Latest Microsoft DP-500 Practice Test Questions, Designing and Implementing Enterprise-Scale Analytics Solutions Using Microsoft Azure and Microsoft Power BI Exam Dumps
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NEW QUESTION # 63
You use Advanced Editor in Power Query Editor to edit a query that references two tables named Sales and
Commission. A sample of the data in the Sales table is shown in the following table.
A sample of the data in the Commission table is shown in the following table.
You need to merge the tables by using Power Query Editor without losing any rows in the Sales table.
How should you complete the query? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
NEW QUESTION # 64
You are implementing a reporting solution that has the following requirements:
* Reports for external customers must support 500 concurrent requests. The data for these reports is approximately 7 GB and is stored in Azure Synapse Analytics.
* Reports for the security team use data that must have local security rules applied at the database level to restrict access. The data being reviewed is 2 GB.
Which storage mode provides the best response time for each group of users?
- A. Import for the external customers and DirectQuery for the security team.
- B. DirectQuery for the external customers and DirectQuery for the security team.
- C. Import for the external customers and import for the security team.
- D. DirectQuery for the external customers and import for the security team.
Answer: D
Explanation:
Explanation
With DirectQuery, queries are sent back to your Azure Synapse Analytics in real time as you explore the data.
Real-time queries, combined with the scale of Synapse Analytics enables users to create dynamic reports in minutes against terabytes of data.
Need import for the security team for local security rules.
Reference:
https://docs.microsoft.com/en-us/power-bi/connect-data/service-azure-sql-data-warehouse-with-direct-connect
NEW QUESTION # 65
You are building a Power Bl dataset that contains a table named Calendar. Calendar contains the following calculated column.
pfflag = IF('Calendar'[Date] < TOOAYQ, "Past", "Future")
You need to create a measure that will perform a fiscal prior year-to-date calculation that meets the following requirements:
* Returns the fiscal prior year-to-date value for [sales Amount]
* Uses a fiscal year end of June 30
* Produces no result for dates in the future
How should you complete the DAX expression? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation
Box 1: CALCULATETABLE
CALCULATETABLE evaluates a table expression in a modified filter context.
Syntax: CALCULATETABLE(<expression>[, <filter1> [, <filter2> [, ...]]]) Incorrect:
* SUMMARIZECOLUMNS
SUMMARIZECOLUMNS returns a summary table over a set of groups.
Syntax: SUMMARIZECOLUMNS( <groupBy_columnName> [, < groupBy_columnName >]...,
[<filterTable>]...[, <name>, <expression>]...)
* CROSSJOIN returns a table that contains the Cartesian product of all rows from all tables in the arguments.
The columns in the new table are all the columns in all the argument tables.
Syntax: CROSSJOIN(<table>, <table>[, <table>]...)
* UNION creates a union (join) table from a pair of tables.
Syntax: UNION(<table_expression1>, <table_expression2> [,<table_expression>]...) Box 2: SAMEPERIODLASTYEAR SAMEPERIODLASTYEAR returns a table that contains a column of dates shifted one year back in time from the dates in the specified dates column, in the current context.
Syntax: SAMEPERIODLASTYEAR(<dates>)
The dates returned are the same as the dates returned by this equivalent formula: DATEADD(dates, -1, year) Example:
The following sample formula creates a measure that calculates the previous year sales of Reseller sales.
= CALCULATE(SUM(ResellerSales_USD[SalesAmount_USD]),
SAMEPERIODLASTYEAR(DateTime[DateKey))
Box 3: TODAY()
TODAY() returns the current date.
The TODAY function is useful when you need to have the current date displayed on a worksheet, regardless of when you open the workbook. It is also useful for calculating intervals.
Example:
The following sample formula creates a measure that calculates the 'Running Total' for Internet sales.
= CALCULATE(SUM(InternetSales_USD[SalesAmount_USD]), DATESYTD(DateTime[DateKey])) Reference: https://docs.microsoft.com/en-us/dax/calculatetable-function-dax
https://docs.microsoft.com/en-us/dax/sameperiodlastyear-function-dax
https://docs.microsoft.com/en-us/dax/datesytd-function-dax
NEW QUESTION # 66
You are attempting to configure certification for a Power BI dataset and discover that the certification setting for the dataset is unavailable.
