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Azure Enterprise Data Analyst (DP-500) Exam Dumps 2023.pdf
1. Azure Enterprise Data Analyst (DP-500) Exam Dumps 2023
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Below are the free 10 sample questions.
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 Dedicated
B. Azure Stream Analytics
C. Azure Data Factory
D. Azure Synapse Analytics
Answer: A
2. Explanation:
You can‘t change the partition count for an event hub after its creation except for
the event hub in a dedicated cluster.
Reference:
https://docs.microsoft.com/en-us/azure/event-hubs/event-hubs-features
Question 2:
You are designing a date dimension table in an Azure Synapse Analytics dedicated
SQL pool. The date dimension table will be used by all the fact tables.
Which distribution type should you recommend to minimize data movement?
A. HASH
B. REPLICATE
C. ROUND_ROBIN
Answer: B
Explanation:
A replicated table has a full copy of the table available on every Compute node.
Queries run fast on replicated tables since joins on replicated tables don‘t require
data movement. Replication requires extra storage, though, and isn‘t practical for
large tables.
Incorrect Answers:
A: A hash distributed table is designed to achieve high performance for queries on
large tables.
C: A round-robin table distributes table rows evenly across all distributions. The
rows are distributed randomly. Loading data into a round-robin table is fast. Keep
in mind that queries can require more data movement than the other distribution
methods.
3. Reference:
https://docs.microsoft.com/en-us/azure/synapse-analytics/sql-data-
warehouse/sql-data-warehouse-tables-overview
Question 3:
You are designing a security model for an Azure Synapse Analytics dedicated SQL
pool that will support multiple companies.
You need to ensure that users from each company can view only the data of their
respective company.
Which two objects should you include in the solution? Each correct answer
presents part of the solution.
NOTE: Each correct selection is worth one point.
A. a security policy
B. a custom role-based access control (RBAC) role
C. a function
D. a column encryption key
E. asymmetric keys
Answer: A, C
Explanation:
A: Row-Level Security (RLS) enables you to use group membership or execution
context to control access to rows in a database table. Implement RLS by using the
CREATE SECURITY POLICYTransact-SQL statement.
C: a function – predicates created as inline table-valued functions
Reference:
https://docs.microsoft.com/en-us/sql/relational-databases/security/row-level-
security
4. https://docs.microsoft.com/en-us/azure/synapse-analytics/security/synapse-
workspace-access-control-overview
Question 4:
You have a SQL pool in Azure Synapse that contains a table named
dbo.Customers. The table contains a column name Email.
You need to prevent nonadministrative users from seeing the full email addresses
in the Email column. The users must see values in a format of a
XXX@XXXX.com instead.
What should you do?
A. From Microsoft SQL Server Management Studio, set an email mask on the
Email column.
B. From the Azure portal, set a mask on the Email column.
C. From Microsoft SQL Server Management Studio, grant the SELECT permission
to the users for all the columns in the dbo.Customers table except Email.
D. From the Azure portal, set a sensitivity classification of Confidential for the
Email column.
Answer: A
Explanation:
The Email masking method, which exposes the first letter and replaces the
domain with XXX.com using a constant string prefix in the form of an email
address. aXX@XXXX.com
Reference:
https://docs.microsoft.com/en-us/azure/azure-sql/database/dynamic-data-
masking-overview
5. Question 5:
You are designing an Azure Synapse solution that will provide a query interface
for the data stored in an Azure Storage account. The storage account is only
accessible from a virtual network.
You need to recommend an authentication mechanism to ensure that the
solution can access the source data.
What should you recommend?
A. a managed identity
B. anonymous public read access
C. a shared key
Answer: A
Explanation:
Managed Identity authentication is required when your storage account is
attached to a VNet.
Reference:
https://docs.microsoft.com/en-us/azure/synapse-analytics/sql-data-
warehouse/quickstart-bulk-load-copy-tsql-examples
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6. Question 6:
You are developing an application that uses Azure Data Lake Storage Gen2.
You need to recommend a solution to grant permissions to a specific application
for a limited time period.
What should you include in the recommendation?
A. role assignments
B. shared access signatures (SAS)
C. Azure Active Directory (Azure AD) identities
D. account keys
Answer: B
Explanation:
A shared access signature (SAS) provides secure delegated access to resources in
your storage account. With a SAS, you have granular control over how a client can
access your data. For example:
What resources the client may access.
What permissions they have to those resources.
How long the SAS is valid.
