DP-700 Implementing Data Engineering Solutions Using Microsoft Fabric Questions and Answers

You need to ensure that WorkspaceA can be configured for source control. Which two actions should you perform?

Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

You need to schedule the population of the medallion layers to meet the technical requirements.

What should you do?

You need to recommend a solution to resolve the MAR1 connectivity issues. The solution must minimize development effort. What should you recommend?

You need to ensure that the data analysts can access the gold layer lakehouse.

What should you do?

What should you do to optimize the query experience for the business users?

HOTSPOT

You need to troubleshoot the ad-hoc query issue.

How should you complete the statement? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

You need to resolve the sales data issue. The solution must minimize the amount of data transferred.

What should you do?

You need to ensure that processes for the bronze and silver layers run in isolation How should you configure the Apache Spark settings?

You need to ensure that the authors can see only their respective sales data.

How should you complete the statement? To answer, drag the appropriate values the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content

NOTE: Each correct selection is worth one point.

You need to create a workflow for the new book cover images.

Which two components should you include in the workflow? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

You need to implement the solution for the book reviews.

Which should you do?

HOTSPOT

You have a Fabric workspace that contains a warehouse named DW1. DW1 contains the following tables and columns.

You need to create an output that presents the summarized values of all the order quantities by year and product. The results must include a summary of the order quantities at the year level for all the products.

How should you complete the code? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

You have a Fabric workspace that contains an eventstream named EventStream1. EventStream1 outputs events to a table in a lakehouse.

You need to remove files that are older than seven days and are no longer in use.

Which command should you run?

You have a Fabric warehouse named DW1 that contains four staging tables named ProductCategory, ProductSubcategory, Product, and SalesOrder. ProductCategory, ProductSubcategory, and Product are used often in analytical queries.

You need to implement a star schema for DW1. The solution must minimize development effort.

Which design approach should you use? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

You are implementing a medallion architecture in a Fabric lakehouse.

You plan to create a dimension table that will contain the following columns:

• ID

• CustomerCode

• CustomerName

• CustomerAddress

• CustomerLocation

• ValidFrom

• ValidTo

You need to ensure that the table supports the analysis of historical sales data by customer location at the time of each sale Which type of slowly changing dimension (SCD) should you use?

HOTSPOT

You have a Fabric workspace that contains a warehouse named Warehouse1. Warehouse1 contains the following tables and columns.

You need to denormalize the tables and include the ContractType and StartDate columns in the Employee table. The solution must meet the following requirements:

Ensure that the StartDate column is of the date data type.

Ensure that all the rows from the Employee table are preserved and include any matching rows from the Contract table.

Ensure that the result set displays the total number of employees per contract type for all the contract types that have more than two employees.

How should you complete the statement? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

You have a Fabric workspace named Workspace1 that contains the items shown in the following table.

For Model1, the Keep your Direct Lake data up to date option is disabled.

You need to configure the execution of the items to meet the following requirements:

Notebook1 must execute every weekday at 8:00 AM.

Notebook2 must execute when a file is saved to an Azure Blob Storage container.

Model1 must refresh when Notebook1 has executed successfully.

How should you orchestrate each item? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

You have an Azure SQL database named DB1. The data in DB1 is appended daily.

You have a Fabric workspace named Workspace1 that contains a semanlk model named Model!. Modell is sourced from DB1. You need to configure Model1 to refresh only new and changed data during scheduled refreshes What should you do?

You are implementing the following data entities in a Fabric environment:

Entity1: Available in a lakehouse and contains data that will be used as a core organization entity

Entity2: Available in a semantic model and contains data that meets organizational standards

Entity3: Available in a Microsoft Power BI report and contains data that is ready for sharing and reuse

Entity4: Available in a Power BI dashboard and contains approved data for executive-level decision making

Your company requires that specific governance processes be implemented for the data.

You need to apply endorsement badges to the entities based on each entity’s use case.

Which badge should you apply to each entity? To answer, drag the appropriate badges the correct entities. Each badge may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.

NOTE: Each correct selection is worth one point.

You are building a Fabric notebook named MasterNotebookl in a workspace. MasterNotebookl contains the following code.

You need to ensure that the notebooks are executed in the following sequence:

1. Notebook_03

2. Notebook.Ol

3. Notebook_02

Which two actions should you perform? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

You have a Fabric workspace named Workspace1 that contains a lakehouse named Lakehouse1. You perform the following actions:

• Connect Workspace1 to a Git repository and select the main branch.

• Create a new branch named feature! and modify Lakehouse1.

• Merge the changes from feature1 into the main branch.

You need to ensure that the changes are available in Workspace1. The solution must minimize changes to Workspace1 What should you do?

You are building a data orchestration pattern by using a Fabric data pipeline named Dynamic Data Copy as shown in the exhibit. (Click the Exhibit tab.)

Dynamic Data Copy does NOT use parametrization.

You need to configure the ForEach activity to receive the list of tables to be copied.

How should you complete the pipeline expression? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

You have a Fabric lakehouse that contains the resources shown in the following table.

You need to use a notebook to query for customers in the United States and load the filtered data into USCustomers. The solution must minimize the number of scripts used.

Which statement should you use?

You are developing a data engineering solution in Fabric by using Apache Spark.

You need to monitor the performance of Spark workloads the solution must meet the following requirements

• Provide comprehensive information about the performance of the data engineering workloads.

• Identify stages and tasks that run slowly.

• Minimize administrative effort

What should you use?

You have a Fabric workspace that contains a lakehouse named Lakehouse1. a Dataflow Gen2 named Dataflow1, and a pipeline named Pipeline1. Dataflow1 loads data into Lakehouse1.

You need to ensure that Dataflow1always performs a full data load into Lakehouse1. The solution must minimize how long it takes to load the data.

What should you do?