{"id":96039,"date":"2025-01-15T02:20:47","date_gmt":"2025-01-15T02:20:47","guid":{"rendered":"https:\/\/www.dumpsbase.com\/freedumps\/?p=96039"},"modified":"2025-01-15T02:20:47","modified_gmt":"2025-01-15T02:20:47","slug":"microsoft-dp-700-exam-dumps-v8-02-get-success-in-the-microsoft-fabric-data-engineer-certification-exam-with-the-right-study-materials","status":"publish","type":"post","link":"https:\/\/www.dumpsbase.com\/freedumps\/microsoft-dp-700-exam-dumps-v8-02-get-success-in-the-microsoft-fabric-data-engineer-certification-exam-with-the-right-study-materials.html","title":{"rendered":"Microsoft DP-700 Exam Dumps (V8.02) &#8211; Get Success in the Microsoft Fabric Data Engineer Certification Exam with the Right Study Materials"},"content":{"rendered":"<p>The DP-700 Microsoft Fabric Data Engineer exam is available on January 17, 2025, which is the requirement for the Microsoft Certified: Fabric Data Engineer Associate certification. As a fabric data engineer, you should have subject matter expertise with data loading patterns, data architectures, and orchestration processes. Are you willing to prepare for the Microsoft DP-700 exam without having any difficulties taking classes? Come to DumpsBase and choose the Microsoft DP-700 exam dumps (V8.02) to start preparation. We have collected 67 practice questions and answers to help you understand the Microsoft Fabric Data Engineer exam content and objectives. The DP-700 real questions and answers available are verified and are up to the mark with the right format of the Microsoft Fabric Data Engineer exam. The concepts will be cleared by these Q&amp;As and one can easily take this Microsoft Fabric Data Engineer DP-700 exam confidently without failing.<\/p>\n<h2>Choose to <em><span style=\"background-color: #00ffff;\">check the DP-700 free dumps<\/span><\/em> before downloading the latest study materials:<\/h2>\n<script>\n\t  window.fbAsyncInit = function() {\n\t    FB.init({\n\t      appId            : '622169541470367',\n\t      autoLogAppEvents : true,\n\t      xfbml            : true,\n\t      version          : 'v3.1'\n\t    });\n\t  };\n\t\n\t  (function(d, s, id){\n\t     var js, fjs = d.getElementsByTagName(s)[0];\n\t     if (d.getElementById(id)) {return;}\n\t     js = d.createElement(s); js.id = id;\n\t     js.src = \"https:\/\/connect.facebook.net\/en_US\/sdk.js\";\n\t     fjs.parentNode.insertBefore(js, fjs);\n\t   }(document, 'script', 'facebook-jssdk'));\n\t<\/script><script type=\"text\/javascript\" >\ndocument.addEventListener(\"DOMContentLoaded\", function(event) { \nif(!window.jQuery) alert(\"The important jQuery library is not properly loaded in your site. Your WordPress theme is probably missing the essential wp_head() call. You can switch to another theme and you will see that the plugin works fine and this notice disappears. If you are still not sure what to do you can contact us for help.\");\n});\n<\/script>  \n  \n<div  id=\"watupro_quiz\" class=\"quiz-area single-page-quiz\">\n<p id=\"submittingExam9395\" style=\"display:none;text-align:center;\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/plugins\/watupro\/img\/loading.gif\" width=\"16\" height=\"16\"><\/p>\n\n<div class=\"watupro-exam-description\" id=\"description-quiz-9395\"><\/div>\n\n<form action=\"\" method=\"post\" class=\"quiz-form\" id=\"quiz-9395\"  enctype=\"multipart\/form-data\" >\n<div class='watu-question ' id='question-1' style=';'><div id='questionWrap-1'  class='   watupro-question-id-375224'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>1. <\/span>Topic 1, Contoso, Ltd <br \/>\r<br><br \/>\r<br>Case Study <br \/>\r<br>Overview <br \/>\r<br>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. <br \/>\r<br><br \/>\r<br>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. <br \/>\r<br><br \/>\r<br>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. <br \/>\r<br><br \/>\r<br>To start the case study <br \/>\r<br>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. <br \/>\r<br><br \/>\r<br>Overview. Company Overview <br \/>\r<br>Contoso, Ltd. is an online retail company that wants to modernize its analytics platform by moving to Fabric. The company plans to begin using Fabric for marketing analytics. <br \/>\r<br><br \/>\r<br>Overview. IT Structure <br \/>\r<br>The company\u2019s IT department has a team of data analysts and a team of data engineers that use analytics systems. <br \/>\r<br>The data engineers perform the ingestion, transformation, and loading of data. They prefer to use Python or SQL to transform the data. <br \/>\r<br>The data analysts query data and create semantic models and reports. They are qualified to write queries in Power Query and T-SQL. <br \/>\r<br><br \/>\r<br>Existing Environment. Fabric <br \/>\r<br>Contoso has an F64 capacity named Cap1. All Fabric users are allowed to create items. <br \/>\r<br>Contoso has two workspaces named WorkspaceA and WorkspaceB that currently use Pro license mode. <br \/>\r<br><br \/>\r<br>Existing Environment. Source Systems <br \/>\r<br>Contoso has a point of sale (POS) system named POS1 that uses an instance of SQL Server on Azure Virtual Machines in the same Microsoft Entra tenant as Fabric. The host virtual machine is