Microsoft DP-600 dumps

Microsoft DP-600 Exam Dumps

Implementing Analytics Solutions Using Microsoft Fabric
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Exam Code DP-600
Exam Name Implementing Analytics Solutions Using Microsoft Fabric
Questions 171 Questions Answers With Explanation
Update Date June 13,2026
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Microsoft DP-600 Sample Questions

Question # 1

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. Build reports by using the default dataset.
 B. Read the underlying Parquet files from OneLake. 
C. Connect to DW1 via the TDS (Tabular Data Stream) endpoint. 
D. Read data from the tables in DW1. 



Question # 2

You have a Fabric tenant named Tenant! that contains a lakehouse named Lakehouse1. You need to add data to Lakehouse1 from a CSV file in an Azure Storage account outside of Fabric. The solution must minimize development effort. What should you use to add the data?

A. a Dataflow Gen2 
B. a shortcut 
C. a copy job 
D. a pipeline 



Question # 3

You have a Fabric tenant that contains a warehouse. You are designing a star schema model that will contain a customer dimension. The customer dimension table will be a Type 2 slowly changing dimension (SCD). You need to recommend which columns to add to the table. The columns must NOT already exist in the source. Which three types of columns should you recommend? Each correct answer presents part of the solution. NOTE: Each correct answer is worth one point.

A. an effective end date and time 
B. a foreign key 
C. a surrogate key 
D. a natural key 
E. an effective start date and time 



Question # 4

You have a Fabric tenant that contains JSON files in OneLake. The files have one billion items. You plan to perform time series analysis of the items. You need to transform the data, visualize the data to find insights, perform anomaly detection, and share the insights with other business users. The solution must meet the following requirements: Use parallel processing. Minimize the duplication of data. Minimize how long it takes to load the data. What should you use to transform and visualize the data? 

A. a Microsoft Power B1 report that uses core visuals 
B. the PySpark library in a Fabric notebook 
C. the pandas library in a Fabric notebook 



Question # 5

You need to provide Power Bl developers with access to the pipeline. The solution must meet the following requirements: • Ensure that the developers can deploy items to the workspaces for Development and Test. • Prevent the developers from deploying items to the workspace for Production. • Follow the principle of least privilege. Which three levels of access should you assign to the developers? Each correct answer presents part of the solution. NOTE: Each correct answer is worth one point. 

A. Build permission to the production semantic models 
B. Admin access to the deployment pipeline 
C. Viewer access to the Development and Test workspaces 
D. Viewer access to the Production workspace 
E. Contributor access to the Development and Test workspaces 
F. Contributor access to the Production workspace 



Question # 6

You have a Microsoft Power Bl semantic model that contains measures. The measures use multiple calculate functions and a filter function. You are evaluating the performance of the measures. In which use case will replacing the filter function with the keepfilters function reduce execution time?

A. when the filter function uses a nested calculate function 
B. when the filter function references a column from a single table that uses Import mode 
C. when the filter function references columns from multiple tables
 D. when the filter function references a measure 



Question # 7

You have a Fabric workspace named Workspace1 that is assigned to a newly created Fabric capacity named Capacity1. You create a semantic model named Model1 and deploy Model1 to Workspace1. You need to publish changes to Model1 directly from Tabular Editor. What should you do?

A. For Workspace1, enable Git integration. 
B. For Workspace1, create a managed private endpoint. 
C. For Model1, enable external sharing. 
D. For Capacity1, set XMLA Endpoint to Read Write. 



Question # 8

You have a Fabric tenant that contains a data warehouse. You need to load rows into a large Type 2 slowly changing dimension (SCD). The solution must minimize resource usage. Which T-SQL statement should you use? 

A. update and insert 
B. MERGE 
C. TRUNCATE TABLE and INSERT 
D. CREATE TABLE AS SELECT 



Question # 9

You have a Fabric tenant. You are creating a Fabric Data Factory pipeline. You have a stored procedure that returns the number of active customers and their average sales for the current month. You need to add an activity that will execute the stored procedure in a warehouse. The returned values must be available to the downstream activities of the pipeline. Which type of activity should you add?

A. Script 
B. Copy data 
C. Switch 
D. Append variable 



Question # 10

You have an Azure Repos Git repository named Repo1 and a Fabric-enabled Microsoft Power Bl Premium capacity. The capacity contains two workspaces named Workspace! and Workspace2. Git integration is enabled at the workspace level. You plan to use Microsoft Power Bl Desktop and Workspace! to make version-controlled changes to a semantic model stored in Repo1. The changes will be built and deployed lo Workspace2 by using Azure Pipelines. You need to ensure that report and semantic model definitions are saved as individual text files in a folder hierarchy. The solution must minimize development and maintenance effort. In which file format should you save the changes?

