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| Topic | Details |
|---|
| Topic 1 | - 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.
|
| 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.
|
| Topic 3 | - 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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Microsoft Implementing Analytics Solutions Using Microsoft Fabric Sample Questions (Q146-Q151):
NEW QUESTION # 146
Which of the following statements accurately describe the behavior and configuration of Row- level security (RLS) with Power BI?
- A. For Analysis Services or Azure Analysis Services live connections, you configure Row-level security directly within Power BI
- B. The View as Roles feature is available for DirectQuery models with Single Sign-On (SSO) enabled
- C. RLS applies to users with Admin, Member, or Contributor permissions in the Power BI service
- D. You can define roles and rules within Power BI Desktop, but users are assigned to roles in the Power BI service
Answer: D
Explanation:
Option B is correct because while you can define security roles and rules within Power BI Desktop, the assignment of users to these roles is done within the Power BI service. This division of tasks ensures that data access restrictions are correctly applied and managed.
https://learn.microsoft.com/en-us/fabric/security/service-admin-rls
NEW QUESTION # 147
You have a Fabric tenant that contains a lakehouse named LH1.
You need to deploy a new semantic model. The solution must meet the following requirements:
* Support complex calculated columns that include aggregate functions, calculated tables, and Multidimensional Expressions (MDX) user hierarchies.
* Minimize page rendering times.
How should you configure the model? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Explanation:

Supports complex calculated columns (with aggregate functions, calculated tables, MDX hierarchies).
Minimizes page rendering times.
Step 1 - Choosing the Mode
Direct Lake # Best for near real-time queries, avoids duplication, but has limitations (e.g., some complex calculated columns, MDX user hierarchies are not fully supported).
DirectQuery # Sends queries to the source each time. It supports complex expressions but is slow (not optimal for minimizing page rendering times).
Import # Data is loaded into VertiPaq in-memory engine, supports full DAX capabilities, calculated tables, MDX hierarchies, and provides fastest query performance.
# Correct choice: Import.
Step 2 - Choosing Query Caching
Capacity default # Relies on the workspace/capacity setting.
Off # Disables caching, which could slow down report rendering.
On # Ensures queries are cached for faster page rendering times.
# Correct choice: On.
Final Answer:
Mode: Import
Query Caching: On
References:
Semantic model storage modes in Fabric
Query caching in Power BI / Fabric
NEW QUESTION # 148
You have a Microsoft Power Bl semantic model.
You plan to implement calculation groups.
You need to create a calculation item that will change the context from the selected date to month-to-date (MTD).
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:

To create a calculation item that changes the context from the selected date to month-to-date (MTD), the appropriate DAX expression involves using the CALCULATE function to alter the filter context and the DATESMTD function to specify the month-to-date context.
The correct completion for the DAX expression would be:
In the first dropdown, select CALCULATE.
In the second dropdown, select SELECTEDMEASURE.
This would create a DAX expression in the form:
CALCULATE(
SELECTEDMEASURE(),
DATESMTD( ' Date ' [DateColumn])
)
NEW QUESTION # 149
You have a Fabric tenant that contains a warehouse. The warehouse uses row-level security (RLS).
You create a Direct Lake semantic model that uses the Delta tables and RLS of the warehouse.
When users interact with a report built from the model, which mode will be used by the DAX queries?
- A. Import
- B. Dual
- C. DirectQuery
- D. Direct Lake
Answer: C
Explanation:
Row-level security only applies to queries on a Warehouse or SQL analytics endpoint in Fabric.
Power BI queries on a warehouse in Direct Lake mode will fall back to Direct Query mode to abide by row-level security.
https://learn.microsoft.com/en-us/fabric/data-warehouse/row-level-security
NEW QUESTION # 150
You have a Fabric tenant that contains a workspace named Workspace1 and a user named User1. Workspace1 contains a warehouse named DW1.
You share DW1 with User1 and assign User1 the default permissions for DW1.
What can User1 do?
- A. Read data from the tables in DW1.
- B. Read the underlying Parquet files from OneLake.
- C. Connect to DW1 via the TDS (Tabular Data Stream) endpoint.
- D. Build reports by using the default dataset.
Answer: D
Explanation:
Comprehensive Detailed Explanation
Step 1: Default permissions when sharing a warehouse in Fabric
When you share a Fabric warehouse (DW1) with a user and assign them default permissions, the user:
Gets Build permission by default.
Build permission allows the user to:
Use the default dataset automatically created for the warehouse.
Build reports and dashboards against that dataset.
It does not grant direct query permissions to the underlying tables or files.
Step 2: Analyze the options
A). Build reports by using the default dataset. #
Correct. Sharing a warehouse gives Build permission on the warehouse's default dataset.
User1 can create Power BI reports but cannot directly query the warehouse via SQL.
B). Read the underlying Parquet files from OneLake.
Incorrect. Access to underlying OneLake files requires Direct Lake storage access or shortcut permissions, not provided by default sharing.
C). Connect to DW1 via the TDS endpoint.
Incorrect. The TDS endpoint is supported by semantic models, not warehouses.
D). Read data from the tables in DW1.
Incorrect. Default permissions do not allow table-level SQL access. They allow using the dataset for reporting.
Step 3: Correct Answer
The only capability User1 has by default is:
A). Build reports by using the default dataset.
References
Fabric warehouses - permissions
Build permission in Power BI
NEW QUESTION # 151
......
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