on a private virtual network that has public access blocked. POS1 contains all the sales transactions that were processed on the company\u2019s website. <br \/>\r<br>The company has a software as a service (SaaS) online marketing app named MAR1. MAR1 has seven entities. The entities contain data that relates to email open rates and interaction rates, as well as website interactions. The data can be exported from MAR1 by calling REST APIs. Each entity has a different endpoint. <br \/>\r<br>Contoso has been using MAR1 for one year. Data from prior years is stored in Parquet files in an Amazon Simple Storage Service (Amazon S3) bucket. There are 12 files that range in size from 300 MB to 900 MB and relate to email interactions. <br \/>\r<br><br \/>\r<br>Existing Environment. Product Data <br \/>\r<br>POS1 contains a product list and related data. <br \/>\r<br>The data comes from the following three tables: <br \/>\r<br>- Products <br \/>\r<br>- ProductCategories <br \/>\r<br>- ProductSubcategories <br \/>\r<br>In the data, products are related to product subcategories, and subcategories are related to product categories. <br \/>\r<br><br \/>\r<br>Existing Environment. Azure <br \/>\r<br>Contoso has a Microsoft Entra tenant that has the following mail-enabled security groups: <br \/>\r<br>- DataAnalysts: Contains the data analysts <br \/>\r<br>- DataEngineers: Contains the data engineers <br \/>\r<br>Contoso has an Azure subscription. <br \/>\r<br>The company has an existing Azure DevOps organization and creates a new project for repositories that relate to Fabric. <br \/>\r<br><br \/>\r<br>Existing Environment. User Problems <br \/>\r<br>The VP of marketing at Contoso requires analysis on the effectiveness of different types of email content. It typically takes a week to manually compile and analyze the data. Contoso wants to reduce the time to less than one day by using Fabric. <br \/>\r<br>The data engineering team has successfully exported data from MAR1. The team experiences transient connectivity errors, which causes the data exports to fail. <br \/>\r<br><br \/>\r<br>Requirements. Planned Changes <br \/>\r<br>Contoso plans to create the following two lakehouses: <br \/>\r<br>- Lakehouse1: Will store both raw and cleansed data from the sources <br \/>\r<br>- Lakehouse2: Will serve data in a dimensional model to users for analytical queries <br \/>\r<br>Additional items will be added to facilitate data ingestion and transformation. <br \/>\r<br>Contoso plans to use Azure Repos for source control in Fabric. <br \/>\r<br><br \/>\r<br>Requirements. Technical Requirements <br \/>\r<br>The new lakehouses must follow a medallion architecture by using the following three layers: bronze, silver, and gold. There will be extensive data cleansing required to populate the MAR1 data in the silver layer, including deduplication, the handling of missing values, and the standardizing of capitalization. <br \/>\r<br>Each layer must be fully populated before moving on to the next layer. If any step in populating the lakehouses fails, an email must be sent to the data engineers. <br \/>\r<br>Data imports must run simultaneously, when possible. <br \/>\r<br><br \/>\r<br>The use of email data from the Amazon S3 bucket must meet the following requirements: <br \/>\r<br>- Minimize egress costs associated with cross-cloud data access. <br \/>\r<br>- Prevent saving a copy of the raw data in the lakehouses. <br \/>\r<br><br \/>\r<br>Items that relate to data ingestion must meet the following requirements: <br \/>\r<br>- The items must be source controlled alongside other workspace items. <br \/>\r<br>- Ingested data must land in the bronze layer of Lakehouse1 in the Delta format. <br \/>\r<br>- No changes other than changes to the file formats must be implemented before the data lands in the bronze layer. <br \/>\r<br>- Development effort must be minimized and a built-in connection must be used to import the source data. <br \/>\r<br>- In the event of a connectivity error, the ingestion processes must attempt the connection again. <br \/>\r<br>Lakehouses, data pipelines, and notebooks must be stored in WorkspaceA. Semantic models, reports, and dataflows must be stored in WorkspaceB. <br \/>\r<br><br \/>\r<br>Once a week, old files that are no longer referenced by a Delta table log must be removed. <br \/>\r<br><br \/>\r<br>Requirements. Data Transformation <br \/>\r<br>In the POS1 product data, ProductID values are unique. The product dimension in the gold layer must include only active products from product list. Active products are identified by an IsActive value of 1. <br \/>\r<br>Some product categories and subcategories are NOT assigned to any product. They are NOT analytically relevant and must be omitted from the product dimension in the gold layer. <br \/>\r<br><br \/>\r<br>Requirements. Data Security <br \/>\r<br>Security in Fabric must meet the following requirements: <br \/>\r<br>- The data engineers must have read and write access to all the lakehouses, including the underlying files. <br \/>\r<br>- The data analysts must only have read access to the Delta tables in the gold layer. <br \/>\r<br>- The data analysts must NOT have access to the data in the bronze and silver layers. <br \/>\r<br>- The data engineers must be able to commit changes to source control in WorkspaceA. <br \/>\r<br><br \/>\r<br>You need to ensure that the data analysts can access the gold layer lakehouse. <br \/>\r<br>What should you do?