. Use the lineage feature to visualize a graph that highlights where the table is used only in notebooks.
- C. Use the lineage feature to visualize a graph that highlights where the table is used only in reports.
- D. Use the audit logs feature to review user activities, such as who queried or modified a table, instead of visualizing dependencies between data objects.
Answer: A
Explanation:
The lineage feature provides a visual graph of end-to-end data dependencies, showing data sources, tables, notebooks, and downstream consumers such as reports, enabling visibility into how data is produced and used across the workspace.
NEW QUESTION # 230
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