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The latest updated Microsoft DP-200 Exam Practice Questions and Answers Online Practice Test is free to share from Lead4Pass (Q1-Q13)

QUESTION 1
A company plans to use Azure Storage for file storage purposes. Compliance rules require:
A single storage account to store all operations including reads, writes, and deletes
Retention of an on-premises copy of historical operations
You need to configure the storage account.
Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. Configure the storage account to log read, write and delete operations for service type Blob
B. Use the AzCopy tool to download log data from $logs/blob
C. Configure the storage account to log read, write and delete operations for service-type table
D. Use the storage client to download log data from $logs/table
E. Configure the storage account to log read, write and delete operations for service type queue
Correct Answer: AB
Storage Logging logs request data in a set of blobs in a blob container named $logs in your storage account. This
the container does not show up if you list all the blob containers in your account but you can see its contents if you access it
directly.
To view and analyze your log data, you should download the blobs that contain the log data you are interested into a
local machine. Many storage-browsing tools enable you to download blobs from your storage account; you can also use
the Azure Storage team-provided command-line Azure Copy Tool (AzCopy) to download your log data.
References: https://docs.microsoft.com/en-us/rest/api/storageservices/enabling-storage-logging-and-accessing-logdata

 

QUESTION 2
A company plans to use Azure SQL Database to support a mission-critical application.
The application must be highly available without performance degradation during maintenance windows.
You need to implement the solution.
Which three technologies should you implement? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. Premium service tier
B. Virtual machine Scale Sets
C. Basic service tier
D. SQL Data Sync
E. Always On availability groups
F. Zone-redundant configuration
Correct Answer: AEF
A: Premium/business-critical service tier model that is based on a cluster of database engine processes. This
the architectural model relies on a fact that there is always a quorum of available database engine nodes and has minimal
performance impact on your workload even during maintenance activities.
E: In the premium model, the Azure SQL database integrates compute and storage on a single node. High availability in
this architectural model is achieved by replication of computing (SQL Server Database Engine process) and storage
(locally attached SSD) deployed in a 4-node cluster, using technology similar to SQL Server Always On Availability
Groups.

[2021.3] lead4pass dp-200 practice test q2

F: Zone redundant configuration By default, the quorum-set replicas for the local storage configurations are created in
the same datacenter. With the introduction of Azure Availability Zones, you have the ability to place the different replicas
in the quorum-sets to different availability zones in the same region. To eliminate a single point of failure, the control ring
is also duplicated across multiple zones as three gateway rings (GW).
References: https://docs.microsoft.com/en-us/azure/sql-database/sql-database-high-availability

 

QUESTION 3
You are the data engineer for your company. An application uses a NoSQL database to store data. The database uses
the key-value and wide-column NoSQL database type.
Developers need to access data in the database using an API.
You need to determine which API to use for the database model and type.
Which two APIs should you use? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
A. Table API
B. MongoDB API
C. Gremlin API
D. SQL API
E. Cassandra API
Correct Answer: BE
B: Azure Cosmos DB is the globally distributed, multimodel database service from Microsoft for mission-critical
applications. It is a multimodel database and supports document, key-value, graph, and columnar data models.
E: Wide-column stores store data together as columns instead of rows and are optimized for queries over large
datasets. The most popular are Cassandra and HBase.
References: https://docs.microsoft.com/en-us/azure/cosmos-db/graph-introduction
https://www.mongodb.com/scale/types-of-nosql-databases

 

QUESTION 4
A company is deploying a service-based data environment. You are developing a solution to process this data.
The solution must meet the following requirements:
Use an Azure HDInsight cluster for data ingestion from a relational database in a different cloud service
Use an Azure Data Lake Storage account to store processed data
Allow users to download processed data
You need to recommend technologies for the solution.
Which technologies should you use? To answer, select the appropriate options in the answer area.
Hot Area:

[2021.3] lead4pass dp-200 practice test q4

Correct Answer:

[2021.3] lead4pass dp-200 practice test q4-1

Box 1: Apache Sqoop
Apache Sqoop is a tool designed for efficiently transferring bulk data between Apache Hadoop and structured
datastores such as relational databases.
Azure HDInsight is a cloud distribution of the Hadoop components from the Hortonworks Data Platform (HDP).
Incorrect Answers:
DistCp (distributed copy) is a tool used for large inter/intra-cluster copying. It uses MapReduce to affect its distribution,
error handling and recovery, and reporting. It expands a list of files and directories into the input to map tasks, each of
which
will copy a partition of the files specified in the source list. Its MapReduce pedigree has endowed it with some quirks in
both its semantics and execution.
RevoScaleR is a collection of proprietary functions in Machine Learning Server used for practicing data science at scale.
For data scientists, RevoScaleR gives you data-related functions for import, transformation, and manipulation,
summarization, visualization, and analysis.
Box 2: Apache Kafka
Apache Kafka is a distributed streaming platform.
A streaming platform has three key capabilities:
Publish and subscribe to streams of records, similar to a message queue or enterprise messaging system.
Store streams of records in a fault-tolerant durable way.
Process streams of records as they occur.
Kafka is generally used for two broad classes of applications:
Building real-time streaming data pipelines that reliably get data between systems or applications
Building real-time streaming applications that transform or react to the streams of data
Box 3: Ambari Hive View
You can run Hive queries by using Apache Ambari Hive View. The Hive View allows you to author, optimize, and run
Hive queries from your web browser.
References:
https://sqoop.apache.org/
https://kafka.apache.org/intro
https://docs.microsoft.com/en-us/azure/hdinsight/hadoop/apache-hadoop-use-hive-ambari-view

 

QUESTION 5
A company plans to analyze a continuous flow of data from a social media platform by using Microsoft Azure Stream
Analytics. The incoming data is formatted as one record per row.
You need to create the input stream.
How should you complete the REST API segment? To answer, select the appropriate configuration in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

[2021.3] lead4pass dp-200 practice test q5

Correct Answer:

[2021.3] lead4pass dp-200 practice test q5-1

 

QUESTION 6
A company manages several on-premises Microsoft SQL Server databases.
You need to migrate the databases to Microsoft Azure by using a backup process of Microsoft SQL Server.
Which data technology should you use?
A. Azure SQL Database single database
B. Azure SQL Data Warehouse
C. Azure Cosmos DB
D. Azure SQL Database Managed Instance
Correct Answer: D
The managed instance is a new deployment option of Azure SQL Database, providing near 100% compatibility with the
latest SQL Server on-premises (Enterprise Edition) Database Engine, providing a native virtual network (VNet)
an implementation that addresses common security concerns, and a business model favorable for on-premises SQL
Server customers. The managed instance deployment model allows existing SQL Server customers to lift and shift their
on-premises applications to the cloud with minimal application and database changes.
References: https://docs.microsoft.com/en-us/azure/sql-database/sql-database-managed-instance

 

QUESTION 7
You are a data engineer. You are designing a Hadoop Distributed File System (HDFS) architecture. You plan to use
Microsoft Azure Data Lake as a data storage repository.
You must provision the repository with a resilient data schema. You need to ensure the resiliency of the Azure Data
Lake Storage. What should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

[2021.3] lead4pass dp-200 practice test q7

Correct Answer:

[2021.3] lead4pass dp-200 practice test q7-1

Explanation/Reference:
Box 1: NameNode
An HDFS cluster consists of a single NameNode, a master server that manages the file system namespace and
regulates access to files by clients.
Box 2: DataNode
The DataNodes are responsible for serving read and write requests from the file system

 

QUESTION 8
A company is designing a hybrid solution to synchronize data and on-premises Microsoft SQL Server database to Azure
SQL Database.
You must perform an assessment of databases to determine whether data will move without compatibility issues. You
need to perform the assessment.
Which tool should you use?
A. SQL Server Migration Assistant (SSMA)
B. Microsoft Assessment and Planning Toolkit
C. SQL Vulnerability Assessment (VA)
D. Azure SQL Data Sync
E. Data Migration Assistant (DMA)
Correct Answer: E
The Data Migration Assistant (DMA) helps you upgrade to a modern data platform by detecting compatibility issues that
can impact database functionality in your new version of SQL Server or Azure SQL Database. DMA recommends
performance and reliability improvements for your target environment and allows you to move your schema, data, and
uncontained objects from your source server to your target server.
References: https://docs.microsoft.com/en-us/sql/dma/dma-overview

 

QUESTION 9
You plan to deploy an Azure Cosmos DB database that supports multi-master replication.
You need to select a consistency level for the database to meet the following requirements:
Provide a recovery point objective (RPO) of less than 15 minutes.
Provide a recovery time objective (RTO) of zero minutes.
What are three possible consistency levels that you can select? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
A. Strong
B. Bounded Staleness
C. Eventual
D. Session
E. Consistent Prefix
Correct Answer: CDE

[2021.3] lead4pass dp-200 practice test q9

References: https://docs.microsoft.com/en-us/azure/cosmos-db/consistency-levels-choosing