What are two possible causes of the issue? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
- A. You have insufficient permissions.
- B. The workspace is in shared capacity.
- C. Dataset certification is disabled for the Power Bl tenant.
- D. Row-level security (RLS) is missing from the dataset.
- E. The sensitivity level for the dataset is set to Highly Confidential.
Answer: A,C
Explanation:
Explanation
https://learn.microsoft.com/en-us/power-bi/collaborate-share/service-endorsement-overview Reference: https://docs.microsoft.com/en-us/power-bi/admin/service-admin-setup-certification
https://docs.microsoft.com/en-us/power-bi/collaborate-share/service-endorse-content
NEW QUESTION # 67
You have the following code in an Azure Synapse notebook.
Use the drop-down menus to select the answer choice that completes each statement based on the information presented in the code.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Reference:
https://matplotlib.org/stable/api/markers_api.html
NEW QUESTION # 68
You have a Power Bl report that contains a bar chart. The bar chart displays sales by country.
You need to ensure that a summary of the data shown on the bar chart is accessible by using a screen reader.
What should you configure on the bar chart?
- A. the layer order
- B. alt text
- C. the tab order
- D. conditional formatting
Answer: B
NEW QUESTION # 69
You are using a Python notebook in an Apache Spark pool in Azure Synapse Analytics. You need to present the data distribution statistics from a DataFrame in a tabular view. Which method should you invoke on the DataFrame?
- A. freqltems
- B. rollup
- C. describe
- D. explain
Answer: C
Explanation:
The aggregating statistic can be calculated for multiple columns at the same time with the describe function.
Example:
titanic[["Age", "Fare"]].describe()
Out[6]:
Age Fare
count 714.000000 891.000000
mean 29.699118 32.204208
std 14.526497 49.693429
min 0.420000 0.000000
25% 20.125000 7.910400
50% 28.000000 14.454200
75% 38.000000 31.000000
max 80.000000 512.329200
NEW QUESTION # 70
You have a Power Bl dataset that contains the following measures:
* Budget
* Actuals
* Forecast
You create a report that contains 10 visuals.
You need provide users with the ability to use a slicer to switch between the measures in two visuals only.
You create a dedicated measure named cg Measure switch.
How should you complete the DAX expression for the Actuals measure? To answer, drag the appropriate values to the targets. Each value 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.
Answer:
Explanation:
Reference:
https://docs.microsoft.com/en-us/dax/selectedvalue-function
NEW QUESTION # 71
You have a Power BI report and dataset in Power BI Desktop. The dataset contains a calculation group named CG1 that contains four calculation items. The Current calculation item is shown in the following exhibit.
Answer:
Explanation:
Explanation
NEW QUESTION # 72
You need to recommend a solution to ensure that sensitivity labels are applied. The solution must minimize administrative effort.
Which three actions should you include in the recommendation? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
- A. In SQLDW. apply sensitivity labels to the columns in the Customer and CustomersWithProductScore tables.
- B. In the Power Bl datasets, apply sensitivity labels to the columns in the Customer and CustomersWithProductScore tables.
- C. From the Power Bl Admin portal, set Apply sensitivity labels from data sources to their data in Power Bl to Enabled.
- D. From the Power Bl Admin portal, set Make certified content discoverable to Enabled.
- E. From the Power Bl Admin portal, set Allow users to apply sensitivity labels for Power Bl content to Enabled.
Answer: B,D,E
Explanation:
Explanation
A Synapse Analytics dedicated SQL pool is named SQLDW.
Customer contact data in SQLDW and the Power BI dataset must be labeled as Sensitive. Records must be kept of any users that use the sensitive data.
A (not B): Enable sensitivity labels
Sensitivity labels must be enabled on the tenant before they can be used in both the service and in Desktop.
To enable sensitivity labels on the tenant, go to the Power BI Admin portal, open the Tenant settings pane, and find the Information protection section.
In the Information Protection section, perform the following steps:
Open Allow users to apply sensitivity labels for Power BI content.
Enable the toggle.