A. PBIP 
B. PBIT 
C. PBIX 
D. PBIDS 



Question # 11

You have a Fabric tenant that uses a Microsoft tower Bl Premium capacity. You need to enable scale-out for a semantic model. What should you do first?

A. At the semantic model level, set Large dataset storage format to Off. 
B. At the tenant level, set Create and use Metrics to Enabled.
 C. At the semantic model level, set Large dataset storage format to On. 
D. At the tenant level, set Data Activator to Enabled. 



Question # 12

Your company has a finance department. You have a Fabric tenant, an Azure Storage account named storagel, and a Microsoft Entra group named Groupl. Groupl contains the users in the finance department. You need to create a new workspace named Workspacel in the tenant. The solution must meet the following requirements: • Ensure that the finance department users can create and edit items in Workspace"!. • Ensure that Workspacel can securely access storagel to read and write data. • Ensure that you are the only admin of Workspacel. • Minimize administrative effort. You create Workspacel. Which two actions should you perform next? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

A. Assign the Contributor role to Groupl. 
B. Assign the Contributor role to each finance department user. 
C. Assign the Admin role to yourself. 
D. Create a workspace identity. 



Question # 13

You have a Fabric tenant that contains a lakehouse. You plan to use a visual query to merge two tables. You need to ensure that the query returns all the rows that are present in both tables. Which type of join should you use? 

A. left outer 
B. right anti
 C. full outer 
D. left anti 
E. right outer 
F. inner 



Question # 14

You have a Fabric workspace named Workspace1. You need to create a semantic model named Model1 and publish Model1 to Workspace1. The solution must meet the following requirements: Can revert to previous versions of Model1 as required. Identifies differences between saved versions of Model1. Uses Microsoft Power BI Desktop to publish to Workspace1. Can edit item definition files by using Microsoft Visual Studio Code. Which two actions should you perform? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

A. Enable Git integration for Workspace1. 
B. Save Model1 in Power BI Desktop as a PBIX file. 
C. Save Model1 in Power BI Desktop as a PBIP file. 
D. Enable users to edit data models in the Power BI service. 



Question # 15

You have a Fabric workspace named Workspace1 that contains a lakehouse named Lakehouse1. In Workspace1. you create a data pipeline named Pipeline1. You have CSV files stored in an Azure Storage account. You need to add an activity to Pipeline1 that will copy data from the CSV files to Lakehouse1. The activity must support Power Query M formula language expressions. Which type of activity should you add? 

A. Dataflow 
B. Notebook 
C. Copy data 
D. Script 



Question # 16

You have a Microsoft Power Bl semantic model. You need to identify any surrogate key columns in the model that have the Summarize By property set to a value other than to None. The solution must minimize effort. What should you use? 

A. DAX Formatter in DAX Studio 
B. Model view in Microsoft Power Bl Desktop 
C. Model explorer in Microsoft Power Bl Desktop 
D. Best Practice Analyzer in Tabular Editor 



Question # 17

You have a Fabric warehouse named Warehousel that contains a table named Table! Tablel contains customer data. You need to implement row-level security (RLS) for Tablel. The solution must ensure that users can see only their respective data. Which two objects should you create? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

A. SECURITY POLICY 
B. STORED PROCEDURE 
C. DATABASE ROLE 
D. FUNCTION 
E. CONSTRAINT 



Question # 18

You have a Fabric tenant that contains a workspace named Workspace1. Workspace1 contains a data pipeline named Pipeline1 and a lakehouse named Lakehouse1. You perform the following actions: Create a workspace named Workspace2. Create a deployment pipeline named DeployPipeline1 that will deploy items from Workspace1 to Workspace2. Add a folder named Folder1 to Workspace1. Move Lakehouse1 to Folder1. Run DeployPipeline1. Which structure will Workspace2 have when DeployPipeline1 is complete?

A. \Pipeline1 \Folder1\Lakehouse1 
B. \Pipeline1 \Lakehouse1 
C. \Folder1\Pipeline1 \Folder1\Lakehouse1 
D. \Folder1Lakehouse1 



Question # 19

You plan to deploy Microsoft Power BI items by using Fabric deployment pipelines. You have a deployment pipeline that contains three stages named Development, Test, and Production. A workspace is assigned to each stage. You need to provide Power BI developers with access to the pipeline. The solution must meet the following requirements: Ensure that the developers can deploy items to the workspaces for Development and Test. Prevent the developers from deploying items to the workspace for Production. Ensure that developers can view items in Production. Follow the principle of least privilege. Which three levels of access should you assign to the developers? Each correct answer presents part of the solution. NOTE: Each correct answer is worth one point.

