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Free Microsoft DP-300 Practice Questions & Answers 2026 Part1

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Question #1
You are designing a streaming data solution that will ingest variable volumes of data.You need to ensure that you can change the partition count after creation.Which service should you use to ingest the data?
A. Azure Event Hubs Standard
B. Azure Stream Analytics
C. Azure Data Factory
D. Azure Event Hubs Dedicated
View answer
Correct Answer: D

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Question #2
You need to migrate an on-premises Microsoft SQL Server database to an Azure SQL Database. The solution must minimize downtime.What should you do?
A. Configure Transaction Log Shipping
B. Implement Always On availability groups
C. Configure transactional replication
D. Import a BACPAC
View answer
Correct Answer: C
Question #3
What is the maximum time period that differential backups can be stored for Azure SQL Database on the General Purpose tier?
A. 7 days
B. 35 days
C. 1 year
D. 10 years
View answer
Correct Answer: B
Question #4
Which counter should you monitor for real-time processing to meet the technical requirements?
A. U% Utilization
B. PU% utilization
C. oncurrent users
D. ata Conversion Errors
View answer
Correct Answer: B
Question #5
You need to recommend a solution that will enable remote developers to access DB1 and DB2. The solution must support the planned changes and meet the security requirements.What should you include in the recommendation?
A. a public endpoint via a database-level firewall rule
B. a Point-to-Site (P2S) VPN
C. a public endpoint via a server-level firewall rule
D. a private endpoint
View answer
Correct Answer: D
Question #6
You have an on-premises Microsoft SQL server that uses the FileTables and Filestream features. You plan to migrate to Azure SQL Which service should you use?
A. SQL Server on Azure VM
B. Azure SQL Database
C. Azure SQL Managed Instance
D. Azure Database for MySQL
View answer
Correct Answer: A
Question #7
You have an on-premises Microsoft SQL Server 2019 server that hosts a database named DB1.You have an Azure subscription that contains an Azure SQL managed instance named SQLMI1 and a virtual network named VNET1. SQLMI1 resides on VNET1. The on-premises network connects to VNET1 by using an ExpressRoute connection.You plan to migrate DB1 to SQLMI1 by using Azure Database Migration Service.You need to configure VNET1 to support the migration.What should you do?
A. Configure service endpoints
B. Configure virtual network peering
C. Deploy an Azure firewall
D. Configure network security groups (NSGs)
View answer
Correct Answer: D
Question #8
You have an Azure SQL database named DB1.You have a table name Table1 that has 20 columns of type CHAR(400). Row compression for Table1 is enabled.During a database audit, you discover that none of the fields contain more than 150 characters.You need to ensure that you can apply page compression to Table1.What should you do?
A. Configure the columns as sparse
B. Change the column type to NVARCHAR(MAX)
C. Change the column type to VARCHAR(MAX)
D. Change the column type to VARCHAR(200)
View answer
Correct Answer: D
Question #9
You have an Azure Databricks workspace named workspace1 in the Standard pricing tier. Workspace1 contains an all-purpose cluster named cluster1.You need to reduce the time it takes for cluster1 to start and scale up. The solution must minimize costs.What should you do first?
A. Upgrade workspace1 to the Premium pricing tier
B. Configure a global init script for workspace1
C. Create a pool in workspace1
D. Create a cluster policy in workspace1
View answer
Correct Answer: C
Question #10
In a CI/CD pipeline, what is a key consideration when integrating Cloudera Data Engineering (CDE. service API calls for deploying Spark jobs, specifically regarding security?
A. isabling TLS for API endpoints to simplify integration
B. ncorporating API token rotation and secure secret management practices
C. ardcoding API keys in the pipeline scripts
D. sing generic Spark Docker images for all jobs to avoid API customization
View answer
Correct Answer: B
Question #11
What should you do after a failover of SalesSQLDb1 to ensure that the database remains accessible to SalesSQLDb1App1?
A. onfigure SalesSQLDb1 as writable
B. pdate the connection strings of SalesSQLDb1App1
C. pdate the firewall rules of SalesSQLDb1
D. pdate the users in SalesSQLDb1
View answer
Correct Answer: C
Question #12
Which counter should you monitor for real-time processing to meet the technical requirements?