 

QUESTION 10
You manage a solution that uses Azure HDInsight clusters.
You need to implement a solution to monitor cluster performance and status.
Which technology should you use?
A. Azure HDInsight .NET SDK
B. Azure HDInsight REST API
C. Ambari REST API
D. Azure Log Analytics
E. Ambari Web UI
Correct Answer: E
Ambari is the recommended tool for monitoring utilization across the whole cluster. The Ambari dashboard shows easily
glanceable widgets that display metrics such as CPU, network, YARN memory, and HDFS disk usage. The specific
metrics shown depend on cluster type. The “Hosts” tab shows metrics for individual nodes so you can ensure the load
on your cluster is evenly distributed.
The Apache Ambari project is aimed at making Hadoop management simpler by developing software for provisioning,
managing, and monitoring Apache Hadoop clusters. Ambari provides an intuitive, easy-to-use Hadoop management
web UI backed by its RESTful APIs.
References: https://azure.microsoft.com/en-us/blog/monitoring-on-hdinsight-part-1-an-overview/
https://ambari.apache.org/

 

QUESTION 11
You are developing a solution to visualize multiple terabytes of geospatial data.
The solution has the following requirements:
– Data must be encrypted.
– Data must be accessible by multiple resources on Microsoft Azure.
You need to provision storage for the solution.
Which four actions should you perform in sequence? To answer, move the appropriate action from the list of
actions to the answer area and arrange them in the correct order.
Select and Place:[2021.3] lead4pass dp-200 practice test q11

Correct Answer:

[2021.3] lead4pass dp-200 practice test q11-1

 

QUESTION 12
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 need to configure data encryption for external applications.
Solution:
1.
Access the Always Encrypted Wizard in SQL Server Management Studio
2.
Select the column to be encrypted
3.
Set the encryption type to Randomized
4.
Configure the master key to use the Windows Certificate Store
5.
Validate configuration results and deploy the solution
Does the solution meet the goal?
A. Yes
B. No
Correct Answer: B
Use the Azure Key Vault, not the Windows Certificate Store, to store the master key.
Note: The Master Key Configuration page is where you set up your CMK (Column Master Key) and select the key store
provider where the CMK will be stored. Currently, you can store a CMK in the Windows certificate store, Azure Key
Vault, or a hardware security module (HSM).[2021.3] lead4pass dp-200 practice test q12

References: https://docs.microsoft.com/en-us/azure/sql-database/sql-database-always-encrypted-azure-key-vault

 

QUESTION 13
You need to process and query ingested Tier 9 data.
Which two options should you use? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. Azure Notification Hub
B. Transact-SQL statements
C. Azure Cache for Redis
D. Apache Kafka statements
E. Azure Event Grid
F. Azure Stream Analytics
Correct Answer: EF
Explanation:
Event Hubs provides a Kafka endpoint that can be used by your existing Kafka based applications as an alternative to
running your own Kafka cluster.
You can stream data into Kafka-enabled Event Hubs and process it with Azure Stream Analytics, in the following steps:
1.
Create a Kafka-enabled Event Hubs namespace.
2.
Create a Kafka client that sends messages to the event hub.
3.
Create a Stream Analytics job that copies data from the event hub into Azure blob storage. Scenario:[2021.3] lead4pass dp-200 practice test q13

Tier 9 reporting must be moved to Event Hubs, queried, and persisted in the same Azure region as the company\\’s
main office
References: https://docs.microsoft.com/en-us/azure/event-hubs/event-hubs-kafka-stream-analytics


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Posted in dp-200 Implementing an Azure Data Solution Microsoft Microsoft DP-200 microsoft dp-200 dumps microsoft dp-200 exam dumps microsoft dp-200 exam questions microsoft dp-200 study guide Microsoft Role-based

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The latest updated Microsoft DP-200 exam dumps and free DP-200 exam practice questions and answers! Latest updates from Lead4Pass Microsoft DP-200 Dumps PDF and DP-200 Dumps VCE, Lead4Pass DP-200 exam questions updated and answers corrected!
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The latest updated Microsoft DP-200 Exam Practice Questions and Answers Online Practice Test is free to share from Lead4Pass (Q1-Q13)

QUESTION 1
A company uses Microsoft Azure SQL Database to store sensitive company data. You encrypt the data and only allow
access to specified users from specified locations.
You must monitor data usage, and data copied from the system to prevent data leakage.
You need to configure Azure SQL Database to email a specific user when data leakage occurs.
Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions
to the answer area and arrange them in the correct order.
Select and Place:[2021.1] lead4pass dp-200 practice test q1

Step 1: Enable advanced threat protection Set up threat detection for your database in the Azure portal
1. Launch the Azure portal at https://portal.azure.com.
2. Navigate to the configuration page of the Azure SQL Database server you want to protect. In the security settings,
select Advanced Data Security.
3. On the Advanced Data Security configuration page:
Enable advanced data security on the server.
In Threat Detection Settings, in the Send alerts to the text box, provide the list of emails to receive security alerts upon
detection of anomalous database activities.