<\/div><input type='hidden' name='question_id[]' id='qID_1' value='375224' \/><input type='hidden' id='answerType375224' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375224[]' id='answer-id-1460537' class='answer   answerof-375224 ' value='1460537'   \/><label for='answer-id-1460537' id='answer-label-1460537' class=' answer'><span>Add the DataAnalyst group to the Viewer role for Workspace<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375224[]' id='answer-id-1460538' class='answer   answerof-375224 ' value='1460538'   \/><label for='answer-id-1460538' id='answer-label-1460538' class=' answer'><span>Share the lakehouse with the DataAnalysts group and grant the Build reports on the default semantic model permission.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375224[]' id='answer-id-1460539' class='answer   answerof-375224 ' value='1460539'   \/><label for='answer-id-1460539' id='answer-label-1460539' class=' answer'><span>Share the lakehouse with the DataAnalysts group and grant the Read all SQL Endpoint data permission.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375224[]' id='answer-id-1460540' class='answer   answerof-375224 ' value='1460540'   \/><label for='answer-id-1460540' id='answer-label-1460540' class=' answer'><span>Share the lakehouse with the DataAnalysts group and grant the Read all Apache Spark permission.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-2' style=';'><div id='questionWrap-2'  class='   watupro-question-id-375225'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>2. <\/span>HOTSPOT <br \/>\r<br>You need to recommend a method to populate the POS1 data to the lakehouse medallion layers. <br \/>\r<br>What should you recommend for each layer? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. <br \/>\r<br><br><img decoding=\"async\" width=481 height=296 id=\"\u56fe\u7247 77\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2025\/01\/image001-17.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_2' value='375225' \/><input type='hidden' id='answerType375225' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-375225[]' id='textarea_q_375225' class='watupro-textarea-medium' rows='5' cols='80'><\/textarea>\n<\/p><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-3' style=';'><div id='questionWrap-3'  class='   watupro-question-id-375226'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>3. <\/span>You need to ensure that usage of the data in the Amazon S3 bucket meets the technical requirements. <br \/>\r<br>What should you do?<\/div><input type='hidden' name='question_id[]' id='qID_3' value='375226' \/><input type='hidden' id='answerType375226' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375226[]' id='answer-id-1460542' class='answer   answerof-375226 ' value='1460542'   \/><label for='answer-id-1460542' id='answer-label-1460542' class=' answer'><span>Create a workspace identity and enable high concurrency for the notebooks.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375226[]' id='answer-id-1460543' class='answer   answerof-375226 ' value='1460543'   \/><label for='answer-id-1460543' id='answer-label-1460543' class=' answer'><span>Create a shortcut and ensure that caching is disabled for the workspace.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375226[]' id='answer-id-1460544' class='answer   answerof-375226 ' value='1460544'   \/><label for='answer-id-1460544' id='answer-label-1460544' class=' answer'><span>Create a workspace identity and use the identity in a data pipeline.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375226[]' id='answer-id-1460545' class='answer   answerof-375226 ' value='1460545'   \/><label for='answer-id-1460545' id='answer-label-1460545' class=' answer'><span>Create a shortcut and ensure that caching is enabled for the workspace.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-4' style=';'><div id='questionWrap-4'  class='   watupro-question-id-375227'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>4. <\/span>HOTSPOT <br \/>\r<br>You need to create the product dimension. <br \/>\r<br>How should you complete the Apache Spark SQL code? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. <br \/>\r<br><br><img decoding=\"async\" width=649 height=392 id=\"\u56fe\u7247 75\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2025\/01\/image003-8.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_4' value='375227' \/><input type='hidden' id='answerType375227' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-375227[]' id='textarea_q_375227' class='watupro-textarea-medium' rows='5' cols='80'><\/textarea>\n<\/p><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-5' style=';'><div id='questionWrap-5'  class='   watupro-question-id-375228'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>5. <\/span>You need to populate the MAR1 data in the bronze layer. <br \/>\r<br>Which two types of activities should you include in the pipeline? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.<\/div><input type='hidden' name='question_id[]' id='qID_5' value='375228' \/><input type='hidden' id='answerType375228' value='checkbox'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375228[]' id='answer-id-1460547' class='answer   answerof-375228 ' value='1460547'   \/><label for='answer-id-1460547' id='answer-label-1460547' class=' answer'><span>ForEach<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375228[]' id='answer-id-1460548' class='answer   answerof-375228 ' value='1460548'   \/><label for='answer-id-1460548' id='answer-label-1460548' class=' answer'><span>Copy data<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375228[]' id='answer-id-1460549' class='answer   answerof-375228 ' value='1460549'   \/><label for='answer-id-1460549' id='answer-label-1460549' class=' answer'><span>WebHook<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375228[]' id='answer-id-1460550' class='answer   answerof-375228 ' value='1460550'   \/><label for='answer-id-1460550' id='answer-label-1460550' class=' answer'><span>Stored procedure<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-6' style=';'><div id='questionWrap-6'  class='   watupro-question-id-375229'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>6. <\/span>Topic 2, Litware, Inc <br \/>\r<br><br \/>\r<br>Case Study <br \/>\r<br>Overview <br \/>\r<br>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. <br \/>\r<br><br \/>\r<br>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. <br \/>\r<br><br \/>\r<br>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. <br \/>\r<br><br \/>\r<br>To start the case study <br \/>\r<br>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. <br \/>\r<br><br \/>\r<br>Overview <br \/>\r<br>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. <br \/>\r<br><br \/>\r<br>Existing Environment. Fabric Environment <br \/>\r<br>Litware has a Fabric workspace named Workspace1. High concurrency is enabled for Workspace1. <br \/>\r<br>The company has a data engineering team that uses Python for data processing. <br \/>\r<br><br \/>\r<br>Existing Environment. Data Processing <br \/>\r<br>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. <br \/>\r<br>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. <br \/>\r<br>Litware has image files of book covers in Azure Blob Storage. The files are loaded into the Files folder. <br \/>\r<br><br \/>\r<br>Existing Environment. Sales Data <br \/>\r<br>Month-end sales data is processed on the first calendar day of each month. Data that is older than one month never changes. <br \/>\r<br>In the source system, the sales data refreshes every six hours starting at midnight each day. <br \/>\r<br>The sales data is captured in a Dataflow Gen1 dataflow. When the dataflow runs, new and historical data is captured. <br \/>\r<br><br \/>\r<br>The dataflow captures the following fields of the source: <br \/>\r<br>- Sales Date <br \/>\r<br>- Author <br \/>\r<br>- Price <br \/>\r<br>- Units <br \/>\r<br>- SKU <br \/>\r<br>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. <br \/>\r<br><br \/>\r<br>Existing Environment. Security Groups <br \/>\r<br>Litware has the following security groups: <br \/>\r<br>- Sales <br \/>\r<br>- Fabric Admins <br \/>\r<br>- Streaming Admins <br \/>\r<br><br \/>\r<br>Existing Environment. Performance Issues <br \/>\r<br>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: \u201cThe SQL query failed while running.\u201d <br \/>\r<br>The data engineering team wants to debug the issue and find queries that cause more than one failure. <br \/>\r<br>When the authors have new book releases, there is often an increase in sales activity. This increase slows the data ingestion process. <br \/>\r<br>The company\u2019s 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. <br \/>\r<br><br \/>\r<br>Requirements. Planned Changes <br \/>\r<br>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. <br \/>\r<br>Litware plans to manage Search Engine Optimization (SEO) for the authors. The SEO data will be streamed from a REST API. <br \/>\r<br><br \/>\r<br>Requirements. Version Control <br \/>\r<br>Litware plans to implement a version control solution in Fabric that will use GitHub integration and follow the principle of least privilege. <br \/>\r<br><br \/>\r<br>Requirements. Governance Requirements <br \/>\r<br>To control data platform costs, the data platform must use only Fabric services and items. Additional Azure resources must NOT be provisioned. <br \/>\r<br><br \/>\r<br>Requirements. Data Requirements <br \/>\r<br>Litware identifies the following data requirements: <br \/>\r<br>- Process the SEO data in near-real-time (NRT). <br \/>\r<br>- Make the book reviews available in the lakehouse without making a copy of the data. <br \/>\r<br>- When a new book cover image arrives in the Files folder, process the image as soon as possible. <br \/>\r<br><br \/>\r<br>You need to implement the solution for the book reviews. <br \/>\r<br>Which should you do?<\/div><input type='hidden' name='question_id[]' id='qID_6' value='375229' \/><input type='hidden' id='answerType375229' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375229[]' id='answer-id-1460551' class='answer   answerof-375229 ' value='1460551'   \/><label for='answer-id-1460551' id='answer-label-1460551' class=' answer'><span>Create a Dataflow Gen2 dataflow.