[Q50-Q72] 100% Free DP-500 Exam Dumps Use Real Azure Enterprise Data Analyst Associate Dumps With 150 Questions!

100% Free DP-500 Exam Dumps Use Real Azure Enterprise Data Analyst Associate Dumps With 150 Questions!

Pass Your DP-500 Exam Easily With 100% Exam Passing Guarantee [2024]

Microsoft DP-500 certification exam is designed to test one's ability to design and implement enterprise-scale analytics solutions using Microsoft Azure and Microsoft Power BI. Designing and Implementing Enterprise-Scale Analytics Solutions Using Microsoft Azure and Microsoft Power BI certification validates a candidate's expertise in implementing data solutions that use various Azure services, including Azure Synapse Analytics, Azure Data Factory, Azure Stream Analytics, and Azure Databricks. It also tests the ability to develop and deploy Power BI reports and dashboards.

Microsoft DP-500 is a certification exam designed for professionals who want to validate their skills in designing and implementing enterprise-scale analytics solutions using Microsoft Azure and Microsoft Power BI. It is an advanced-level exam that measures the candidate's ability to use Azure and Power BI to build robust data models, prepare data for analysis, and create visualizations that deliver insights to stakeholders. DP-500 exam is intended for data engineers, data architects, and business intelligence professionals who work with large datasets and need to build scalable analytics solutions.

NEW QUESTION # 50
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. JS0N_VALUE
B. CONVERT
C. FIRST VALUE
D. FOR.JSON

Answer: A

NEW QUESTION # 51
You have a dataset that contains a table named UserPermissions. UserPermissions contains the following data.

You plan to create a security role named User Security for the dataset. You need to filter the dataset based on the current users. What should you include in the DAX expression?

A. [UserPermissions] - USERNAME()
B. [User] = USERPRINCIPALNAME()
C. [User] = USERNAME()
D. [User] = USEROBJECTID()
E. [UserPermissions] - USERPRINCIPALNAME()

Answer: C

Explanation:
USERNAME() returns the domain name and username from the credentials given to the system at connection time.
It should be compared to column name of User, which in DAX is expressed through [User].

NEW QUESTION # 52
You have a Power Bl report that contains the table shown in the following exhibit.

The table contains conditional formatting that shows which stores are above, near, or below the monthly quota for returns. You need to ensure that the table is accessible to consumers of reports who have color vision deficiency. What should you do?

A. Move the conditional formatting icons to a tooltip report.
B. Change the icons to use a different shape for each color.
C. Remove the icons and use red, yellow, and green background colors instead.
D. Add alt text to explain the information that each color conveys.

Answer: D

Explanation:
Report accessibility checklist, All Visuals.
* Ensure alt text is added to all non-decorative visuals on the page.
* Avoid using color as the only means of conveying information. Use text or icons to supplement or replace the color.
* Check that your report page works for users with color vision deficiency.
* Etc.

NEW QUESTION # 53
You have a Power Bl report that contains one visual.
You need to provide users with the ability to change the visual type without affecting the view for other users.
What should you do?

A. From Tabular Editor, create a new perspective.
B. From Report setting, select Personalize visuals.
C. From Visual options in Report settings, select Use the modern visual header with updated styling options.
D. From the Bookmarks pane, select Focus mode, and then select Add.

Answer: B

Explanation:
Explanation
Enable personalization in a report
You can enable the feature either in Power BI Desktop or the Power BI service. You can also enable it in embedded reports.
To enable the feature in Power BI Desktop, go to File > Options and settings > Options > Current file > Report settings. Make sure Personalize visuals is turned on.

NEW QUESTION # 54
You have a Power Bl dataset that contains the following measure.

You need to improve the performance of the measure without affecting the logic or the results. What should you do?

A. Remove "calendar'[Flag] = "YTD" from the code.
B. Remove the alternative result of blank( ) from the divide function.
C. Create a variable and replace the values for [sales Amount].
D. Replace both calculate functions by using a variable that contains the calculate function.

Answer: D

NEW QUESTION # 55
You have an Azure Data Lake Storage Gen 2 container that stores more than 300,000 files representing hourly
telemetry data. The data is organized in folders by the year, month, and day according to when the telemetry
was captured.
You have the following query in Power Query Editor.

For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point

Answer:

Explanation:

NEW QUESTION # 56
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 scale up the capacity.
Does this meet the goal?

A. No
B. Yes

Answer: B

NEW QUESTION # 57
You manage a dataset that contains the two data sources as shown in the following table.