[2021.1] lead4pass dp-200 practice test q1-1

Step 2: Configure the service to send email alerts to [email protected]
Step 3:..of type data exfiltration
The benefits of Advanced Threat Protection for Azure Storage include:
Detection of anomalous access and data exfiltration activities.
Security alerts are triggered when anomalies in activity occur: access from an unusual location, anonymous access,
access by an unusual application, data exfiltration, unexpected delete operations, access permission change, and so
on.
Admins can view these alerts via Azure Security Center and can also choose to be notified of each of them via email.
References:
https://docs.microsoft.com/en-us/azure/sql-database/sql-database-threat-detection
https://www.helpnetsecurity.com/2019/04/04/microsoft-azure-security/

 

QUESTION 2
You develop a data ingestion process that will import data to a Microsoft Azure SQL Data Warehouse. The data to be
ingested resides in parquet files stored in an Azure Data Lake Gen 2 storage account.
You need to load the data from the Azure Data Lake Gen 2 storage account into the Azure SQL Data Warehouse.
Solution:
1.
Create an external data source pointing to the Azure storage account
2.
Create a workload group using the Azure storage account name as the pool name
3.
Load the data using the CREATE TABLE AS SELECT statement Does the solution meet the goal?
A. Yes
B. No
Correct Answer: B
Use the Azure Data Lake Gen 2 storage account.
References: https://docs.microsoft.com/en-us/azure/sql-data-warehouse/sql-data-warehouse-load-from-azure-data-lakestore

 

QUESTION 3
You plan to create a dimension table in Azure Data Warehouse that will be less than 1 GB.
You need to create a table to meet the following requirements:
Provide the fastest query time.
Minimize data movement.
Which type of table should you use?
A. hash distributed
B. heap
C. replicated
D. round-robin
Correct Answer: D
Usually, common dimension tables or tables that doesn\\’t distribute evenly are good candidates for round-robin
distributed table.
Note: Dimension tables or other lookup tables in a schema can usually be stored as round-robin tables. Usually, these
tables connect to more than one fact table, and optimizing for one join may not be the best idea. Also usually dimension
tables are smaller which can leave some distributions empty when hash distributed. Round-robin by definition
guarantees a uniform data distribution.
References: https://blogs.msdn.microsoft.com/sqlcat/2015/08/11/choosing-hash-distributed-table-vs-round-robindistributed-table-in-azure-sql-dw-service/

 

QUESTION 4
You plan to deploy an Azure Cosmos DB database that supports multi-master replication.
You need to select a consistency level for the database to meet the following requirements:
Provide a recovery point objective (RPO) of less than 15 minutes.
Provide a recovery time objective (RTO) of zero minutes.
What are three possible consistency levels that you can select? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
A. Strong
B. Bounded Staleness
C. Eventual
D. Session
E. Consistent Prefix
Correct Answer: CDE[2021.1] lead4pass dp-200 practice test q4

References: https://docs.microsoft.com/en-us/azure/cosmos-db/consistency-levels-choosing

 

QUESTION 5
You have an Azure SQL data warehouse.
Using PolyBase, you create a table named [Ext].[Items] to query Parquet files stored in Azure Data Lake Storage Gen2
without importing the data to the data warehouse.
The external table has three columns.
You discover that the Parquet files have a fourth column named ItemID.
Which command should you run to add the ItemID column to the external table?[2021.1] lead4pass dp-200 practice test q5

A. Option A
B. Option B
C. Option C
D. Option D
Correct Answer: A
Incorrect Answers:
B, D: Only these Data Definition Language (DDL) statements are allowed on external tables:
CREATE TABLE and DROP TABLE
CREATE STATISTICS and DROP STATISTICS
CREATE VIEW and DROP VIEW
References: https://docs.microsoft.com/en-us/sql/t-sql/statements/create-external-table-transact-sql

 

