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| Topic | Details |
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| Topic 1 | - 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 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 | - 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 (Q99-Q104):
NEW QUESTION # 99
You have a Fabric tenant that contains a lakehouse.
You are using a Fabric notebook to save a large DataFrame by using the following code.

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:
The results will form a hierarchy of folders for each partition key. - Yes The resulting file partitions can be read in parallel across multiple nodes. - Yes The resulting file partitions will use file compression. - No Partitioning data by columns such as year, month, and day, as shown in the DataFrame write operation, organizes the output into a directory hierarchy that reflects the partitioning structure. This organization can improve the performance of read operations, as queries that filter by the partitioned columns can scan only the relevant directories. Moreover, partitioning facilitates parallelism because each partition can be processed independently across different nodes in a distributed system like Spark. However, the code snippet provided does not explicitly specify that file compression should be used, so we cannot assume that the output will be compressed without additional context.
References =
DataFrame write partitionBy
Apache Spark optimization with partitioning
NEW QUESTION # 100
You have a Microsoft Power BI semantic model that contains a measure named TotalSalesAmount.
TotalSalesAmount returns a sales revenue amount that is translated into a selected currency.
You need to ensure that the value returned by TotalSalesAmount is formatted to use the correct currency symbol.
What should you include in the solution?
- A. The WINDOW DAX function
- B. A dynamic format string
- C. A field parameter
- D. A linguistic schema
Answer: B
Explanation:
Scenario:
Semantic model contains a measure: TotalSalesAmount.
This measure returns sales revenue translated into a selected currency.
Requirement: Format the result using the correct currency symbol dynamically.
Analysis:
Dynamic format string in DAX is specifically designed for applying formats (like currency symbols) dynamically based on slicers or calculation context.
WINDOW function # used for windowing calculations, not formatting.
Linguistic schema # used for Q&A natural language, not for formatting.
Field parameter # used to swap fields/measures dynamically, not for formatting.
NEW QUESTION # 101
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. Build reports by using the default dataset.
- C. Connect to DW1 via the TDS (Tabular Data Stream) endpoint.
- D. Read the underlying Parquet files from OneLake.
Answer: B
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 # 102
You have a Fabric tenant that contains a warehouse named Warehouse!. Warehousel contains two schemas name schemal and schema2 and a table named schemal.city.
You need to make a copy of schemal.city in schema2. The solution must minimize the copying of data.
Which T-SQL statement should you run?
- A. SELECT * INTO schema2.eity FROM schemal.city;
- B. CREATE TABLE schema2.city AS SELECT * FROM schemal.city;
- C. CREATE TABLE schema2.city AS CLONE OF schemal.city;
- D. INSERT INTO schema2.city SELECT * FROM schemal.city;
Answer: C
Explanation:
INSERT INTO ... SELECT and SELECT INTO both physically copy all rows, which is heavy and not minimal.
CREATE TABLE AS SELECT (CTAS) also copies the data.
CREATE TABLE ... AS CLONE OF creates a shallow clone in Fabric Warehouse, meaning it references the existing data without duplicating it, minimizing storage and copying.
Correct answer: B.
Reference: Clone tables in Fabric warehouse
NEW QUESTION # 103
You have a Fabric tenant that contains a warehouse named Warehouse1. Warehouse1 contains three schemas named schemaA, schemaB. and schemaC You need to ensure that a user named User1 can truncate tables in schemaA only.
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:

NEW QUESTION # 104
......
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