D (not C): When data protection is enabled on your tenant, sensitivity labels appear in the sensitivity column in the list view of dashboards, reports, datasets, and dataflows.
E: Power BI Tenant Discovery Setting include Make certified content discoverable.
Reference: https://docs.microsoft.com/en-us/power-bi/enterprise/service-security-enable-data-sensitivity-labels
https://docs.microsoft.com/en-us/power-bi/enterprise/service-security-apply-data-sensitivity-labels
https://support.nhs.net/knowledge-base/power-bi-guidance/
NEW QUESTION # 73
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 a Power Bl dataset named Datasetl.
In Dataset1, you currently have 50 measures that use the same time intelligence logic.
You need to reduce the number of measures, while maintaining the current functionality.
Solution: From DAX Studio, you write a query that uses grouping sets.
Does this meet the goal?
- A. No
- B. Yes
Answer: B
Explanation:
Explanation
A grouping is a set of discrete values that are used to group measure fields.
Reference: https://docs.microsoft.com/en-us/power-bi/developer/visuals/capabilities
NEW QUESTION # 74
You need to ensure that the new process for deploying reports and datasets to the User Experience workspace meets the technical requirements.
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.
Answer:
Explanation:
Explanation
NEW QUESTION # 75
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 a Power Bl dataset named Datasetl.
In Datasetl, you currently have 50 measures that use the same time intelligence logic.
You need to reduce the number of measures, while maintaining the current functionality.
Solution: From Power Bl Desktop, you group the measures in a display folder.
Does this meet the goal?
- A. Yes
- B. No
Answer: B
Explanation:
Explanation
Solution: From DAX Studio, you write a query that uses grouping sets.
A grouping is a set of discrete values that are used to group measure fields.
Reference: https://docs.microsoft.com/en-us/power-bi/developer/visuals/capabilities
NEW QUESTION # 76
You open a Power Bl Desktop report that contains an imported data model and a single report page.
You open Performance analyzer, start recording, and refresh the visuals on the page. The recording produces
the results shown in the following exhibit
What can you identify from the results?
- A. When all the visuals refresh simultaneously, the visuals spend most of the time waiting on other processes to finish.
- B. The Actual/Forecast Hours by Type visual takes a long time to render on the report page when the data is cross-filtered.
- C. The Actual/Forecast Billable Hrs YTD visual displays the most data.
- D. Unoptimized DAX queries cause the page to load slowly.
Answer: A
NEW QUESTION # 77
You need to implement object-level security (OLS) in the Power Bl dataset for the sales associates.
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.
Answer:
Explanation:
Topic 2, Contoso, Ltd
Overview
Contoso, Ltd. is a company that sells enriched financial data to a variety of external customers.
Contoso has a main office in Los Angeles and two branch offices in New York and Seattle.
Data Infrastructure
Contoso has a 50-TB data warehouse that uses an instance of SQL Server on Azure Virtual Machines.
The data warehouse populates an Azure Synapse Analytics workspace that is accessed by the external
customers. Currently, the customers can access alt the data.
Contoso has one Power Bl workspace named FinData that contains a single dataset. The dataset contains
financial data from around the world. The workspace is used by 10 internal users and one external customer.
The dataset has the following two data sources: the data warehouse and the Synapse Analytics serverless SQL
pool.
Users frequently query the Synapse Analytics workspace by using Transact-SQL.
User Problems
Contoso identifies the following user issues:
* Some users indicate that the visuals in Power Bl reports are slow to render when making filter selections.
* Users indicate that queries against the serverless SQL pool fail occasionally because the size of tempdb has
been exceeded.
* Users indicate that the data in Power Bl reports is stale. You discover that the refresh process of the Power Bl
model occasionally times out
Planned Changes
Contoso plans to implement the following changes:
* Into the existing Power Bl dataset, integrate an external data source that is accessible by using the REST
API.
* Build a new dataset in the FinData workspace by using data from the Synapse Analytics dedicated SQL pool.
* Provide all the customers with their own Power Bl workspace to create their own reports. Each workspace
will use the new dataset in the FinData workspace.
* Implement subscription levels for the customers. Each subscription level will provide access to specific rows
of financial data.
* Deploy prebuilt datasets to Power Bl to simplify the query experience of the customers.