QUESTION 6
You manage a financial computation data analysis process. Microsoft Azure virtual machines (VMs) run the process in
daily jobs, and store the results in virtual hard drives (VHDs.)
The VMs product results using data from the previous day and store the results in a snapshot of the VHD. When a new month begins, a process creates a new VHD.
You must implement the following data retention requirements:
Daily results must be kept for 90 days
Data for the current year must be available for weekly reports
Data from the previous 10 years must be stored for auditing purposes
Data required for an audit must be produced within 10 days of a request.
You need to enforce the data retention requirements while minimizing cost.
How should you configure the lifecycle policy? To answer, drag the appropriate JSON segments to the correct locations.
Each JSON segment may be used once, more than once, or not at all. You may need to drag the split bat between
panes or scroll to view content. NOTE: Each correct selection is worth one point.
Select and Place:
[2021.1] lead4pass dp-200 practice test q6

Correct Answer:

[2021.1] lead4pass dp-200 practice test q6-1

The Set-AzStorageAccountManagementPolicy cmdlet creates or modifies the management policy of an Azure Storage
account.
Example: Create or update the management policy of a Storage account with ManagementPolicy rule objects.

[2021.1] lead4pass dp-200 practice test q6-2

Action -BaseBlobAction Delete -daysAfterModificationGreaterThan 100
PS C:\>$action1 = Add-AzStorageAccountManagementPolicyAction -InputObject $action1 -BaseBlobAction
TierToArchive -daysAfterModificationGreaterThan 50
PS C:\>$action1 = Add-AzStorageAccountManagementPolicyAction -InputObject $action1 -BaseBlobAction TierToCool
-daysAfterModificationGreaterThan 30
PS C:\>$action1 = Add-AzStorageAccountManagementPolicyAction -InputObject $action1 -SnapshotAction Delete
-daysAfterCreationGreaterThan 100
PS C:\>$filter1 = New-AzStorageAccountManagementPolicyFilter -PrefixMatch ab,cd
PS C:\>$rule1 = New-AzStorageAccountManagementPolicyRule -Name Test -Action $action1 -Filter $filter1
PS C:\>$action2 = Add-AzStorageAccountManagementPolicyAction -BaseBlobAction Delete
-daysAfterModificationGreaterThan 100
PS C:\>$filter2 = New-AzStorageAccountManagementPolicyFilter
References:
https://docs.microsoft.com/en-us/powershell/module/az.storage/set-azstorageaccountmanagementpolicy

 

QUESTION 7
You plan to create an Azure Databricks workspace that has a tiered structure. The workspace will contain the following
three workloads:
A workload for data engineers who will use Python and SQL
A workload for jobs that will run notebooks that use Python, Spark, Scala, and SQL
A workload that data scientists will use to perform ad hoc analysis in Scala and R
The enterprise architecture team at your company identifies the following standards for Databricks environments:
The data engineers must share a cluster.
The job cluster will be managed by using a request process whereby data scientists and data engineers provide
packaged notebooks for deployment to the cluster.
All the data scientists must be assigned their own cluster that terminates automatically after 120 minutes of inactivity.
Currently, there are three data scientists.
You need to create the Databrick clusters for the workloads.
Solution: You create a Standard cluster for each data scientist, a High Concurrency cluster for the data engineers, and a
High Concurrency cluster for the jobs.
Does this meet the goal?
A. Yes
B. No
Correct Answer: A
We need a High Concurrency cluster for the data engineers and the jobs.
Note:
Standard clusters are recommended for a single user. Standard can run workloads developed in any language: Python,
R, Scala, and SQL.
A high concurrency cluster is a managed cloud resource. The key benefits of high concurrency clusters are that they
provide Apache Spark-native fine-grained sharing for maximum resource utilization and minimum query latencies.
References:
https://docs.azuredatabricks.net/clusters/configure.html

 

QUESTION 8
You are the data engineer for your company. An application uses a NoSQL database to store data. The database uses
the key-value and wide-column NoSQL database type.
Developers need to access data in the database using an API.
You need to determine which API to use for the database model and type.
Which two APIs should you use? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
A. Table API
B. MongoDB API
C. Gremlin API
D. SQL API
E. Cassandra API
Correct Answer: BE
B: Azure Cosmos DB is the globally distributed, multimodel database service from Microsoft for mission-critical
applications. It is a multimodel database and supports document, key-value, graph, and columnar data models.
E: Wide-column stores store data together as columns instead of rows and are optimized for queries over large
datasets. The most popular are Cassandra and HBase.
References: https://docs.microsoft.com/en-us/azure/cosmos-db/graph-introduction
https://www.mongodb.com/scale/types-of-nosql-databases