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375229[]' id='answer-id-1460552' class='answer   answerof-375229 ' value='1460552'   \/><label for='answer-id-1460552' id='answer-label-1460552' class=' answer'><span>Create a shortcut.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375229[]' id='answer-id-1460553' class='answer   answerof-375229 ' value='1460553'   \/><label for='answer-id-1460553' id='answer-label-1460553' class=' answer'><span>Enable external data sharing.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375229[]' id='answer-id-1460554' class='answer   answerof-375229 ' value='1460554'   \/><label for='answer-id-1460554' id='answer-label-1460554' class=' answer'><span>Create a data pipeline.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-7' style=';'><div id='questionWrap-7'  class='   watupro-question-id-375230'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>7. <\/span>You need to resolve the sales data issue. The solution must minimize the amount of data transferred. <br \/>\r<br>What should you do?<\/div><input type='hidden' name='question_id[]' id='qID_7' value='375230' \/><input type='hidden' id='answerType375230' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375230[]' id='answer-id-1460555' class='answer   answerof-375230 ' value='1460555'   \/><label for='answer-id-1460555' id='answer-label-1460555' class=' answer'><span>Spilt the dataflow into two dataflows.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375230[]' id='answer-id-1460556' class='answer   answerof-375230 ' value='1460556'   \/><label for='answer-id-1460556' id='answer-label-1460556' class=' answer'><span>Configure scheduled refresh for the dataflow.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375230[]' id='answer-id-1460557' class='answer   answerof-375230 ' value='1460557'   \/><label for='answer-id-1460557' id='answer-label-1460557' class=' answer'><span>Configure incremental refresh for the dataflow. Set Store rows from the past to 1 Month.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375230[]' id='answer-id-1460558' class='answer   answerof-375230 ' value='1460558'   \/><label for='answer-id-1460558' id='answer-label-1460558' class=' answer'><span>Configure incremental refresh for the dataflow. Set Refresh rows from the past to 1 Year.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375230[]' id='answer-id-1460559' class='answer   answerof-375230 ' value='1460559'   \/><label for='answer-id-1460559' id='answer-label-1460559' class=' answer'><span>Configure incremental refresh for the dataflow. Set Refresh rows from the past to 1 Month.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-8' style=';'><div id='questionWrap-8'  class='   watupro-question-id-375231'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>8. <\/span>HOTSPOT <br \/>\r<br>You need to troubleshoot the ad-hoc query issue. <br \/>\r<br>How should you complete the statement? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. <br \/>\r<br><br><img decoding=\"async\" width=438 height=383 id=\"\u56fe\u7247 73\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2025\/01\/image005-5.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_8' value='375231' \/><input type='hidden' id='answerType375231' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-375231[]' id='textarea_q_375231' class='watupro-textarea-medium' rows='5' cols='80'><\/textarea>\n<\/p><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-9' style=';'><div id='questionWrap-9'  class='   watupro-question-id-375232'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>9. <\/span>You have a Fabric workspace. <br \/>\r<br>You have semi-structured data. <br \/>\r<br>You need to read the data by using T-SQL, KQL, and Apache Spark. The data will only be written by using Spark. <br \/>\r<br>What should you use to store the data?<\/div><input type='hidden' name='question_id[]' id='qID_9' value='375232' \/><input type='hidden' id='answerType375232' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375232[]' id='answer-id-1460561' class='answer   answerof-375232 ' value='1460561'   \/><label for='answer-id-1460561' id='answer-label-1460561' class=' answer'><span>a lakehouse<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375232[]' id='answer-id-1460562' class='answer   answerof-375232 ' value='1460562'   \/><label for='answer-id-1460562' id='answer-label-1460562' class=' answer'><span>an eventhouse<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375232[]' id='answer-id-1460563' class='answer   answerof-375232 ' value='1460563'   \/><label for='answer-id-1460563' id='answer-label-1460563' class=' answer'><span>a datamart<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375232[]' id='answer-id-1460564' class='answer   answerof-375232 ' value='1460564'   \/><label for='answer-id-1460564' id='answer-label-1460564' class=' answer'><span>a warehouse<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-10' style=';'><div id='questionWrap-10'  class='   watupro-question-id-375233'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>10. <\/span>You have a Fabric workspace that contains a warehouse named Warehouse1. <br \/>\r<br>You have an on-premises Microsoft SQL Server database named Database1 that is accessed by using an on-premises data gateway. <br \/>\r<br>You need to copy data from Database1 to Warehouse1. <br \/>\r<br>Which item should you use?