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| Section | Weight | Objectives |
|---|---|---|
| Implement and manage semantic models | 25–30 | - Design and build semantic models
|
| Prepare data for analytics | 45–50 | - Clean and transform data
|
| Maintain a data analytics solution | 25–30 | - Manage analytics development lifecycle
|
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NEW QUESTION # 142
You have a Fabric lakehouse named Lakehouse1 that contains the following data.
You need build a T-SQL statement that will return the total sales amount by OrderDate only for the days that are holidays in Australia. The total sales amount must sum the quantity multiplied by the price on each row in the dbo.sales table.
How should you complete the statement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Step 1: Requirement
We need to calculate total sales amount by OrderDate.
Total Sales Amount = Quantity × UnitPrice per row.
Then SUM over all rows per OrderDate.
Only include rows where the OrderDate matches a public holiday in Australia.
Step 2: Calculation Logic
If we select s.Quantity * s.UnitPrice, it only computes row-level values.
To calculate the total sales amount per OrderDate, we need:
SUM(s.Quantity * s.UnitPrice) AS TotalSalesAmt
Thus, the correct calculation: SUM(s.Quantity * s.UnitPrice)
Step 3: Join Type
We want to return only those sales that occurred on public holidays in Australia.
If we used a LEFT JOIN, we'd include all sales regardless of holiday.
A FULL OUTER JOIN would include non-matching rows, not required.
A CROSS JOIN would duplicate results unnecessarily.
A RIGHT OUTER JOIN would include holidays with no sales, which is not needed.
The correct choice is an INNER JOIN on matching dates.
Step 4: Final Query
SELECT
s.OrderDate,
SUM(s.Quantity * s.UnitPrice) AS TotalSalesAmt
FROM dbo.sales AS s
INNER JOIN dbo.publicholidays AS ph
ON s.OrderDate = ph.Date
WHERE ph.countryOrRegion = 'Australia'
GROUP BY s.OrderDate;
Why This is Correct
SUM(s.Quantity * s.UnitPrice) # ensures sales are aggregated correctly.
INNER JOIN # ensures only rows where OrderDate matches a holiday are included.
WHERE ph.countryOrRegion = 'Australia' # filters holidays to Australia only.
References
SUM (Transact-SQL)
JOIN operations in T-SQL
NEW QUESTION # 143
You have a Fabric tenant that contains two workspaces named Woritspace1 and Workspace2. Workspace1 contains a lakehouse named Lakehouse1. Workspace2 contains a lakehouse named Lakehouse2. Lakehouse!
contains a table named dbo.Sales. Lakehouse2 contains a table named dbo.Customers.
You need to ensure that you can write queries that reference both dbo.Sales and dbo.Customers in the same SQL query without making additional copies of the tables.
What should you use?
Answer: B
NEW QUESTION # 144
You have a query in Power Query Editor that contains two columns named Order_Date and Shipping_Date.
You need to create a column that will calculate the number of days between Order_Date and Shipping_Date for each row.
Which Power Query function should you use?
Answer: A
Explanation:
Comprehensive Detailed Explanation
Requirement
We have two columns in Power Query Editor:
Order_Date
Shipping_Date
We need to calculate the number of days between the two dates .
Step 1: How date differences work in Power Query (M language)
Subtracting two date or datetime values in Power Query returns a duration value.
Example:
[Shipping_Date] - [Order_Date]
This produces a duration such as 3.00:00:00 (3 days).
Step 2: Converting duration into days
To get the number of days as an integer, we use Duration.Days() .
Example:
Duration.Days([Shipping_Date] - [Order_Date] )
This returns 3 if the shipping date is 3 days after the order date.
Step 3: Evaluate other options
A). Duration.From # Converts a value to a duration type but does not extract the number of days.
B). Date.AddDays # Adds days to a given date, not used for calculating the difference.
C). Duration.Days # Correct, extracts total days from a duration.
D). DateTime.LocalNow # Returns the current system datetime, unrelated to this requirement.
References
Duration.Days function (Power Query M)
Working with dates in Power Query
NEW QUESTION # 145
You have a semantic model named Model 1. Model 1 contains five tables that all use Import mode. Model1 contains a dynamic row-level security (RLS) role named HR. The HR role filters employee data so that HR managers only see the data of the department to which they are assigned.
You publish Model1 to a Fabric tenant and configure RLS role membership. You share the model and related reports to users.
An HR manager reports that the data they see in a report is incomplete.
What should you do to validate the data seen by the HR Manager?
Answer: B
Explanation:
To validate the data seen by the HR manager, you should use the 'Test as role' feature in Power BI service. This allows you to see the data exactly as it would appear for the HR role, considering the dynamic RLS setup. Here is how you would proceed:
Navigate to the Power BI service and locate Model1.
Access the dataset settings for Model1.
Find the security/RLS settings where you configured the roles.
Use the 'Test as role' feature to simulate the report viewing experience as the HR role.
Review the data and the filters applied to ensure that the RLS is functioning correctly.
If discrepancies are found, adjust the RLS expressions or the role membership as needed.
NEW QUESTION # 146
You have a Fabric tenant that contains a workspace named Workspace1.
You plan to deploy a semantic model named Model1 by using the XMLA endpoint.
You need to optimize the deployment of Model1. The solution must minimize how long it takes to deploy Model1.
What should you do in Workspace1?
Answer: C
Explanation:
If you're planning to use XMLA endpoint-based tools for semantic model write operations, be sure to enable the setting, even for semantic models that you wouldn't necessarily characterize as a large semantic model. When enabled, the large semantic model storage format can improve XMLA write operations performance.
https://learn.microsoft.com/en-us/power-bi/enterprise/service-premium-large-models
NEW QUESTION # 147
......
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