 

QUESTION 9
You develop a data ingestion process that will import data to a Microsoft Azure SQL Data Warehouse. The data to be
ingested resides in parquet files stored in an Azure Data Lake Gen 2 storage account.
You need to load the data from the Azure Data Lake Gen 2 storage account into the Azure SQL Data Warehouse.
Solution:
1.
Create an external data source pointing to the Azure storage account
2.
Create a workload group using the Azure storage account name as the pool name
3.
Load the data using the INSERT…SELECT statement Does the solution meet the goal?
A. Yes
B. No
Correct Answer: B
You need to create an external file format and external table using the external data source. You then load the data
using the CREATE TABLE AS SELECT statement.
References: https://docs.microsoft.com/en-us/azure/sql-data-warehouse/sql-data-warehouse-load-from-azure-data-lakestore

 

QUESTION 10
You are a data engineer. You are designing a Hadoop Distributed File System (HDFS) architecture. You plan to use
Microsoft Azure Data Lake as a data storage repository.
You must provision the repository with a resilient data schema. You need to ensure the resiliency of the Azure Data
Lake Storage. What should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:[2021.1] lead4pass dp-200 practice test q10

Correct Answer:

[2021.1] lead4pass dp-200 practice test q10-1

Explanation/Reference:
Box 1: NameNode
An HDFS cluster consists of a single NameNode, a master server that manages the file system namespace and
regulates access to files by clients.
Box 2: DataNode
The DataNodes are responsible for serving read and write requests from the file system

 

QUESTION 11
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 on the review screen.
You need to implement diagnostic logging for Data Warehouse monitoring.
Which log should you use?
A. RequestSteps
B. DmsWorkers
C. SqlRequests
D. ExecRequests
Correct Answer: C
Scenario:
The Azure SQL Data Warehouse cache must be monitored when the database is being used.[2021.1] lead4pass dp-200 practice test q11

References: https://docs.microsoft.com/en-us/sql/relational-databases/system-dynamic-management-views/sys-dm-pdwsql-requests-transact-sq

 

QUESTION 12
What should you include in the Data Factory pipeline for Race Central?
A. a copy activity that uses a stored procedure as a source
B. a copy activity that contains schema mappings
C. a delete activity that has logging enabled
D. a filter activity that has a condition
Correct Answer: B
Scenario:
An Azure Data Factory pipeline must be used to move data from Cosmos DB to SQL Database for Race Central. If the
data load takes longer than 20 minutes, configuration changes must be made to Data Factory.
The telemetry data is sent to a MongoDB database. A custom application then moves the data to databases in SQL
Server 2017. The telemetry data in MongoDB has more than 500 attributes. The application changes the attribute
names
when the data is moved to SQL Server 2017.
You can copy data to or from Azure Cosmos DB (SQL API) by using the Azure Data Factory pipeline.
Column mapping applies when copying data from source to sink. By default, copy activity map source data to sink by
column names. You can specify the explicit mapping to customize the column mapping based on your need. More
specifically,
copy activity:
Read the data from the source and determine the source schema
Use default column mapping to map columns by name, or apply explicit column mapping if specified.
Write the data to sink
Write the data to sink
References:
https://docs.microsoft.com/en-us/azure/data-factory/copy-activity-schema-and-type-mapping


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Microsoft DP-200 Online Exam Practice Questions

QUESTION 1
A company plans to analyze a continuous flow of data from a social media platform by using Microsoft Azure Stream
Analytics. The incoming data is formatted as one record per row.
You need to create the input stream.
How should you complete the REST API segment? To answer, select the appropriate configuration in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area: lead4pass dp-200 exam questions q1 lead4pass dp-200 exam questions q1-1

Correct Answer:

lead4pass dp-200 exam questions q1-2 lead4pass dp-200 exam questions q1-3

 

QUESTION 2
You have an Azure SQL database named DB1 that contains a table named Table1. Table1 has a field named
Customer_ID that is varchar(22).
You need to implement masking for the Customer_ID field to meet the following requirements: The first two prefix characters must be exposed.
The last four prefix characters must be exposed.
All other characters must be masked.
Solution: You implement data masking and use an email function mask.
Does this meet the goal?
A. Yes
B. No
Correct Answer: B
Must use Custom Text data masking, which exposes the first and last characters and adds a custom padding string in
the middle.
References: https://docs.microsoft.com/en-us/azure/sql-database/sql-database-dynamic-data-masking-get-started