<\/div><input type='hidden' name='question_id[]' id='qID_10' value='375233' \/><input type='hidden' id='answerType375233' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375233[]' id='answer-id-1460565' class='answer   answerof-375233 ' value='1460565'   \/><label for='answer-id-1460565' id='answer-label-1460565' class=' answer'><span>a Dataflow Gen1 dataflow<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375233[]' id='answer-id-1460566' class='answer   answerof-375233 ' value='1460566'   \/><label for='answer-id-1460566' id='answer-label-1460566' class=' answer'><span>a data pipeline<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375233[]' id='answer-id-1460567' class='answer   answerof-375233 ' value='1460567'   \/><label for='answer-id-1460567' id='answer-label-1460567' class=' answer'><span>a KQL queryset<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375233[]' id='answer-id-1460568' class='answer   answerof-375233 ' value='1460568'   \/><label for='answer-id-1460568' id='answer-label-1460568' class=' answer'><span>a notebook<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-11' style=';'><div id='questionWrap-11'  class='   watupro-question-id-375234'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>11. <\/span>You have a Fabric workspace that contains a warehouse named Warehouse1. <br \/>\r<br>You have an on-premises Microsoft SQL Server database named Database1 that is accessed by using an on-premises data gateway. <br \/>\r<br>You need to copy data from Database1 to Warehouse1. <br \/>\r<br>Which item should you use?<\/div><input type='hidden' name='question_id[]' id='qID_11' value='375234' \/><input type='hidden' id='answerType375234' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375234[]' id='answer-id-1460569' class='answer   answerof-375234 ' value='1460569'   \/><label for='answer-id-1460569' id='answer-label-1460569' class=' answer'><span>an Apache Spark job definition<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375234[]' id='answer-id-1460570' class='answer   answerof-375234 ' value='1460570'   \/><label for='answer-id-1460570' id='answer-label-1460570' class=' answer'><span>a data pipeline<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375234[]' id='answer-id-1460571' class='answer   answerof-375234 ' value='1460571'   \/><label for='answer-id-1460571' id='answer-label-1460571' class=' answer'><span>a Dataflow Gen1 dataflow<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375234[]' id='answer-id-1460572' class='answer   answerof-375234 ' value='1460572'   \/><label for='answer-id-1460572' id='answer-label-1460572' class=' answer'><span>an eventstream<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-12' style=';'><div id='questionWrap-12'  class='   watupro-question-id-375235'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>12. <\/span>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. <br \/>\r<br>DW1 contains a single fact table that has grown from 200 million rows to 500 million rows during the past year. <br \/>\r<br>You have Microsoft Power BI reports that are based on Direct Lake. The reports show year-over-year values. <br \/>\r<br>Users report that the performance of some of the reports has degraded over time and some visuals show errors. <br \/>\r<br>You need to resolve the performance issues. <br \/>\r<br>The solution must meet the following requirements: <br \/>\r<br>Provide the best query performance. <br \/>\r<br>Minimize operational costs. <br \/>\r<br>Which should you do?<\/div><input type='hidden' name='question_id[]' id='qID_12' value='375235' \/><input type='hidden' id='answerType375235' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375235[]' id='answer-id-1460573' class='answer   answerof-375235 ' value='1460573'   \/><label for='answer-id-1460573' id='answer-label-1460573' class=' answer'><span>Change the MD5 hash to SHA256.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375235[]' id='answer-id-1460574' class='answer   answerof-375235 ' value='1460574'   \/><label for='answer-id-1460574' id='answer-label-1460574' class=' answer'><span>Increase the capacity.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375235[]' id='answer-id-1460575' class='answer   answerof-375235 ' value='1460575'   \/><label for='answer-id-1460575' id='answer-label-1460575' class=' answer'><span>Enable V-Order<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375235[]' id='answer-id-1460576' class='answer   answerof-375235 ' value='1460576'   \/><label for='answer-id-1460576' id='answer-label-1460576' class=' answer'><span>Modify the surrogate keys to use a different data type.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375235[]' id='answer-id-1460577' class='answer   answerof-375235 ' value='1460577'   \/><label for='answer-id-1460577' id='answer-label-1460577' class=' answer'><span>Create views.