A. ASU% Utilization
B. BCPU% utilization
C. CConcurrent users
D. DData Conversion Errors
View answer
Correct Answer: B
Question #13
You have a SQL Server on Azure Virtual Machines instance named SQLVM1 that was deployed by using an Azure Marketplace SQL Server 2019 Enterprise image.You need to change the Microsoft SQL Server instance on SQLVM1 to the Standard edition. The solution must ensure licensing compliance.What should you do first?
A. From the SQL Server Installation Center on SQLVM1, run the Edition Upgrade wizard
B. From SQLVM1, uninstall the SQL Server instance
C. From the SQL Server Installation Center on SQLVM1, run the Repair wizard
D. From the Azure portal, reconfigure SQLVM1
View answer
Correct Answer: B
Question #14
You have four Azure subscriptions. Each subscription contains multiple Azure SQL databases. You need to update the column and index statistics for the databases. What should you use?
A. an Azure Automation runbook
B. a SQL Agent job
C. Azure SQL Analytics
D. automatic tuning in Azure SQL Database
View answer
Correct Answer: A
Question #15
You have an Azure subscription that contains an Azure SQL managed instance named SQLMl1.You need to configure SQLMl1 to use the Business Critical service tier.Which PowerShell cmdlet should you run?
A. Update-SqlVM
B. Set-AzSqlServerConfigurationOption
C. Set-AzSqlDatabase
D. Set-AzSqlInstance
View answer
Correct Answer: D
Question #16
You need to recommend a process to automate the management of DB3. The solution must meet the management requirements.What should be the first step of the process?
A. Configure Microsoft Entra authentication for the logical server that hosts DB3
B. Configure a private endpoint for connectivity to DB3
C. Create database-scoped credentials in DB3
D. Create a database that has database-scoped credentials
View answer
Correct Answer: C
Question #17
You have an Azure SQL managed instance. You need to enable SQL Agent Job email notifications. What should you do?
A. Run the sp_configure command
B. Enable the SQL Server Agent
C. Run the sp set_agent properties command
D. Use the Agent XPs option
View answer
Correct Answer: A
Question #18
Based on the PaaS prototype, which Azure SQL Database compute tier should you use?
A. usiness Critical 4-vCore
B. yperscale
C. eneral Purpose v-vCore
D. erverless
View answer
Correct Answer: A
Question #19
You have an on-premises Microsoft SQL Server 2022 instance that hosts a 60-TB production database named DB1.You plan to migrate DB1 to Azure.You need to recommend a hosting solution for DB1.Which Azure SQL Database service tier should you use to host DB1?
A. Hyperscale
B. Business Critical
C. General Purpose
View answer
Correct Answer: A
Question #20
You need to identify the cause of the performance issues on SalesSQLDb1. Which two dynamic management views should you use? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.
A. sys
B. sys
C. sys
D. sys
E. sys
F. sys
View answer
Correct Answer: AE
Question #21
You have an Azure SQL database that contains a table named factSales. FactSales contains the columns shown in the following table.FactSales has 6 billion rows and is loaded nightly by using a batch process. You must provide the greatest reduction in space for the database and maximize performance.Which type of compression provides the greatest space reduction for the database?
A. age compression
B. ow compression
C. olumnstore compression
D. olumnstore archival compression
View answer
Correct Answer: D
Question #22
You have an Azure subscription.You need to deploy a new Azure SQL database by using Azure Command-Line Interface (CLI).Which three parameters are required?
A. --name, --edition, and --capacity
B. --name, --tier, and --min-capacity
C. --name, --resource-group, and --server
D. --name, --licence-type, and --capacity
View answer
Correct Answer: C
Question #23
You are planning a solution that will use Azure SQL Database. Usage of the solution will peak from October 1 to January 1 each year.During peak usage, the database will require the following:24 cores500 GB of storage124 GB of memoryMore than 50,000 IOPSDuring periods of off-peak usage, the service tier of Azure SQL Database will be set to Standard.Which service tier should you use during peak usage?
A. Business Critical
B. Premium
C. Hyperscale
View answer
Correct Answer: A
Question #24
You have an on-premises Microsoft SQL Server database named DB1.You plan to migrate DB1 to an Azure SQL database named DB2 by using the Data Migration Assistant (DMA).What will be migrated?