A. Viewer access to the Development and Test workspaces 
B. Member access to the Development and Test workspaces 
C. Viewer access to the Production workspace 
D. Admin access to the deployment pipeline 
E. Build permission to the production semantic models 



Question # 20

You have a Fabric tenant that contains a semantic model. The model contains 15 tables. You need to programmatically change each column that ends in the word Key to meet the following requirements: • Hide the column. • Set Nullable to False. • Set Summarize By to None • Set Available in MDX to False. • Mark the column as a key column. What should you use?

A. Microsoft Power Bl Desktop 
B. Tabular Editor 
C. ALM Toolkit 
D. DAX Studio 



Question # 21

You have a Fabric tenant that contains two workspaces named Workspace1 and Workspace2 and a user named User1. You need to ensure that User1 can perform the following tasks: Create a new domain. Create two subdomains named subdomain1 and subdomain2. Assign Workspace1 to subdomain1. Assign Workspace2 to subdomain2. The solution must follow the principle of least privilege. Which role should you assign to User1?

A. Domain admin 
B. Domain contributor 
C. Workspace Admin 
D. Fabric admin 



Question # 22

You have a Fabric workspace named Workspace1. Workspace1 contains multiple semantic models, including a model named Model1. Model1 is updated by using an XMLA endpoint. You need to increase the speed of the write operations of the XMLA endpoint. What should you do?

A. Select Large semantic model storage format for Workspace1. 
B. Configure Model1 to use the Direct Lake storage format. 
C. Delete any unused semantic models from Workspace1. 
D. Delete any unused columns from Model1. 



Question # 23

You have a Fabric tenant You plan to create a data pipeline named Pipeline1. Pipeline1 will include two activities that will execute in sequence. You need to ensure that a failure of the first activity will NOT block the second activity. Which conditional path should you configure between the first activity and the second activity? 

A. Upon Completion 
B. Upon Success 
C. Upon Skip 
D. Upon Failure 



Question # 24

You have an Amazon Web Services (AWS) subscription that contains an Amazon Simple Storage Service (Amazon S3) bucket named bucketl. You have a Fabric tenant that contains a lakehouse named LH1. In LH1, you plan to create a OneLake shortcut to bucketl. You need to configure authentication for the connection. Which two values should you provide? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.  

A. the shared access signature (SAS) token 
B. the secret access key 
C. the access ID 
D. the access key ID 
E. the certificate thumbprint 



Question # 25

Note: This section contains one or more sets of questions with the same scenario and problem. Each question presents a unique solution to the problem. You must determine whether the solution meets the stated goals. More than one solution in the set might solve the problem. It is also possible that none of the solutions in the set solve the problem. After you answer a question in this section, you will NOT be able to return. As a result, these questions do not appear on the Review Screen. Your network contains an on-premises Active Directory Domain Services (AD DS) domain named contoso.com that syncs with a Microsoft Entra tenant by using Microsoft Entra Connect. You have a Fabric tenant that contains a semantic model. You enable dynamic row-level security (RLS) for the mode! and deploy the model to the Fabric service. You query a measure that includes the username () function, and the query returns a blank result. You need to ensure that the measure returns the user principal name (UPNJ of a user. Solution: You add user objects to the list of synced objects in Microsoft Entra Connect. Does this meet the goal?

A. Yes 
B. No 



Join the Conversation

Be part of the conversation — share your thoughts, reply to others, and contribute your experience.

Sun Hao

Some scenario questions about analytics deployment were interesting.

Frederik Klein

Those usually test Microsoft Fabric analytics and data integration concepts.

Hassan Raza

The study material I'm using focuses a lot on Power BI and Fabric data engineering concepts.

Zhang Wei

Technical question: what is the role of lakehouses in Microsoft Fabric?

Daniel Brooks

Most study material says lakehouses help combine structured and unstructured analytics workloads efficiently.

Sana Tariq

Some practice questions about data transformation and analytics workflows were very helpful.

Felix Braun

Agreed, especially understanding Microsoft Fabric architecture and optimization topics.

Liang Wu

Does anyone find Fabric pipelines and semantic model questions tricky?

Farhan Malik

I started preparing for the DP-600 exam using practice questions. Microsoft Fabric analytics concepts are quite detailed.

Olivia Bennett

Yes, the study material explains lakehouses, data warehouses, and Power BI integration very clearly.