DP-700: Implementing Data Engineering Solutions Using Microsoft Fabric

You have a Fabric workspace named Workspace1.

You plan to configure Git integration for Workspacel by using an Azure DevOps Git repository. An Azure DevOps admin creates the required artifacts to support the integration of Workspacel Which details do you require to perform the integration?

You have a Fabric warehouse named DW1 that contains a Type 2 slowly changing dimension (SCD) dimension table named DimCustomer. DimCustomer contains 100 columns and 20 million rows. The columns are of various data types, including int, varchar, date, and varbinary.

You need to identify incoming changes to the table and update the records when there is a change. The solution must minimize resource consumption.

What should you use to identify changes to attributes?

You have an Azure SQL database named DB1.

In a Fabric workspace, you deploy an eventstream named EventStreamDBI to stream record changes from DB1 into a lakehouse.

You discover that events are NOT being propagated to EventStreamDBI.

You need to ensure that the events are propagated to EventStreamDBI.

What should you do?

HOTSPOT

You need to recommend a Fabric streaming solution that will use the sources shown in the following table.

The solution must minimize development effort.

What should you include in the recommendation for each source? To answer, select the appropriate options in the answer area.

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 that contains a data pipeline named Pipeline! as shown in the exhibit.

Exhibit.

You have a Fabric workspace that contains a write-intensive warehouse named DW1. DW1 stores staging tables that are used to load a dimensional model. The tables are often read once, dropped, and then recreated to process new data.

You need to minimize the load time of DW1.

What should you do?

HOTSPOT

You have a Fabric workspace that contains a warehouse named Warehouse1. Warehouse! contains a table named Customer. Customer contains the following data.

You have an internal Microsoft Entra user named User1 that has an email address of [email protected].

You need to provide User1 with access to the Customer table. The solution must prevent User1 from accessing the CreditCard column.

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 that contains a takehouse and a semantic model named Model1.

You use a notebook named Notebook1 to ingest and transform data from an external data source.

You need to execute Notebook1 as part of a data pipeline named Pipeline1. The process must meet the following requirements:

* Run daily at 07:00 AM UTC.

* Attempt to retry Notebook1 twice if the notebook fails.

* After Notebook1 executes successfully, refresh Model1.

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