Which of the following Structured Streaming queries is performing a hop from a Silver table to a Gold table?

• A.
• B.
• C.
• D.
• E.

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A data engineer works for an organization that must meet a stringent Service Level Agreement (SLA) that demands minimal runtime errors and high availability for its data processing pipelines.
The data engineer wants to avoid the operational overhead of managing and tuning clusters.
Which architectural solution will meet the requirements?

• A.Use an auto-scaling cluster configured and monitored by the user.
• B.Implement a hybrid approach with scheduled batch jobs on custom cloud VMs.
• C.Deploy a dedicated, manually managed cluster optimized by in-house IT staff.
• D.Utilize Databricks serverless compute that automatically optimizes resources and abstracts cluster management.

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A data engineer wants to create a new table containing the names of customers who live in France.
They have written the following command:
CREATE TABLE customersInFrance
_____ AS
SELECT id,
firstName,
lastName
FROM customerLocations
WHERE country = 'FRANCE';
A senior data engineer mentions that it is organization policy to include a table property indicating that the new table includes personally identifiable information (Pll).
Which line of code fills in the above blank to successfully complete the task?

• A.COMMENT "Contains PIT
• B.511
• C."COMMENT PII"
• D.TBLPROPERTIES PII

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Which of the following tools is used by Auto Loader process data incrementally?

• A.Checkpointing
• B.Spark Structured Streaming
• C.Data Explorer
• D.Unity Catalog
• E.Databricks SQL

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Which of the following benefits of using the Databricks Lakehouse Platform is provided by Delta Lake?

• A.The ability to manipulate the same data using a variety of languages
• B.The ability to collaborate in real time on a single notebook
• C.The ability to set up alerts for query failures
• D.The ability to support batch and streaming workloads
• E.The ability to distribute complex data operations

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