DP-700 practice questions 11–20

1. Question 11 · 116 in bank

   HOTSPOT - 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.

   

   This is an interactive task on the real exam — a drag-and-drop, hotspot or ordering question. There is nothing to select here, so the answer is shown below for reference.

   Show the answer figure

   Answer: See figure below

   Explanation

   Notebook 1 runs at 8AM, this can be scheduled via Pipeline (Pipeline1), so the configuration of scheduling is in Pipeline 1. Because Model1 refreshes on completion of Notebook1, it should be added to Pipeline 1 after Notebook 1. Notebook 2 is separate to the Pipeline 1 sequence, it requires a trigger (file saved in Blob) from real-time hub.

   Source: Adapted from community discussion — 4371883

   

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2. Question 12 · 116 in bank

   Case Study - This is a case study. Case studies are not timed separately. You can use as much exam time as you would like to complete each case. However, there may be additional case studies and sections on this exam. You must manage your time to ensure that you are able to complete all questions included on this exam in the time provided. To answer the questions included in a case study, you will need to reference information that is provided in the case study. Case studies might contain exhibits and other resources that provide more information about the scenario that is described in the case study. Each question is independent of the other questions in this case study. At the end of this case study, a review screen will appear. This screen allows you to review your answers and to make changes before you move to the next section of the exam. After you begin a new section, you cannot return to this section. To start the case study - To display the first question in this case study, click the Next button. Use the buttons in the left pane to explore the content of the case study before you answer the questions. Clicking these buttons displays information such as business requirements, existing environment, and problem statements. If the case study has an All Information tab, note that the information displayed is identical to the information displayed on the subsequent tabs. When you are ready to answer a question, click the Question button to return to the question. Overview - Litware, Inc. is a publishing company that has an online bookstore and several retail bookstores worldwide. Litware also manages an online advertising business for the authors it represents. Existing Environment. Fabric Environment Litware has a Fabric workspace named Workspace1. High concurrency is enabled for Workspace1. The company has a data engineering team that uses Python for data processing. Existing Environment. Data Processing The retail bookstores send sales data at the end of each business day, while the online bookstore constantly provides logs and sales data to a central enterprise resource planning (ERP) system. Litware implements a medallion architecture by using the following three layers: bronze, silver, and gold. The sales data is ingested from the ERP system as Parquet files that land in the Files folder in a lakehouse. Notebooks are used to transform the files in a Delta table for the bronze and silver layers. The gold layer is in a warehouse that has V-Order disabled. Litware has image files of book covers in Azure Blob Storage. The files are loaded into the Files folder. Existing Environment. Sales Data Month-end sales data is processed on the first calendar day of each month. Data that is older than one month never changes. In the source system, the sales data refreshes every six hours starting at midnight each day. The sales data is captured in a Dataflow Gen1 dataflow. When the dataflow runs, new and historical data is captured. The dataflow captures the following fields of the source: • Sales Date • Author • Price • Units • SKU A table named AuthorSales stores the sales data that relates to each author. The table contains a column named AuthorEmail. Authors authenticate to a guest Fabric tenant by using their email address. Existing Environment. Security Groups Litware has the following security groups: • Sales • Fabric Admins • Streaming Admins Existing Environment. Performance Issues Business users perform ad-hoc queries against the warehouse. The business users indicate that reports against the warehouse sometimes run for two hours and fail to load as expected. Upon further investigation, the data engineering team receives the following error message when the reports fail to load: “The SQL query failed while running.” The data engineering team wants to debug the issue and find queries that cause more than one failure. When the authors have new book releases, there is often an increase in sales activity. This increase slows the data ingestion process. The company’s sales team reports that during the last month, the sales data has NOT been up-to-date when they arrive at work in the morning. Requirements. Planned Changes - Litware recently signed a contract to receive book reviews. The provider of the reviews exposes the data in Amazon Simple Storage Service (Amazon S3) buckets. Litware plans to manage Search Engine Optimization (SEO) for the authors. The SEO data will be streamed from a REST API. Requirements. Version Control - Litware plans to implement a version control solution in Fabric that will use GitHub integration and follow the principle of least privilege. Requirements. Governance Requirements To control data platform costs, the data platform must use only Fabric services and items. Additional Azure resources must NOT be provisioned. Requirements. Data Requirements - Litware identifies the following data requirements: • Process the SEO data in near-real-time (NRT). • Make the book reviews available in the lakehouse without making a copy of the data. • When a new book cover image arrives in the Files folder, process the image as soon as possible. What should you do to optimize the query experience for the business users?

   • AEnable V-Order.
   • BCreate and update statistics.
   • CRun the VACUUM command.
   • DIntroduce primary keys.

   Show answer

   Answer: B

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3. Question 13 · 116 in bank

   You have a Fabric workspace. You have semi-structured data. You need to read the data by using T-SQL, KQL, and Apache Spark. The data will only be written by using Spark. What should you use to store the data?

   • Aa lakehouse
   • Ban eventhouse
   • Ca datamart
   • Da warehouse

   Show answer

   Answer: B

   Explanation

   The eventhouse is the only one out of the four options that allows the creation of a KQL Database, therefore it is the only option that fully meets the criteria (being able to read the date via KQL, T-SQL and Spark).

   Source: Adapted from community discussion — mmanrik

   References

   • Microsoft Learn
   • Microsoft Learn

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4. Question 14 · 116 in bank

   Your company has a sales department that uses two Fabric workspaces named Workspace1 and Workspace2. The company decides to implement a domain strategy to organize the workspaces. You need to ensure that a user can perform the following tasks: Create a new domain for the sales department. Create two subdomains: one for the east region and one for the west region. Assign Workspace1 to the east region subdomain. Assign Workspace2 to the west region subdomain. The solution must follow the principle of least privilege. Which role should you assign to the user?