When you attempt to refresh the dataset in powerbi.com, you receive the following error message: "[Unable to combine data] Add Columns is accessing data sources that have privacy levels which cannot be used together.
Please rebuild this data combination."
You discover that the dataset contains queries that fold data from the SharePoint folder to the Azure SQL database.
You need to resolve the error. The solution must provide the highest privacy possible.
Which privacy level should you select for each data source? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:

Explanation:

Explanation
Box 1: Private
This Formula.Firewall error is the result of Power Query's Data Privacy Firewall (aka the Firewall) Note: Folding is a term that refers to converting expressions in M (such as filters, renames, joins, and so on) into operations against a raw data source (such as SQL, OData, and so on).
Box 2: Organizational
Organizational Limits the visibility of a data source to a trusted group of people. It is isolated from all Public data sources, but is visible to other Organizational data sources. A common example is a Microsoft Word document on an intranet SharePoint site with permissions enabled for a trusted group.
Reference:
https://support.microsoft.com/en-us/office/set-privacy-levels-power-query-cc3ede4d-359e-4b28-bc72-9bee7900b

NEW QUESTION # 58
You have an Azure Synapse Analytics serverless SQL pool and an Azure Data Lake Storage Gen2 account.
You need to query all the files in the 'csv/taxi/' folder and all its subfolders. All the files are in CSV format and have a header row.
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:

Explanation
Box 1: BULK 'csv/taxi*.CSV',
*.CSV to get all the CSV files.
Box 2: FIRSTROW=2
As there is a header we should read from the second line.
Note: FIRSTROW = 'first_row'
Specifies the number of the first row to load. The default is 1 and indicates the first row in the specified data file. The row numbers are determined by counting the row terminators. FIRSTROW is 1-based.
Incorrect:
Not FIRSTROW=1. FIRSTROW=1 is used when there is no header.
Reference: https://docs.microsoft.com/en-us/azure/synapse-analytics/sql/develop-openrowset

NEW QUESTION # 59
You have an Azure Data Lake Storage Gen 2 container that stores more than 300,000 files representing hourly telemetry data. The data is organized in folders by the year, month, and day according to when the telemetry was captured.
You have the following query in Power Query Editor.

For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point

Answer:

Explanation:

Explanation

Box 1: Yes
A key mechanism that allows Azure Data Lake Storage Gen2 to provide file system performance at object storage scale and prices is the addition of a hierarchical namespace. This allows the collection of objects/files within an account to be organized into a hierarchy of directories and nested subdirectories in the same way that the file system on your computer is organized. With a hierarchical namespace enabled, a storage account becomes capable of providing the scalability and cost-effectiveness of object storage, with file system semantics that are familiar to analytics engines and frameworks.
Box 2: No
Table.SelectRows returns a table of rows from the table, that matches the selection condition.
Box 3: Yes
Azure Data Lake Storage has higher throughput and IOPS.
Note: Azure Blob Storage is a general purpose, scalable object store that is designed for a wide variety of storage scenarios. Azure Data Lake Storage is a hyper-scale repository that is optimized for big data analytics workloads.
Azure Data Lake Storage use Cases: Batch, interactive, streaming analytics and machine learning data such as log files, IoT data, click streams, large datasets Reference: https://docs.microsoft.com/en-us/azure/storage/blobs/data-lake-storage-namespace
https://docs.microsoft.com/en-us/powerquery-m/table-selectrows
https://docs.microsoft.com/en-us/azure/data-lake-store/data-lake-store-comparison-with-blob-storage

NEW QUESTION # 60
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 the Power Bl data model shown in the exhibit. (Click the Exhibit tab.)

Users indicate that when they build reports from the data model, the reports take a long time to load.
You need to recommend a solution to reduce the load times of the reports.
Solution: You recommend moving all the measures to a calculation group.
Does this meet the goal?

A. Yes
B. No

Answer: B

Explanation:
Instead denormalize For Performance.
Even though it might mean storing a bit of redundant data, schema denormalization can sometimes provide better query performance. The only question then becomes is the extra space used worth the performance benefit.

NEW QUESTION # 61
You have a Power Bi workspace named Workspacel in a Premium capacity. Workspacel contains a dataset.
During a scheduled refresh, you receive the following error message: "Unable to save the changes since the
new dataset size of 11,354 MB exceeds the limit of 10,240 MB."
You need to ensure that you can refresh the dataset.
What should you do?

