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Microsoft Designing an Azure Data Solution - DP-201 Exam Questions

QUESTION NO: 1
You are planning a design pattern based on the Lambda architecture as shown in the exhibit.

Which Azure service should you use for the hot path?
Correct Answer: D
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QUESTION NO: 2
Which Azure service and feature should you recommend using to manage the transient data for Data Lake Storage? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Correct Answer:

Reference:
https://azure.microsoft.com/sv-se/blog/clean-up-files-by-built-in-delete-activity-in-azure-data-factory/
QUESTION NO: 3
You are designing a serving layer for dat
a. The design must meet the following requirements:
Authenticate users by using Azure Active Directory (Azure AD).
Serve as a hot path for data.
Support query scale out.
Support SQL queries.
What should you include in the design?
Correct Answer: D
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QUESTION NO: 4
You need to recommend an Azure SQL Database pricing tier for Planning Assistance.
Which pricing tier should you recommend?
Correct Answer: A
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QUESTION NO: 5
A company is designing a solution that uses Azure Databricks.
The solution must be resilient to regional Azure datacenter outages.
You need to recommend the redundancy type for the solution.
What should you recommend?
Correct Answer: B
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QUESTION NO: 6
You have an Azure Storage account that generates 200,000 new files daily. The file names have a format of {YYYY}/{MM}/{DD}/{HH}/{CustomerID}.csv.
You need to design an Azure Data Factory solution that will load new data from the storage account to an Azure Data Lake once hourly. The solution must minimize load times and costs.
How should you configure the solution? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point
Correct Answer:

Reference:
https://azure.microsoft.com/en-us/blog/incrementally-copy-new-files-by-lastmodifieddate-with-azure-data-factory/
https://docs.microsoft.com/en-us/azure/data-factory/how-to-create-tumbling-window-trigger
QUESTION NO: 7
You plan to use an Azure SQL data warehouse to store the customer dat
a. You need to recommend a disaster recovery solution for the data warehouse. What should you include in the recommendation?
Correct Answer: A
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QUESTION NO: 8
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.
After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.
You have an Azure Data Lake Storage account that contains a staging zone.
You need to design a daily process to ingest incremental data from the staging zone, transform the data by executing an R script, and then insert the transformed data into a data warehouse in Azure Synapse Analytics.
Solution: You use an Azure Data Factory schedule trigger to execute a pipeline that executes an Azure Databricks notebook, and then inserts the data into the data warehouse.
Does this meet the goal?
Correct Answer: B
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QUESTION NO: 9
You are designing an Azure SQL Data Warehouse. You plan to load millions of rows of data into the data warehouse each day.
You must ensure that staging tables are optimized for data loading.
You need to design the staging tables.
What type of tables should you recommend?
Correct Answer: B
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QUESTION NO: 10
You need to recommend a security solution for containers in Azure Blob storage. The solution must ensure that only read permissions are granted to a specific user for a specific container.
What should you include in the recommendation?
Correct Answer: C
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QUESTION NO: 11
You are designing a solution for a company. The solution will use model training for objective classification.
You need to design the solution.
What should you recommend?
Correct Answer: A
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QUESTION NO: 12
You are designing a data processing solution that will run as a Spark job on an HDInsight cluster. The solution will be used to provide near real-time information about online ordering for a retailer.
The solution must include a page on the company intranet that displays summary information.
The summary information page must meet the following requirements:
Display a summary of sales to date grouped by product categories, price range, and review scope.
Display sales summary information including total sales, sales as compared to one day ago and sales as compared to one year ago.
Reflect information for new orders as quickly as possible.
You need to recommend a design for the solution.
What should you recommend? To answer, select the appropriate configuration in the answer area.
Correct Answer:

References:
https://docs.microsoft.com/en-us/azure/hdinsight/spark/apache-spark-perf