* Provide internal users with the ability to incorporate machine learning models loaded to the dedicated SQL
pool.
NEW QUESTION # 78
You have a 2-GB Power Bl dataset.
You need to ensure that you can redeploy the dataset by using Tabular Editor. The solution must minimize how long it will take to apply changes to the dataset from powerbi.com.
Which two actions should you perform in powerbi.com? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point
- A. Enable service principal authentication for read-only admin APIs.
- B. Connect the target workspace to an Azure Data Lake Storage Gen2 account.
- C. Enable XMLA read-write.
- D. Turn on Large dataset storage format.
Answer: C,D
Explanation:
Optimize datasets for write operations by enabling large models
When using the XMLA endpoint for dataset management with write operations, it's recommended you enable the dataset for large models. This reduces the overhead of write operations, which can make them considerably faster. For datasets over 1 GB in size (after compression), the difference can be significant.
Tabular Editor supports Azure Analysis Services and Power BI Premium Datasets through XMLA read/write.
Note: Tabular Editor - An open-source tool for creating, maintaining, and managing tabular models using an intuitive, lightweight editor. A hierarchical view shows all objects in your tabular model. Objects are organized by display folders with support for multi-select property editing and DAX syntax highlighting. XMLA read-only is required for query operations. Read-write is required for metadata operations.
Reference:
https://tabulareditor.github.io/
NEW QUESTION # 79
You have an Azure Synapse Analytics serverless SQL pool.
You need to return a list of files and the number of rows in each file.
How should you complete the Transact-SQL statement? To answer, drag the appropriate values to the targets.
Each value 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.
Answer:
Explanation:
Explanation
Box 1: APPROX_COUNT_DISTINCT
The APPROX_COUNT_DISTINCT function returns the approximate number of unique non-null values in a group.
Box 2: OPENROWSET
OPENROWSET function in Synapse SQL reads the content of the file(s) from a data source. The data source is an Azure storage account and it can be explicitly referenced in the OPENROWSET function or can be dynamically inferred from URL of the files that you want to read. The OPENROWSET function can optionally contain a DATA_SOURCE parameter to specify the data source that contains files.
The OPENROWSET function can be referenced in the FROM clause of a query as if it were a table name OPENROWSET. It supports bulk operations through a built-in BULK provider that enables data from a file to be read and returned as a rowset.
Reference: https://docs.microsoft.com/en-us/sql/t-sql/functions/approx-count-distinct-transact-sql
https://docs.microsoft.com/en-us/azure/synapse-analytics/sql/develop-openrowset
NEW QUESTION # 80
You have a Power Bl dataset that contains the following measures:
* Budget
* Actuals
* Forecast
You create a report that contains 10 visuals.
You need provide users with the ability to use a slicer to switch between the measures in two visuals only.
You create a dedicated measure named cg Measure switch.
How should you complete the DAX expression for the Actuals measure? To answer, drag the appropriate values to the targets. Each value 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.
Answer:
Explanation:
Explanation
Box 1: SELECTEDMEASURENAME()
SELECTEDMEASURENAME is used by expressions for calculation items to determine the measure that is in context by name.
Syntax: SELECTEDMEASURENAME()
No parameters.
Example:
The following calculation item expression checks if the current measure is Expense Ratio and conditionally applies calculation logic. Since the check is based on a string comparison, it is not subject to formula fixup and will not benefit from object renaming being automatically reflected. For a similar comparison that would benefit from formula fixup, please see the ISSLECTEDMEASURE function instead.
IF (
SELECTEDMEASURENAME = "Expense Ratio",
SELECTEDMEASURE (),
DIVIDE ( SELECTEDMEASURE (), COUNTROWS ( DimDate ) )
)
Box 2: SELECTEDVALUE()
SELECTEDVALUE returns the value when the context for columnName has been filtered down to one distinct value only. Otherwise returns alternateResult.
Syntax:
SELECTEDVALUE(<columnName>[, <alternateResult>])
M1, M2, ... - A list of measures.
