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| Topic 1 | - Implement and manage semantic models: This section of the exam measures the skills of architects and focuses on designing and optimizing semantic models to support enterprise-scale analytics. It evaluates understanding of storage modes and implementing star schemas and complex relationships, such as bridge tables and many-to-many joins. Architects must write DAX-based calculations using variables, iterators, and filtering techniques. The use of calculation groups, dynamic format strings, and field parameters is included. The section also includes configuring large semantic models and designing composite models. For optimization, candidates are expected to improve report visual and DAX performance, configure Direct Lake behaviors, and implement incremental refresh strategies effectively.
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| Topic 2 | - Maintain a data analytics solution: This section of the exam measures the skills of administrators and covers tasks related to enforcing security and managing the Power BI environment. It involves setting up access controls at both workspace and item levels, ensuring appropriate permissions for users and groups. Row-level, column-level, object-level, and file-level access controls are also included, alongside the application of sensitivity labels to classify data securely. This section also tests the ability to endorse Power BI items for organizational use and oversee the complete development lifecycle of analytics assets by configuring version control, managing Power BI Desktop projects, setting up deployment pipelines, assessing downstream impacts from various data assets, and handling semantic model deployments using XMLA endpoint. Reusable asset management is also a part of this domain.
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| Topic 3 | - Prepare data: This section of the exam measures the skills of engineers and covers essential data preparation tasks. It includes establishing data connections and discovering sources through tools like the OneLake data hub and the real-time hub. Candidates must demonstrate knowledge of selecting the appropriate storage type—lakehouse, warehouse, or eventhouse—depending on the use case. It also includes implementing OneLake integrations with Eventhouse and semantic models. The transformation part involves creating views, stored procedures, and functions, as well as enriching, merging, denormalizing, and aggregating data. Engineers are also expected to handle data quality issues like duplicates, missing values, and nulls, along with converting data types and filtering. Furthermore, querying and analyzing data using tools like SQL, KQL, and the Visual Query Editor is tested in this domain.
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Microsoft Implementing Analytics Solutions Using Microsoft Fabric Sample Questions (Q173-Q178):
NEW QUESTION # 173
You are creating a dataflow in Fabric to ingest data from an Azure SQL database by using a T-SQL statement.
You need to ensure that any foldable Power Query transformation steps are processed by the Microsoft SQL Server engine.
How should you complete the code? To answer, drag the appropriate values to the correct 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:
You should complete the code as follows:
* Table
* NativeQuery
* EnableFolding
In Power Query, using Table before the SQL statement ensures that the result of the SQL query is treated as a table. NativeQuery allows a native database query to be passed through from Power Query to the source database. The EnableFolding option ensures that any subsequent transformations that can be folded will be sent back and executed at the source database (Microsoft SQL Server engine in this case).
NEW QUESTION # 174
You have a Fabric workspace named Workspace1 that contains the following items:
* A warehouse named Warehouse1
* A semantic model named Model1
* An interactive report named Report1
You need to allow a user named User1 to access a single table in Warehouse1. The solution must follow the principle of least privilege.
What should you do first?
- A. Assign the Viewer role to User1 for Workspace1.
- B. Assign object level permissions to User1 for Warehouse1.
- C. Assign the db_datareader role to User1 for Warehouse1.
- D. Share Warehouse1 with User1.
Answer: B
NEW QUESTION # 175
You have the following KQL query.

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:

NEW QUESTION # 176
You have a Fabric workspace named Workspace1 and a user named User1.
You need to ensure that User1 can perform the following tasks in Workspace1:
- Create dashboards.
- Publish semantic models.
- Create and publish reports.
The solution must follow the principle of least privilege.
Which workspace role should you assign to User1?
- A. Member
- B. Admin
- C. Contributor
- D. Viewer
Answer: C
Explanation:
The most appropriate role for this user is the Contributor role.
In Microsoft Fabric, workspace roles are hierarchical. The Contributor role provides the exact balance of creation and publishing permissions without granting the administrative overhead or broad sharing powers found in higher roles.
The Contributor role is specifically designed for data creators. It allows the user to perform all requested tasks while maintaining "least privilege" by restricting administrative control.
Included Permissions
Create and Publish: Users can upload or create semantic models, reports, and dashboards.
Edit Content: They can modify existing items within the workspace they have access to.
Interact with Fabric items: They can create, read, update, and delete items like Data Pipelines, Notebooks, and Lakehouses.
Reference:
https://www.linkedin.com/pulse/practical-guide-choosing-right-role-microsoft-fabric-oussama- haimoud-c8kte
NEW QUESTION # 177
You have a Fabric warehouse named Watehousel that contains a table named TaxiTrips. TaxiTrips contains the following columns.

You need to create a query that shows the top three taxi companies based on the total miles traveled.
How should you complete the T-SQL statement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:

NEW QUESTION # 178
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