Reference:
https://docs.microsoft.com/en-us/azure/storage/common/storage-sas-overview
Question 7:
You have an Azure Synapse Analytics dedicated SQL pool that contains a table
named Contacts. Contacts contains a column named Phone.
You need to ensure that users in a specific role only see the last four digits of a
phone number when querying the Phone column.
7. What should you include in the solution?
A. table partitions
B. a default value
C. row-level security (RLS)
D. column encryption
E. dynamic data masking
Answer: E
Explanation:
Dynamic data masking helps prevent unauthorized access to sensitive data by
enabling customers to designate how much of the sensitive data to reveal with
minimal impact on the application layer. It?€™
s a policy-based security feature
that hides the sensitive data in the result set of a query over designated database
fields, while the data in the database is not changed.
Reference:
https://docs.microsoft.com/en-us/azure/azure-sql/database/dynamic-data-
masking-overview
Question 8:
A company purchases IoT devices to monitor manufacturing machinery. The
company uses an Azure IoT Hub to communicate with the IoT devices.
The company must be able to monitor the devices in real-time.
You need to design the solution.
What should you recommend?
A. Azure Data Factory instance using Azure Portal
B. Azure Data Factory instance using Azure PowerShell
C. Azure Stream Analytics cloud job using Azure Portal
D. Azure Data Factory instance using Microsoft Visual Studio
8. Answer: C
Explanation:
In a real-world scenario, you could have hundreds of these sensors generating
events as a stream. Ideally, a gateway device would run code to push these
events to Azure Event Hubs or Azure IoT Hubs. Your Stream Analytics job would
ingest these events from Event Hubs and run real-time analytics queries against
the streams.
Create a Stream Analytics job:
In the Azure portal, select + Create a resource from the left navigation menu.
Then, select Stream Analytics job from Analytics.
Reference:
https://docs.microsoft.com/en-us/azure/stream-analytics/stream-analytics-get-
started-with-azure-stream-analytics-to-process-data-from-iot-devices
Question 9:
You are designing a dimension table for a data warehouse. The table will track the
value of the dimension attributes over time and preserve the history of the data
by adding new rows as the data changes.
Which type of slowly changing dimension (SCD) should you use?
A. Type 0
B. Type 1
C. Type 2
D. Type 3
Answer: C
9. Explanation:
A Type 2 SCD supports versioning of dimension members. Often the source
system doesn‘t store versions, so the data warehouse load process detects and
manages changes in a dimension table. In this case, the dimension table must use
a surrogate key to provide a unique reference to a version of the dimension
member. It also includes columns that define the date range validity of the
version (for example, StartDate and EndDate) and possibly a flag column (for
example,
IsCurrent) to easily filter by current dimension members.
Incorrect Answers:
B: A Type 1 SCD always reflects the latest values, and when changes in source
data are detected, the dimension table data is overwritten.
D: A Type 3 SCD supports storing two versions of a dimension member as
separate columns. The table includes a column for the current value of a member
plus either the original or previous value of the member. So Type 3 uses
additional columns to track one key instance of history, rather than storing
additional rows to track each change like in a Type 2 SCD.
Reference:
https://docs.microsoft.com/en-us/learn/modules/populate-slowly-changing-
dimensions-azure-synapse-analytics-pipelines/3-choose-between-dimension-
types
Question 10:
You have an enterprise-wide Azure Data Lake Storage Gen2 account. The data
lake is accessible only through an Azure virtual network named VNET1.
You are building a SQL pool in Azure Synapse that will use data from the data lake.
Your company has a sales team. All the members of the sales team are in an
Azure Active Directory group named Sales. POSIX controls are used to assign the
Sales group access to the files in the data lake.
You plan to load data to the SQL pool every hour.
10. You need to ensure that the SQL pool can load the sales data from the data lake.
Which three actions should you perform? Each correct answer presents part of
the solution.
NOTE: Each area selection is worth one point.
A. Add the managed identity to the Sales group.
B. Use the managed identity as the credentials for the data load process.
C. Create a shared access signature (SAS).
D. Add your Azure Active Directory (Azure AD) account to the Sales group.
E. Use the shared access signature (SAS) as the credentials for the data load
process.
F. Create a managed identity.
Answer: A, B, E
Explanation:
F. Create a managed identity.
A. Add the managed identity to the Sales group.
B. Use the managed identity as the credentials for the data load process.
Reference:
https://docs.microsoft.com/en-us/azure/synapse-analytics/sql-data-
warehouse/quickstart-bulk-load-copy-tsql-example
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