 

QUESTION 3
You need to ensure that phone-based polling data can be analyzed in the PollingData database.
Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions
to the answer area and arrange them in the correct order.
Select and Place: 

lead4pass dp-200 exam questions q3

Correct Answer:

lead4pass dp-200 exam questions q3-1

Explanation/Reference:
All deployments must be performed by using Azure DevOps. Deployments must use templates used in multiple
environments No credentials or secrets should be used during deployments

 

QUESTION 4
Contoso, Ltd. plans to configure existing applications to use the Azure SQL Database.
When security-related operations occur, the security team must be informed.
You need to configure Azure Monitor while minimizing administrative effort.
Which three actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. Create a new action group to email [email protected]
B. Use [email protected] as an alert email address.
C. Use all security operations as a condition.
D. Use all Azure SQL Database servers as a resource.
E. Query audit log entries as a condition.
Correct Answer: ACD
References: https://docs.microsoft.com/en-us/azure/azure-monitor/platform/alerts-action-rules

 

QUESTION 5
You manage a solution that uses Azure HDInsight clusters.
You need to implement a solution to monitor cluster performance and status.
Which technology should you use?
A. Azure HDInsight .NET SDK
B. Azure HDInsight REST API
C. Ambari REST API
D. Azure Log Analytics
E. Ambari Web UI
Correct Answer: E
Ambari is the recommended tool for monitoring utilization across the whole cluster. The Ambari dashboard shows easily
glanceable widgets that display metrics such as CPU, network, YARN memory, and HDFS disk usage. The specific
metrics shown depend on the cluster type. The “Hosts” tab shows metrics for individual nodes so you can ensure the load
on your cluster is evenly distributed.
The Apache Ambari project is aimed at making Hadoop management simpler by developing software for provisioning,
managing, and monitoring Apache Hadoop clusters. Ambari provides an intuitive, easy-to-use Hadoop management
web UI backed by its RESTful APIs.
References: https://azure.microsoft.com/en-us/blog/monitoring-on-hdinsight-part-1-an-overview/
https://ambari.apache.org/

 

QUESTION 6
You manage the Microsoft Azure Databricks environment for a company. You must be able to access a private Azure
Blob Storage account. Data must be available to all Azure Databricks workspaces. You need to provide data
access. Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of
actions to the answer area and arrange them in the correct order.
Select and Place: 

lead4pass dp-200 exam questions q6

Step 1: Create a secret scope
Step 2: Add secrets to the scope
Note: dbutils.secrets.get(scope = “”, key = “”) gets the key that has been stored as a secret in a secret scope.
Step 3: Mount the Azure Blob Storage container
You can mount a Blob Storage container or a folder inside a container through Databricks File System – DBFS. The mount is a pointer to a Blob Storage container, so the data is never synced locally.
Note: To mount a Blob Storage container or a folder inside a container, use the following command:
Python dbutils.fs.mount(
source = “wasbs://@.blob.core.windows.net”, mount_point = “/mnt/”,
extra_configs = {“”:dbutils.secrets.get(scope = “”, key = “”)})
where:
dbutils.secrets.get(scope = “”, key = “”) gets the key that has been stored as a secret in a secret scope.
References:
https://docs.databricks.com/spark/latest/data-sources/azure/azure-storage.html

 

QUESTION 7
What should you implement to optimize SQL Database for Race Central to meet the technical requirements?
A. the sp_updatestored procedure
B. automatic tuning
C. Query Store
D. the dbcc checkdbcommand
Correct Answer: A
Scenario: The query performance of Race Central must be stable, and the administrative time it takes to perform
optimizations must be minimized.
sp_update updates query optimization statistics on a table or indexed view. By default, the query optimizer already
updates statistics as necessary to improve the query plan; in some cases, you can improve query performance by using
UPDATE STATISTICS or the stored procedure sp_updatestats to update statistics more frequently than the default
updates.
Incorrect Answers:
D: dbcc checks the logical and physical integrity of all the objects in the specified database

 

QUESTION 8
You plan to implement an Azure Cosmos DB database that will write 100,000 JSON every 24 hours. The database will
be replicated in three regions. Only one region will be writable.
You need to select a consistency level for the database to meet the following requirements:
Guarantee monotonic reads and writes within a session.
Provide the fastest throughput.
Provide the lowest latency.
Which consistency level should you select?