A. Turn on Large dataset storage format.
B. Change the location of the Premium capacity.
C. Connect Workspace1 to an Azure Data Lake Storage Gen2 account
D. Change License mode to Premium per user.

Answer: A

NEW QUESTION # 62
You have an Azure subscription that contains an Azure Synapse Analytics workspace. You create an Azure Data Lake and upload a CSV file named Filel.csv. You need to use Synapse Studio to query the data in Filel.csv by using a serverless SQL pool. Which Transact-SQL operator should you include in the query?

A. OPENOUERY
B. OPCNROWSET
C. OPEMDATASOURCE
D. STRIMO_SPLIT

Answer: B

NEW QUESTION # 63
You are running a diagnostic against a query as shown in the following exhibit.

What can you identify from the diagnostics query?

A. All the query steps are folding.
B. The query is timing out.
C. Some query steps are folding.
D. Elevated permissions are being used to query records.

Answer: A

Explanation:
Understanding folding with Query Diagnostics
One of the most common reasons to use Query Diagnostics is to have a better understanding of what operations were 'pushed down' by Power Query to be performed by the back-end data source, which is also known as 'folding'. If we want to see what folded, we can look at what is the 'most specific' query, or queries, that get sent to the back-end data source. We can look at this for both ODATA and SQL.

NEW QUESTION # 64
You have the following Python code in an Apache Spark notebook.

Which type of chart will the code produce?

A. a pie chart
B. a bar chart
C. a stacked bar chart
D. an area chart

Answer: D

Explanation:
The matplotlib.pyplot.fill_between function fills the area between two horizontal curves.
The curves are defined by the points (x, y1) and (x, y2). This creates one or multiple polygons describing the filled area.

NEW QUESTION # 65
You are configuring an aggregation table as shown in the following exhibit.

The detail table is named FactSales and the aggregation table is named FactSales(Agg).
You need to aggregate SalesAmount for each store.
Which type of summarization should you use for SalesAmount and StoreKey? To answer, select the appropriate options in the answer area, NOTE: Each correct selection is worth one point.

Answer:

Explanation:

Explanation
Box 1: Sum
The Manage aggregations dialog shows a row for each column in the table, where you can specify the aggregation behavior. In the following example, queries to the Sales detail table are internally redirected to the Sales Agg aggregation table.

Box 2: GroupBy
Reference: https://docs.microsoft.com/en-us/power-bi/transform-model/aggregations-advanced

NEW QUESTION # 66
You develop a solution that uses a Power Bl Premium capacity. The capacity contains a dataset that is
expected to consume 50 GB of memory.
Which two actions should you perform to ensure that you can publish the model successfully to the Power Bl
service? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A. Restart the capacity.
B. Increase the Max Offline Dataset Size setting.
C. Publish the complete dataset.
D. Invoke a refresh to load historical data based on the incremental refresh policy.
E. Publish an initial dataset that is less than 10 GB.

Answer: A,C

NEW QUESTION # 67
Note: This question is part of a scries 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 the Power Bl data model shown in the exhibit. (Click the Exhibit tab.)

Users indicate that when they build reports from the data model, the reports take a long time to load.
You need to recommend a solution to reduce the load times of the reports.
Solution: You recommend creating a perspective that contains the commonly used fields.
Does this meet the goal?

A. Yes
B. No

Answer: B

Explanation:
Explanation
Instead denormalize For Performance.
Even though it might mean storing a bit of redundant data, schema denormalization can sometimes provide better query performance. The only question then becomes is the extra space used worth the performance benefit.
Reference: https://www.mssqltips.com/sqlservertutorial/3211/denormalize-for-performance/

NEW QUESTION # 68
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/gallery/lines_bars_and_markers/bar_stacked.html
https://matplotlib.org/stable/api/legend_api.html

NEW QUESTION # 69
You have a Power Bl dataset. The dataset contains data that is updated frequently.
You need to improve the performance of the dataset by using incremental refreshes.
Which four actions should you perform in sequence to enable the incremental refreshes? 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 # 70
You have an Azure Synapse Analytics dedicated SQL pool.
You need to ensure that the SQL pool is scanned by Azure Purview.
What should you do first?

A. Create a data policy.
B. Create a data share connection.
C. Search the data catalog.
D. Register a data source.

Answer: D

NEW QUESTION # 71
You are using an Azure Synapse notebook to create a Python visual.
You run the following code cell to import a dataset named Iris.

A sample of the data is shown in the following table.

You need to create the visual shown in the exhibit. (Click the Exhibit tab.)

How should you complete the Python code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.