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Implementing Data Engineering Solutions Using Microsoft Fabric Questions 56–60 (page: 13)

Updated On: 17-Sep-2026

You have a Fabric deployment pipeline that uses three workspaces named Dev, Test, and Prod.
You need to deploy an Eventhouse as part of the deployment process.
What should you use to add the Eventhouse to the deployment process?

  1. an Azure DevOps pipeline
  2. an eventstream
  3. GitHub Actions

Answer(s): A

Explanation:

Correct: * an Azure DevOps pipeline
Incorrect: * a deployment pipeline * an eventstream * GitHub Actions


Reference:

https://oulasvirta.com/data/2024/10/15/the-enterprise-fabric-challenge-devops-for-microsoft-fabric.html



You have a Fabric warehouse named DW1. DW1 contains a table that stores sales data and is used by multiple sales representatives.
You plan to implement row-level security (RLS).
You need to ensure that the sales representatives can see only their respective data.
Which warehouse object do you require to implement RLS?

  1. TRIGGER
  2. SCHEMA
  3. FUNCTION
  4. DATABASE ROLE

Answer(s): C

Explanation:

Correct: * Function Restrict access to certain rows to certain users Implement RLS by using the CREATE SECURITY POLICY Transact-SQL statement, and predicates created as inline table-valued functions.
* SECURITY POLICY
Incorrect: * CONSTRAINT * DATABASE ROLE * SCHEMA * STORED PROCEDURE
* TABLE * TRIGGER


Reference:

https://learn.microsoft.com/en-us/fabric/data-warehouse/row-level-security



You have a Fabric warehouse named DW1. DW1 contains a table that stores sales data and is used by multiple sales representatives.
You plan to implement row-level security (RLS).
You need to ensure that the sales representatives can see only their respective data.
Which warehouse object do you require to implement RLS?

  1. SECURITY POLICY
  2. TABLE
  3. TRIGGER
  4. STORED PROCEDURE

Answer(s): A

Explanation:

Correct: * Function Restrict access to certain rows to certain users Implement RLS by using the CREATE SECURITY POLICY Transact-SQL statement, and predicates created as inline table-valued functions.
* SECURITY POLICY
Incorrect: * CONSTRAINT * DATABASE ROLE * SCHEMA * STORED PROCEDURE * TABLE * TRIGGER


Reference:

https://learn.microsoft.com/en-us/fabric/data-warehouse/row-level-security



You have a Fabric F32 capacity that contains a workspace. The workspace contains a warehouse named DW1 that is modelled by using MD5 hash surrogate keys.
DW1 contains a single fact table that has grown from 200 million rows to 500 million rows during the past year.
You have Microsoft Power BI reports that are based on Direct Lake. The reports show year-over-year values.
Users report that the performance of some of the reports has degraded over time and some visuals show errors.
You need to resolve the performance issues. The solution must meet the following requirements:
-Provide the best query performance.
-Minimize operational costs.
Which should you do?

  1. Create views.
  2. Modify the surrogate keys to use a different data type.
  3. Change the MD5 hash to SHA256.
  4. Increase the capacity.
  5. Disable V-Order on the warehouse.

Answer(s): D

Explanation:

Correct: * Increase the capacity. Direct Lake in Fabric F32 Capacity supports tables up to 300 million rows. F64 can handle 500 million rows.
Incorrect: * Change the MD5 hash to SHA256. * Create views. * Disable V-Order on the warehouse. * Enable V-Order. * Modify the surrogate keys to use a different data type.


Reference:

https://community.fabric.microsoft.com/t5/Power-BI-Community-Blog/Fabric-Capacity-Scaling-and-Power-BI-What-happens-when-Power-BI/ba-p/4403792



You have a Fabric workspace named Workspace1 that contains a warehouse named Warehouse1.
You plan to deploy Warehouse 1 to a new workspace named Workspace2.
As part of the deployment process, you need to verify whether Warehouse1 contains invalid references. The solution must minimize development effort and provide detailed information about the invalid references.
What should you use?

  1. a dbt project
  2. a deployment pipeline
  3. a Python script
  4. a database project

Answer(s): B

Explanation:

Correct: * a deployment pipeline
Incorrect: * a database project * a dbt project
* a Python script * a T-SQL script
Note: A deployment pipeline in Fabric allows you to deploy assets like warehouses, datasets, and reports between different workspaces (such as from Workspace1 to Workspace2). One of the key features of a deployment pipeline is the ability to check for invalid references before deployment. This can help identify issues with assets, such as broken links or dependencies, ensuring the deployment is successful without introducing errors. This is the most efficient way to verify references and manage the deployment with minimal development effort.


Reference:

https://learn.microsoft.com/en-us/fabric/cicd/deployment-pipelines/understand-the-deployment-process



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