A. functions, roles, trace flags, and views
B. functions, stored procedures, views, and roles
C. agent jobs, functions, stored procedures, and views
D. functions, operators, stored procedures, and views
View answer
Correct Answer: B
Question #25
I want to do an online upgrade to SQL Server 2019 Standard. Which of the following can I NOT upgrade from?
A. SQL Server 2019 Developer
B. SQL Server 2019 Express
C. SQL Server 2012 Standard
D. SQL Server 2016 Enterprise
View answer
Correct Answer: D
Question #26
You have 20 Azure SQL databases provisioned by using the vCore purchasing model.You plan to create an Azure SQL Database elastic pool and add the 20 databases.Which three metrics should you use to size the elastic pool to meet the demands of your workload? Each correct answer presents part of the solution.NOTE: Each correct selection is worth one point.
A. otal size of all the databases
B. eo-replication support
C. umber of concurrently peaking databases * peak CPU utilization per database
D. aximum number of concurrent sessions for all the databases
E. otal number of databases * average CPU utilization per database
View answer
Correct Answer: ACE
Question #27
You have SQL Server on an Azure virtual machine that contains a database named DB1. You view a plan summary that shows the duration in milliseconds of each execution of query 1178902 as shown in the following exhibit: What should you do to ensure that the query uses the execution plan which executes in the least amount of time?
A. AForce the query execution plan for plan 1221065
B. BRun the DBCC FREEPROCCACHE command
C. CForce the query execution plan for plan 1220917
D. DDisable parameter sniffing
View answer
Correct Answer: C
Question #28
You need to recommend an availability strategy for an Azure SQL database. The strategy must meet thefollowing requirements:Support failovers that do not require client applications to change their connection strings.Replicate the database to a secondary Azure region.Support failover to the secondary region.What should you include in the recommendation?
A. failover groups
B. transactional replication
C. Availability Zones
D. geo-replication
View answer
Correct Answer: A
Question #29
When using Apache Airflow to schedule quality checks, which strategy helps ensure that checks are only run on the most recent data partition?A Use the LatestOnlyOperator to skip tasks that are not the latest in a series of executions.
A. tilize the execution_date in your SQL query to target the latest partition
B. pply the depends_on_past=True parameter to the quality check task
C. mplement a custom PythonOperator that queries the database for the latest partition
View answer
Correct Answer: A
Question #30
You have an Azure subscription.You need to deploy an Azure SQL database. The solution must meet the following requirements:Dynamically scale CPU resources.Ensure that the database can be paused to reduce costs.What should you use?
A. the Business Critical service tier
B. the serverless compute tier
C. an elastic pool
D. the General Purpose service tier
View answer
Correct Answer: B
Question #31
Which of the following Stored Procedures can be used in Azure SQL Database to list the database roles?
A. sp_helprole
B. sp_helprotect
C. sp_helprolemember
D. sp_helpdatabaserole
View answer
Correct Answer: A
Question #32
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 Synapse Analytics dedicated SQL pool that contains a table named Table1.You have files that are ingested and loaded into an Azure Data Lake Storage Gen2 container named container1.You plan to insert data from the files into Table1 and transform the data. Each row of data in the files will produce one row in the serving layer of Table1.You need to ensure that when the source data files are loaded to container1, the DateTime is stored as an additional column in Table1.Solution: You use a dedicated SQL pool to create an external table that has an additional DateTime column.Does this meet the goal?
A. Yes
B. No
View answer
Correct Answer: B
Question #33
What is the best practice for handling DAG dependencies in Apache Airflow when one DAG's output is another DAG's input?
A. se the TriggerDagRunOperator to trigger one DAG from another upon completion
B. irectly call one DAG from another using the PythonOperator
C. anually trigger the dependent DAG after the first DAG completes
D. se the ExternalTaskSensor to wait for a task in another DAG to complete
View answer
Correct Answer: D
Question #34
You have a Microsoft SQL Server 2019 database named DB1 that uses the following database-level and instance-level features.✑ Clustered columnstore indexes✑ Automatic tuning✑ Change tracking✑ PolyBaseYou plan to migrate DB1 to an Azure SQL database.What feature should be removed or replaced before DB1 can be migrated?
A. lustered columnstore indexes
B. olyBase
C. hange tracking
D. utomatic tuning
View answer
Correct Answer: B

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