MICROSOFT FABRIC ANALYTICS ENGINEER
ASSOCIATE EXAM 2026/2027 WITH ACTUAL
CORRECT QUESTIONS AND VERIFIED
DETAILED ANSWERS |CURRENTLY TESTING
QUESTIONS AND SOLUTIONS|ALREADY
GRADED A+|NEWEST|JUST
RELEASED!!|GUARANTEED PASS
How can you query data in the Lakehouse from the data warehouse?
Using cross-database querying without copying data.
What limitations exist when working with tables in the Fabric data warehouse?
Refer to the documentation on Tables in data warehousing in Microsoft Fabric for specific
limitations.
What is the role of dimension tables in the data warehouse load process?
To update existing rows or insert new rows and generate surrogate key values as necessary.
What is the role of fact tables in the data warehouse load process?
To load fact data from staging tables while looking up appropriate surrogate keys for related
dimensions.
What is the final step in the data warehouse load process?
Perform post-load optimization by updating indexes and table distribution statistics.
What are the two ways to query data from a data warehouse in Fabric?
Using the Visual query editor or the SQL query editor.
1|Page
,What is the Visual query editor designed for?
It provides a no-code, drag-and-drop experience to create queries.
What features does the SQL query editor include?
Intellisense, code completion, syntax highlighting, client-side parsing, and validation.
What is the purpose of the New SQL query button?
To create a new query in the SQL query editor.
What can you create in both the SQL and Visual query editors?
Tables, views, and stored procedures.
What experience does the Visual query editor resemble?
The Power Query online diagram view.
How do you start a new query in the Visual query editor?
By using the New visual query button.
What can you do after dragging a table onto the canvas in the Visual query editor?
Use the Transform menu to add columns, filters, and other transformations.
What is a SQL analytics endpoint used for?
To connect from any tool to query data.
What is the familiarity of the SQL query editor based on?
It is familiar to users of T-SQL in SQL Server Management Studio (SSMS) or Azure Data Studio
(ADS).
What is an example use case for the SQL query editor?
Creating a new view for analysts to use for reporting in Power BI.
What button can be used on the visual itself in the Visual query editor?
2|Page
, (+) button to perform transformations.
What does a semantic model define?
The relationships between different tables, rules for data aggregation and summarization, and
calculations or measures for deriving insights.
What views can you switch between in Fabric?
Data view, Query view, and Model view.
What is shown in the Data view of Fabric?
The tables in the semantic model.
What is the purpose of relationships in a semantic model?
To connect tables in the semantic model.
How can you create relationships between tables in Fabric?
Using a click-and-drag interface in the Model view.
What are measures in the context of a data warehouse?
Metrics that you want to analyze, created using the New measure button in the Model view.
What formula language is used to create measures in Fabric?
Data Analysis Expressions (DAX).
What is the significance of hiding fields in a semantic model?
It simplifies the model view for report builders by removing tables or columns from view while
keeping them available for use.
What is automatically created every time a data warehouse is established in Fabric?
A semantic model for analysts and business users to connect for reporting.
How does the default semantic model in Fabric function?
3|Page
ASSOCIATE EXAM 2026/2027 WITH ACTUAL
CORRECT QUESTIONS AND VERIFIED
DETAILED ANSWERS |CURRENTLY TESTING
QUESTIONS AND SOLUTIONS|ALREADY
GRADED A+|NEWEST|JUST
RELEASED!!|GUARANTEED PASS
How can you query data in the Lakehouse from the data warehouse?
Using cross-database querying without copying data.
What limitations exist when working with tables in the Fabric data warehouse?
Refer to the documentation on Tables in data warehousing in Microsoft Fabric for specific
limitations.
What is the role of dimension tables in the data warehouse load process?
To update existing rows or insert new rows and generate surrogate key values as necessary.
What is the role of fact tables in the data warehouse load process?
To load fact data from staging tables while looking up appropriate surrogate keys for related
dimensions.
What is the final step in the data warehouse load process?
Perform post-load optimization by updating indexes and table distribution statistics.
What are the two ways to query data from a data warehouse in Fabric?
Using the Visual query editor or the SQL query editor.
1|Page
,What is the Visual query editor designed for?
It provides a no-code, drag-and-drop experience to create queries.
What features does the SQL query editor include?
Intellisense, code completion, syntax highlighting, client-side parsing, and validation.
What is the purpose of the New SQL query button?
To create a new query in the SQL query editor.
What can you create in both the SQL and Visual query editors?
Tables, views, and stored procedures.
What experience does the Visual query editor resemble?
The Power Query online diagram view.
How do you start a new query in the Visual query editor?
By using the New visual query button.
What can you do after dragging a table onto the canvas in the Visual query editor?
Use the Transform menu to add columns, filters, and other transformations.
What is a SQL analytics endpoint used for?
To connect from any tool to query data.
What is the familiarity of the SQL query editor based on?
It is familiar to users of T-SQL in SQL Server Management Studio (SSMS) or Azure Data Studio
(ADS).
What is an example use case for the SQL query editor?
Creating a new view for analysts to use for reporting in Power BI.
What button can be used on the visual itself in the Visual query editor?
2|Page
, (+) button to perform transformations.
What does a semantic model define?
The relationships between different tables, rules for data aggregation and summarization, and
calculations or measures for deriving insights.
What views can you switch between in Fabric?
Data view, Query view, and Model view.
What is shown in the Data view of Fabric?
The tables in the semantic model.
What is the purpose of relationships in a semantic model?
To connect tables in the semantic model.
How can you create relationships between tables in Fabric?
Using a click-and-drag interface in the Model view.
What are measures in the context of a data warehouse?
Metrics that you want to analyze, created using the New measure button in the Model view.
What formula language is used to create measures in Fabric?
Data Analysis Expressions (DAX).
What is the significance of hiding fields in a semantic model?
It simplifies the model view for report builders by removing tables or columns from view while
keeping them available for use.
What is automatically created every time a data warehouse is established in Fabric?
A semantic model for analysts and business users to connect for reporting.
How does the default semantic model in Fabric function?
3|Page