A. Strong
B. Bounded Staleness
C. Eventual
D. Session
E. Consistent Prefix
Correct Answer: D
Session: Within a single client session reads are guaranteed to honor the consistent-prefix (assuming a single “writer”
session), monotonic reads, monotonic writes, read-your-writes, and write-follows-reads guarantees. Clients outside of
the session performing writes will see eventual consistency.
References: https://docs.microsoft.com/en-us/azure/cosmos-db/consistency-levels

 

QUESTION 9
You have an Azure SQL database that has masked columns.
You need to identify when a user attempts to infer data from the masked columns.
What should you use?
A. Azure Advanced Threat Protection (ATP)
B. custom masking rules
C. Transparent Data Encryption (TDE)
D. auditing
Correct Answer: D
Dynamic Data Masking is designed to simplify application development by limiting data exposure in a set of pre-defined
queries used by the application. While Dynamic Data Masking can also be useful to prevent accidental exposure of
sensitive data when accessing a production database directly, it is important to note that unprivileged users with ad-hoc
query permissions can apply techniques to gain access to the actual data. If there is a need to grant such ad-hoc
access, Auditing should be used to monitor all database activity and mitigate this scenario.
References: https://docs.microsoft.com/en-us/sql/relational-databases/security/dynamic-data-masking

 

QUESTION 10
Which two metrics should you use to identify the appropriate RU/s for the telemetry data? Each correct answer presents
part of the solution. NOTE: Each correct selection is worth one point.
A. Number of requests
B. Number of requests exceeded capacity

C. End to end observed read latency at the 99
D. Session consistency
E. Data + Index storage consumed
F. Avg Troughput/s
Correct Answer: AE
Scenario: The telemetry data must be monitored for performance issues. You must adjust the Cosmos DB Request
Units per second (RU/s) to maintain a performance SLA while minimizing the cost of the Ru/s.
With Azure Cosmos DB, you pay for the throughput you provision and the storage you consume on an hourly basis.
While you estimate the number of RUs per second to provision, consider the following factors:
Item size: As the size of an item increases, the number of RUs consumed to read or write the item also increases.

 

QUESTION 11
A company has a SaaS solution that uses Azure SQL Database with elastic pools. The solution contains a dedicated
database for each customer organization. Customer organizations have peak usage at different periods during the
year.
You need to implement the Azure SQL Database elastic pool to minimize cost.
Which option or options should you configure?
A. Number of transactions only
B. eDTUs per database only
C. Number of databases only
D. CPU usage only
E. eDTUs and max data size
Correct Answer: E
The best size for a pool depends on the aggregate resources needed for all databases in the pool. This involves
determining the following:
Maximum resources utilized by all databases in the pool (either maximum DTUs or maximum vCores depending on your
choice of resourcing model).
Maximum storage bytes utilized by all databases in the pool.
Note: Elastic pools enable the developer to purchase resources for a pool shared by multiple databases to
accommodate unpredictable periods of usage by individual databases. You can configure resources for the pool based
either on the
DTU-based purchasing model or the vCore-based purchasing model. References:
https://docs.microsoft.com/en-us/azure/sql-database/sql-database-elastic-pool 

 

QUESTION 12
You are developing a data engineering solution for a company. The solution will store a large set of key-value pair data
by using Microsoft Azure Cosmos DB.
The solution has the following requirements:
Data must be partitioned into multiple containers.
Data containers must be configured separately.
Data must be accessible from applications hosted around the world.
The solution must minimize latency.
You need to provision Azure Cosmos DB.
A. Cosmos account-level throughput.
B. Provision an Azure Cosmos DB account with the Azure Table API. Enable geo-redundancy.
C. Configure table-level throughput.
D. Replicate the data globally by manually adding regions to the Azure Cosmos DB account.
E. Provision an Azure Cosmos DB account with the Azure Table API. Enable multi-region writes.
Correct Answer: E
The scale read and write throughput globally. You can enable every region to be writable and elastically scale reads and
writes all around the world. The throughput that your application configures on an Azure Cosmos database or a
container is guaranteed to be delivered across all regions associated with your Azure Cosmos account. The provisioned
throughput is guaranteed up by financially-backed SLAs.
References: https://docs.microsoft.com/en-us/azure/cosmos-db/distribute-data-globally

 

QUESTION 13
Your company uses Azure SQL Database and Azure Blob storage.
All data at rest must be encrypted by using the company\\’s own key. The solution must minimize administrative effort
and the impact on applications that use the database.
You need to configure security.
What should you implement? To answer, select the appropriate option in the answer area.
NOTE: Each correct selection is worth one point. Hot Area:

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Correct Answer:

lead4pass dp-200 exam questions q13-1


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