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-13' style=';'><div id='questionWrap-13'  class='   watupro-question-id-375236'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>13. <\/span>HOTSPOT <br \/>\r<br>You have a Fabric workspace that contains a warehouse named DW1. DW1 contains the following tables and columns. <br \/>\r<br><br><img decoding=\"async\" width=604 height=162 id=\"\u56fe\u7247 71\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2025\/01\/image007-5.jpg\"><br><br \/>\r<br>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. <br \/>\r<br>How should you complete the code? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. <br \/>\r<br><br><img decoding=\"async\" width=640 height=502 id=\"\u56fe\u7247 70\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2025\/01\/image008-5.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_13' value='375236' \/><input type='hidden' id='answerType375236' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-375236[]' id='textarea_q_375236' class='watupro-textarea-medium' rows='5' cols='80'><\/textarea>\n<\/p><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-14' style=';'><div id='questionWrap-14'  class='   watupro-question-id-375237'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>14. <\/span>You have a Fabric workspace that contains a lakehouse named Lakehouse1. Data is ingested into Lakehouse1 as one flat table. <br \/>\r<br>The table contains the following columns. <br \/>\r<br><br><img decoding=\"async\" width=581 height=186 id=\"\u56fe\u7247 68\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2025\/01\/image010-3.jpg\"><br><br \/>\r<br>You plan to load the data into a dimensional model and implement a star schema. From the original flat table, you create two tables named FactSales and DimProduct. You will track changes in DimProduct. <br \/>\r<br>You need to prepare the data. <br \/>\r<br>Which three columns should you include in the DimProduct table? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.<\/div><input type='hidden' name='question_id[]' id='qID_14' value='375237' \/><input type='hidden' id='answerType375237' value='checkbox'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375237[]' id='answer-id-1460579' class='answer   answerof-375237 ' value='1460579'   \/><label for='answer-id-1460579' id='answer-label-1460579' class=' answer'><span>Date<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375237[]' id='answer-id-1460580' class='answer   answerof-375237 ' value='1460580'   \/><label for='answer-id-1460580' id='answer-label-1460580' class=' answer'><span>ProductName<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375237[]' id='answer-id-1460581' class='answer   answerof-375237 ' value='1460581'   \/><label for='answer-id-1460581' id='answer-label-1460581' class=' answer'><span>ProductColor<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375237[]' id='answer-id-1460582' class='answer   answerof-375237 ' value='1460582'   \/><label for='answer-id-1460582' id='answer-label-1460582' class=' answer'><span>TransactionID<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375237[]' id='answer-id-1460583' class='answer   answerof-375237 ' value='1460583'   \/><label for='answer-id-1460583' id='answer-label-1460583' class=' answer'><span>SalesAmount<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375237[]' id='answer-id-1460584' class='answer   answerof-375237 ' value='1460584'   \/><label for='answer-id-1460584' id='answer-label-1460584' class=' answer'><span>ProductID<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-15' style=';'><div id='questionWrap-15'  class='   watupro-question-id-375238'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>15. <\/span>You have a Fabric workspace named Workspace1 that contains a notebook named Notebook1. <br \/>\r<br>In Workspace1, you create a new notebook named Notebook2. <br \/>\r<br>You need to ensure that you can attach Notebook2 to the same Apache Spark session as Notebook1. <br \/>\r<br>What should you do?<\/div><input type='hidden' name='question_id[]' id='qID_15' value='375238' \/><input type='hidden' id='answerType375238' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375238[]' id='answer-id-1460585' class='answer   answerof-375238 ' value='1460585'   \/><label for='answer-id-1460585' id='answer-label-1460585' class=' answer'><span>Enable high concurrency for notebooks.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375238[]' id='answer-id-1460586' class='answer   answerof-375238 ' value='1460586'   \/><label for='answer-id-1460586' id='answer-label-1460586' class=' answer'><span>Enable dynamic allocation for the Spark pool.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375238[]' id='answer-id-1460587' class='answer   answerof-375238 ' value='1460587'   \/><label for='answer-id-1460587' id='answer-label-1460587' class=' answer'><span>Change the runtime version.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375238[]' id='answer-id-1460588' class='answer   answerof-375238 ' value='1460588'   \/><label for='answer-id-1460588' id='answer-label-1460588' class=' answer'><span>Increase the number of executors.