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

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

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Databricks Certified Data Engineer Associate Exam Sample Questions (Q300-Q305):

NEW QUESTION # 300
A data engineer wants to schedule their Databricks SQL dashboard to refresh once per day, but they only want the associated SQL endpoint to be running when it is necessary.
Which of the following approaches can the data engineer use to minimize the total running time of the SQL endpoint used in the refresh schedule of their dashboard?

A. They can set up the dashboard's SQL endpoint to be serverless.
B. They can ensure the dashboard's SQL endpoint is not one of the included query's SQL endpoint.
C. They can turn on the Auto Stop feature for the SQL endpoint.
D. They can reduce the cluster size of the SQL endpoint.
E. They can ensure the dashboard's SQL endpoint matches each of the queries' SQL endpoints.

Answer: C

NEW QUESTION # 301
A data engineer only wants to execute the final block of a Python program if the Python variable day_of_week is equal to 1 and the Python variable review_period is True.
Which of the following control flow statements should the data engineer use to begin this conditionally executed code block?

A. if day_of_week = 1 and review_period = "True":
B. if day_of_week == 1 and review_period == "True":
C. if day_of_week = 1 & review_period: = "True":
D. if day_of_week = 1 and review_period:
E. if day_of_week == 1 and review_period:

Answer: B

NEW QUESTION # 302
A data engineer is designing a Gold-layer table for a BI team that needs to query complex aggregations. The data should be precomputed to provide low latency for dashboard users, while the underlying source data changes only once every few hours.
Which object type should be implemented in Unity Catalog?

A. External table
B. View
C. Streaming table
D. Materialized view

Answer: D

NEW QUESTION # 303
Which SQL code snippet will correctly demonstrate a Data Definition Language (DDL) operation used to create a table?

A. CREATE TABLE employees (
id INT,
name STRING
);
B. ALTER TABLE employees ADD COLUMN salary DECIMAL(10,2);
C. INSERT INTO employees (id, name) VALUES (1 'Alice');
D. DROP TABLE employees;

Answer: A

Explanation:
CREATE TABLE employees (...) is a Data Definition Language (DDL) operation that defines a new table and its schema.

NEW QUESTION # 304
A data engineer is attempting to grant a user access to a view. They successfully run the following command:
GRANT SELECT ON VIEW sales_catalog.market_data.summary
TO analyst_group;
However, the analyst still receives an "Insufficient Permissions" error when trying to query the view.
In which order should the engineer verify the hierarchy of securable objects to ensure that the analyst has the necessary usage permissions?

A. WORKSPACE → CLUSTER → VIEW
B. METASTORE → TABLE → VIEW
C. CATALOG → SCHEMA → VIEW
D. STORAGE CREDENTIAL → EXTERNAL LOCATION → VIEW

Answer: C

NEW QUESTION # 305
......

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