Reference: https://docs.microsoft.com/en-us/dax/selectedmeasurename-function-dax
https://docs.microsoft.com/en-us/dax/selectedvalue-function
NEW QUESTION # 81
You manage a Power BI dataset that queries a fact table named SalesDetails. SalesDetails contains three date columns named OrderDate, CreatedOnDate, and ModifiedDate.
You need to implement an incremental refresh of SalesDetails. The solution must ensure that OrderDate starts on or after the beginning of the prior year.
Which four 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.
NOTE: More than one order of answer choices is correct. You will receive credit for any of the correct orders you select.
Answer:
Explanation:
1 - Create RangeStart and RangeEndDateTime parameters.
2 - Add an applied step that adds a custom date filter OrderDate is Between RangeStart and RangeEnd.
3 - Configure an incremental refresh to archive data that starts two years before the refresh date.
4 - Add an applied step that filters OrderDate to the start of the prior year.
NEW QUESTION # 82
You plan to create a Power Bl report that will use an OData feed as the data source. You will retrieve all the
entities from two different collections by using the same service root
The OData feed is still in development. The location of the feed will change once development is complete.
The report will be published before the OData feed development is complete.
You need to minimize development effort to change the data source once the location changes.
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.
Answer:
Explanation:
NEW QUESTION # 83
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 a Power Bl Premium capacity.
From the Power Bl Premium Capacity Metrics app, you discover the following:
* There is insufficient CPU to execute dataset refreshes.
* Out-of-memory throttling occurs when the dataset is waiting.
You need to recommend a solution to resolve the performance issues.
Solution: You move the datasets to a larger capacity.
Does this meet the goal?
- A. No
- B. Yes
Answer: B
NEW QUESTION # 84
You are configuring Azure Synapse Analytics pools to support the Azure Active Directory groups shown in the following table.
Which type of pool should each group use? To answer, drag the appropriate pool types to the groups. Each pool type 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.
Answer:
Explanation:
Explanation
Box 1: Apache Spark pool
An Apache Spark pool provides open-source big data compute capabilities. After you've created an Apache Spark pool in your Synapse workspace, data can be loaded, modeled, processed, and distributed for faster analytic insight.
Box 2: Dedicated SQL Pool
Dedicated SQL Pool - Data is stored in relational tables
Box 3: Serverless SQL pool
Serverless SQL pool - Cost is incurred for the data processed per query Reference:
https://docs.microsoft.com/en-us/azure/synapse-analytics/quickstart-create-apache-spark-pool-portal
https://www.royalcyber.com/blog/data-services/dedicated-sql-pool-vs-serverless-sql/
NEW QUESTION # 85
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.
From Power Query Editor, you profile the data s
the following exhibit
The loT GUID and loT ID columns are unique to each row in the query.
You need to analyze loT events by the hour and day of the year. The solution must improve dataset performance.
Solution: You change the loT DateTime column to the date data type.
Does this meet the goal?
- A. Yes
- B. No
Answer: B
NEW QUESTION # 86
You use Azure Synapse Analytics and Apache Spark notebooks to You need to use PySpark to gain access to the visual libraries. Which Python libraries should you use?
- A. Seaborn and TensorFlow
- B. Matplotlib only
- C. TensorFlow only
- D. Seaborn only
- E. Matplotlib and TensorFlow
- F. Matplotlib and Seaborn
Answer: F
Explanation:
Matplotlib
You can render standard plotting libraries, like Matplotlib, using the built-in rendering functions for each library.
Matplotlib is a plotting library for the Python programming language and its numerical mathematics extension NumPy.
Additional libraries
Beyond these libraries, the Azure Synapse Analytics Runtime also includes the following set of libraries that are often used for data visualization:
Seaborn
Seaborn is a Python data visualization library based on matplotlib. It provides a high-level interface for drawing attractive and informative statistical graphics.
Reference:
https://seaborn.pydata.org/
NEW QUESTION # 87
You are using an Azure Synapse Analytics serverless SQL pool to query network traffic logs in the Apache Parquet format. A sample of the data is shown in the following table.
You need to create a Transact-SQL query that will return the source IP address.
Which function should you use in the select statement to retrieve the source IP address?
- A. FIRST VALUE
- B. CONVERT
- C. FOR.JSON
- D. JS0N_VALUE
Answer: D
NEW QUESTION # 88
......
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