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| Topic | Details |
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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 | - 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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| Topic 3 | - 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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Microsoft Implementing Analytics Solutions Using Microsoft Fabric Sample Questions (Q35-Q40):
NEW QUESTION # 35
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. Share Warehouse1 with User1.
- B. Assign the db_datareader role to User1 for Warehouse1.
- C. Assign the Viewer role to User1 for Workspace1.
- D. Assign object level permissions to User1 for Warehouse1.
Answer: D
NEW QUESTION # 36
You need to create a data loading pattern for a Type 1 slowly changing dimension (SCD).
Which two actions should you include in the process? Each correct answer presents part of the solution.
NOTE: Each correct answer is worth one point.
- A. Update the effective end date of rows when the non-key attribute values have changed.
- B. Update rows when the non-key attributes have changed.
- C. Insert new records when the natural key is a new value in the table.
- D. Insert new rows when the natural key exists in the dimension table, and the non-key attribute values have changed.
Answer: B,C
Explanation:
For a Type 1 SCD, you should include actions that update rows when non-key attributes have changed (A), and insert new records when the natural key is a new value in the table (D). A Type 1 SCD does not track historical data, so you always overwrite the old data with the new data for a given key. Reference = Details on Type 1 slowly changing dimension patterns can be found in data warehousing literature and Microsoft's official documentation.
NEW QUESTION # 37
You have a query in Microsoft Power BI Desktop 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?
- A. Date.AddDays
- B. Duration.Days
- C. Duration.From
- D. DateTime.LocalNow
Answer: B
NEW QUESTION # 38
You have a Fabric workspace that contains a lakehouse named Lakehouse1. Lakehouse1 contains a Delta Parquet table named FactSales. You use a Describe command to review the history of FactSales and notice that you have over 1000 versions of the table, and the retention policy is six months.
You need to reduce the size of the FactSales table and the number of files in the table. What should you configure on the table?
- A. Delete the FactSales table from Lakehouse1.
- B. Run the VACUUM command under Maintenance.
- C. Run the OPTIMIZE command under Maintenance.
- D. Apply V-Order under Maintenance.
Answer: B
NEW QUESTION # 39
You have a Fabric workspace named Workspace1.
You have three groups named Group1, Group2, and Group3.
You need to assign a workspace role to each group. The solution must follow the principle of least privilege and meet the following requirements:
* Group1 must be able to write data to Workspace1, but be unable to add members to Workspace1.
* Group2 must be able to configure and maintain the settings of Workspace1.
* Group3 must be able to write data and add members to Workspace1, but be unable to delete Workspace1.
Which workspace role should you assign to each group? To answer, drag the appropriate roles to the correct groups. Each role may

Answer:
Explanation:

Explanation:

NEW QUESTION # 40
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