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By microsoft
Aug, 2025

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Question 26

You are designing a data storage solution for a database that is expected to grow to 50 TB. The usage pattern is singleton inserts, singleton updates, and reporting.
Which storage solution should you use?

  • A: Azure SQL Database elastic pools
  • B: Azure Synapse Analytics
  • C: Azure Cosmos DB that uses the Gremlin API
  • D: Azure SQL Database Hyperscale

Question 27

HOTSPOT -
You are designing a solution that will use Azure Table storage. The solution will log records in the following entity.

Image 1

You are evaluating which partition key to use based on the following two scenarios:
✑ Scenario1: Minimize hotspots under heavy write workloads.
✑ Scenario2: Ensure that date lookups are as efficient as possible for read workloads.
Which partition key should you use for each scenario? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

Image 2

Question 28

DRAG DROP -
You have data on the 75,000 employees of your company. The data contains the properties shown in the following table.

Image 1

You need to store the employee data in an Azure Cosmos DB container. Most queries on the data will filter by the Current Department and the Employee
Surname properties.
Which partition key and item ID should you use for the container? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Select and Place:

Image 2

Question 29

DRAG DROP -
You need to design a data architecture to bring together all your data at any scale and provide insights into all your users through the use of analytical dashboards, operational reports, and advanced analytics.
How should you complete the architecture? To answer, drag the appropriate Azure services to the correct locations in the architecture. Each service may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Select and Place:

Image 1

Question 30

HOTSPOT -
You are designing an enterprise data warehouse in Azure Synapse Analytics that will store website traffic analytic in a star schema.
You plan to have a fact table for website visits. The table will be approximately 5 GB.
You need to recommend which distribution type and index type to use for the table. The solution must provide the fastest query performance.
What should you recommend? To answer, select the appropriate options in the answer area
NOTE: Each correct selection is worth one point.
Hot Area:

Image 1

Question 31

You plan to deploy a reporting database to Azure. The database will contain 30 GB of data. The amount of data will increase by 300 MB each year.
Rarely will the database be accessed during the second and third weeks of each month. During the first and fourth week of each month, new data will be loaded each night.
You need to recommend a solution for the planned database. The solution must meet the following requirements:
✑ Minimize costs.
✑ Minimize administrative effort.
What should you recommend?

  • A: an Azure HDInsight cluster
  • B: Azure SQL Database Hyperscale
  • C: Azure SQL Database Business Critical
  • D: Azure SQL Database serverless

Question 32

You are designing a solution for the ad hoc analysis of data in Azure Databricks notebooks. The data will be stored in Azure Blob storage.
You need to ensure that Blob storage will support the recovery of the data if the data is overwritten accidentally.
What should you recommend?

  • A: Enable soft delete.
  • B: Add a resource lock.
  • C: Enable diagnostics logging.
  • D: Use read-access geo-redundant storage (RA-GRS).

Question 33

You are planning a solution that combines log data from multiple systems. The log data will be downloaded from an API and stored in a data store.
You plan to keep a copy of the raw data as well as some transformed versions of the data. You expect that there will be at least 2 TB of log files. The data will be used by data scientists and applications.
You need to recommend a solution to store the data in Azure. The solution must minimize costs.
What storage solution should you recommend?

  • A: Azure Data Lake Storage Gen2
  • B: Azure Synapse Analytics
  • C: Azure SQL Database
  • D: Azure Cosmos DB

Question 34

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 are designing an Azure SQL Database that will use elastic pools. You plan to store data about customers in a table. Each record uses a value for
CustomerID.
You need to recommend a strategy to partition data based on values in CustomerID.
Proposed Solution: Separate data into customer regions by using vertical partitioning.
Does the solution meet the goal?

  • A: Yes
  • B: No

Question 35

You are designing a serving layer for data. 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?

  • A: Azure Data Lake Storage
  • B: Azure Cosmos DB
  • C: Azure Blob storage
  • D: Azure Synapse Analytics

Question 36

You are designing a storage solution for streaming data that is processed by Azure Databricks. The solution must meet the following requirements:
✑ The data schema must be fluid.
✑ The source data must have a high throughput.
✑ The data must be available in multiple Azure regions as quickly as possible.
What should you include in the solution to meet the requirements?

  • A: Azure Cosmos DB
  • B: Azure Synapse Analytics
  • C: Azure SQL Database
  • D: Azure Data Lake Storage

Question 37

You are designing a log storage solution that will use Azure Blob storage containers.
CSV log files will be generated by a multi-tenant application. The log files will be generated for each customer at five-minute intervals. There will be more than
5,000 customers. Typically, the customers will query data generated on the day the data was created.
You need to recommend a naming convention for the virtual directories and files. The solution must minimize the time it takes for the customers to query the log files.
What naming convention should you recommend?

  • A: {year}/{month}/{day}/{hour}/{minute}/{CustomerID}.csv
  • B: {year}/{month}/{day}/{CustomerID}/{hour}/{minute}.csv
  • C: {minute}/{hour}/{day}/{month}/{year}/{CustomeriD}.csv
  • D: {CustomerID}/{year}/{month}/{day}/{hour}/{minute}.csv

Question 38

You are designing an Azure Cosmos DB database that will contain news articles.
The articles will have the following properties: Category, Created Datetime, Publish Datetime, Author, Headline, Body Text, and Publish
Status. Multiple articles will be published in each category daily, but no two stories in a category will be published simultaneously.
Headlines may be updated over time. Publish Status will have the following values: draft, published, updated, and removed. Most articles will remain in the published or updated status. Publish Datetime will be populated only when Publish Status is set to published.
You will serve the latest articles to websites for users to consume.
You need to recommend a partition key for the database container. The solution must ensure that the articles are served to the websites as quickly as possible.
Which partition key should you recommend?

  • A: Publish Status
  • B: Category + Created Datetime
  • C: Headline
  • D: Publish Date + random suffix

Question 39

You are designing a product catalog for a customer. The product data will be stored in Azure Cosmos DB. The product properties will be different for each product and additional properties will be added to products as needed.
Which Cosmos DB API should you use to provision the database?

  • A: Cassandra API
  • B: Core (SQL) API
  • C: Gremlin API

Question 40

You work for a finance company.
You need to design a business network analysis solution that meets the following requirements:
✑ Analyzes the flow of transactions between the Azure environments of the company's various partner organizations
✑ Supports Gremlin (graph) queries
What should you include in the solution?

  • A: Azure Cosmos DB
  • B: Azure Synapse
  • C: Azure Analysis Services
  • D: Azure Data Lake Storage Gen2

Question 41

HOTSPOT -
You are evaluating the use of an Azure Cosmos DB account for a new database.
The proposed account will be configured as shown in the following exhibit.

Image 1

Use the drop-down menus to select the answer choice that completes each statement based on the information presented in the graphic.
NOTE: Each correct selection is worth one point.
Hot Area:

Image 2

Question 42

You are designing a streaming solution that must meet the following requirements:
✑ Accept input data from an Azure IoT hub.
✑ Write aggregated data to Azure Cosmos DB.
✑ Calculate minimum, maximum, and average sensor readings every five minutes.
✑ Define calculations by using a SQL query.
✑ Deploy to multiple environments by using Azure Resource Manager templates.
What should you include in the solution?

  • A: Azure Functions
  • B: Azure HDInsight with Spark Streaming
  • C: Azure Databricks
  • D: Azure Stream Analytics

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