Microsoft Certified: Azure Data Engineer Associate DP-203 Updated Exam

You plan to develop a dataset named Purchases by using Azure databricks Purchases will contain the following columns:

• ProductID

• ItemPrice

• lineTotal

• Quantity

• StorelD

• Minute

• Month

• Hour

• Year

• Day

You need to store the data to support hourly incremental load pipelines that will vary for each StoreID. the solution must minimize storage costs. How should you complete the rode? To answer, select the appropriate options In the answer area.

NOTE: Each correct selection is worth one point.

You have an Azure Databricks workspace and an Azure Data Lake Storage Gen2 account named storage!

New files are uploaded daily to storage1.

• Incrementally process new files as they are upkorage1 as a structured streaming source. The solution must meet the following requirements:

• Minimize implementation and maintenance effort.

• Minimize the cost of processing millions of files.

• Support schema inference and schema drift.

Which should you include in the recommendation?

You are designing the folder structure for an Azure Data Lake Storage Gen2 account.

You identify the following usage patterns:

• Users will query data by using Azure Synapse Analytics serverless SQL pools and Azure Synapse Analytics serverless Apache Spark pods.

• Most queries will include a filter on the current year or week.

• Data will be secured by data source.

You need to recommend a folder structure that meets the following requirements:

• Supports the usage patterns

• Simplifies folder security

• Minimizes query times

Which folder structure should you recommend?

A)

B)

C)

D)

E)