   • Aworkspace Admin
   • Bdomain admin
   • Cdomain contributor
   • DFabric admin

   Show answer

   Answer: D

   Explanation

   Domain admins can only manage domains they are assigned to. Fabric Admin: Fabric admins can create and edit domains, specify domain admins and contributors, and associate workspaces with domains. They have full visibility and control over all defined domains. Domain Admin: Domain admins can manage the domains they are assigned to, including creating subdomains and managing domain-specific settings

   Source: Adapted from community discussion — Stretchy

   References

   • Microsoft Learn
   • Microsoft Learn
   • Microsoft Learn

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5. Question 15 · 116 in bank

   You have a Fabric workspace named Workspace1 that contains a warehouse named DW1 and a data pipeline named Pipeline1. You plan to add a user named User3 to Workspace1. You need to ensure that User3 can perform the following actions: View all the items in Workspace1. Update the tables in DW1. The solution must follow the principle of least privilege. You already assigned the appropriate object-level permissions to DW1. Which workspace role should you assign to User3?

   • AAdmin
   • BMember
   • CViewer
   • DContributor

   Show answer

   Answer: D

   Explanation

   Viewer - Can view all content in the workspace, but can't modify it. Contributor - Can view and modify all content in the workspace. Member - Can view, modify, and share all content in the workspace. Can add Members Admin - Can view, modify, share, and manage all content in the workspace, including managing permissions. - Can add Admins, Members and can delete workspace. So Contributor is the least role who can view and update the tables (modify the content).

   Source: Adapted from community discussion — Bovote

   References

   • Microsoft Learn
   • Microsoft Learn

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6. Question 16 · 116 in bank

   You have a Fabric capacity that contains a workspace named Workspace1. Workspace1 contains a lakehouse named Lakehouse1, a data pipeline, a notebook, and several Microsoft Power BI reports. A user named User1 wants to use SQL to analyze the data in Lakehouse1. You need to configure access for User1. The solution must meet the following requirements: Provide User1 with read access to the table data in Lakehouse1. Prevent User1 from using Apache Spark to query the underlying files in Lakehouse1. Prevent User1 from accessing other items in Workspace1. What should you do?

   • AShare Lakehouse1 with User1 directly and select Read all SQL endpoint data.
   • BAssign User1 the Viewer role for Workspace1. Share Lakehouse1 with User1 and select Read all SQL endpoint data.
   • CShare Lakehouse1 with User1 directly and select Build reports on the default semantic model.
   • DAssign User1 the Member role for Workspace1. Share Lakehouse1 with User1 and select Read all SQL endpoint data.

   Show answer

   Answer: A

   Explanation

   Assigning the Viewer role would grant User1 access to all items in the workspace, violating the requirement to restrict access to Lakehouse1 only.

   Source: Adapted from community discussion — IshtarSQL

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7. Question 17 · 116 in bank

   DRAG DROP - 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.

   

   This is an interactive task on the real exam — a drag-and-drop, hotspot or ordering question. There is nothing to select here, so the answer is shown below for reference.

   Show the answer figure

   Answer: See figure below

   Explanation

   Entity1: core organization entity --> Master Data Entity2: meets organizational standards --> Certified Entity3: ready for sharing and reuse --> Promoted Entity4: Power BI dashboard, executive-level decision making --> Cannot be endorsed, The reason is Types of items that can be endorsed All Fabric items and Power BI items except Power BI dashboards can be promoted or certified.

   Source: Adapted from community discussion — fassil

   References

   • Microsoft Learn

   

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8. Question 18 · 116 in bank

   You have a Fabric workspace that contains a lakehouse named Lakehouse1. In an external data source, you have data files that are 500 GB each. A new file is added every day. You need to ingest the data into Lakehouse1 without applying any transformations. The solution must meet the following requirements: • Trigger the process when a new file is added. • Provide the highest throughput. Which type of item should you use to ingest the data?

   • AKQL queryset
   • BStreaming dataset
   • CNotebook
   • DDataflow Gen2

   Show answer

   Answer: C

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9. Question 19 · 116 in bank

   HOTSPOT - You have three users named User1, User2, and User3. You have the Fabric workspaces shown in the following table.

   

   You have a security group named Group1 that contains User1 and User3. The Fabric admin creates the domains shown in the following table.

   

   User1 creates a new workspace named Workspace3. You add Group1 to the default domain of Domain1. For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point.

   

   This is an interactive task on the real exam — a drag-and-drop, hotspot or ordering question. There is nothing to select here, so the answer is shown below for reference.

   Show the answer figure

   Answer: See figure below

   Explanation

   NYN Being a domain contributor doesn't give you any permissions on the workspace itself, only on the domain. Workspace roles are set differently. This excludes the first and last option. User 3 will be domain contributor on the new workspace. Even though without domain admin permissions, there's nothing user 3 can do with Workspace 3.

   Source: Adapted from community discussion — giraf

   References

   • Microsoft Learn

   

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10. Question 20 · 116 in bank

    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 Dataflow1 always performs a full data load into Lakehouse1. The solution must minimize how long it takes to load the data. What should you do?

    • AChange the pipeline templates.
    • BFor Dataflow1, set Update method to Replace.
    • CTo Dataflow1, add a data preview.
    • DTo Pipeline1, add an activity to invoke a SQL script.

    Show answer

    Answer: B

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Keyboard:J Kmove between questionsA–Dselect an answerRshow or hide the answer← →change page

DP-700 practice, question 11. 116 questions available.