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-16' style=';'><div id='questionWrap-16'  class='   watupro-question-id-375239'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>16. <\/span>You have a Fabric workspace named Workspace1 that contains a lakehouse named Lakehouse1. <br \/>\r<br>Lakehouse1 contains the following tables: <br \/>\r<br>- Orders <br \/>\r<br>- Customer <br \/>\r<br>- Employee <br \/>\r<br>The Employee table contains Personally Identifiable Information (PII). <br \/>\r<br>A data engineer is building a workflow that requires writing data to the Customer table, however, the user does NOT have the elevated permissions required to view the contents of the Employee table. You need to ensure that the data engineer can write data to the Customer table without reading data from the Employee table. <br \/>\r<br>Which three actions should you perform? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.<\/div><input type='hidden' name='question_id[]' id='qID_16' value='375239' \/><input type='hidden' id='answerType375239' value='checkbox'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375239[]' id='answer-id-1460589' class='answer   answerof-375239 ' value='1460589'   \/><label for='answer-id-1460589' id='answer-label-1460589' class=' answer'><span>Share Lakehouse1 with the data engineer.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375239[]' id='answer-id-1460590' class='answer   answerof-375239 ' value='1460590'   \/><label for='answer-id-1460590' id='answer-label-1460590' class=' answer'><span>Assign the data engineer the Contributor role for Workspace2.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375239[]' id='answer-id-1460591' class='answer   answerof-375239 ' value='1460591'   \/><label for='answer-id-1460591' id='answer-label-1460591' class=' answer'><span>Assign the data engineer the Viewer role for Workspace2.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375239[]' id='answer-id-1460592' class='answer   answerof-375239 ' value='1460592'   \/><label for='answer-id-1460592' id='answer-label-1460592' class=' answer'><span>Assign the data engineer the Contributor role for Workspace1.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375239[]' id='answer-id-1460593' class='answer   answerof-375239 ' value='1460593'   \/><label for='answer-id-1460593' id='answer-label-1460593' class=' answer'><span>Migrate the Employee table from Lakehouse1 to Lakehouse2.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375239[]' id='answer-id-1460594' class='answer   answerof-375239 ' value='1460594'   \/><label for='answer-id-1460594' id='answer-label-1460594' class=' answer'><span>Create a new workspace named Workspace2 that contains a new lakehouse named Lakehouse2.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-375239[]' id='answer-id-1460595' class='answer   answerof-375239 ' value='1460595'   \/><label for='answer-id-1460595' id='answer-label-1460595' class=' answer'><span>Assign the data engineer the Viewer role for Workspace1.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-17' style=';'><div id='questionWrap-17'  class='   watupro-question-id-375240'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>17. <\/span>You have a Fabric warehouse named DW1. DW1 contains a table that stores sales data and is used by multiple sales representatives. <br \/>\r<br>You plan to implement row-level security (RLS). <br \/>\r<br>You need to ensure that the sales representatives can see only their respective data. <br \/>\r<br>Which warehouse object do you require to implement RLS?<\/div><input type='hidden' name='question_id[]' id='qID_17' value='375240' \/><input type='hidden' id='answerType375240' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375240[]' id='answer-id-1460596' class='answer   answerof-375240 ' value='1460596'   \/><label for='answer-id-1460596' id='answer-label-1460596' class=' answer'><span>ISTORED PROCEDURE<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375240[]' id='answer-id-1460597' class='answer   answerof-375240 ' value='1460597'   \/><label for='answer-id-1460597' id='answer-label-1460597' class=' answer'><span>CONSTRAINT<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375240[]' id='answer-id-1460598' class='answer   answerof-375240 ' value='1460598'   \/><label for='answer-id-1460598' id='answer-label-1460598' class=' answer'><span>SCHEMA<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375240[]' id='answer-id-1460599' class='answer   answerof-375240 ' value='1460599'   \/><label for='answer-id-1460599' id='answer-label-1460599' class=' answer'><span>FUNCTION<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-18' style=';'><div id='questionWrap-18'  class='   watupro-question-id-375241'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>18. <\/span>HOTSPOT <br \/>\r<br>You have a Fabric workspace named Workspace1_DEV that contains the following items: <br \/>\r<br>- 10 reports <br \/>\r<br>- Four notebooks <br \/>\r<br>- Three lakehouses <br \/>\r<br>- Two data pipelines <br \/>\r<br>- Two Dataflow Gen1 dataflows <br \/>\r<br>- Three Dataflow Gen2 dataflows <br \/>\r<br>- Five semantic models that each has a scheduled refresh policy <br \/>\r<br>You create a deployment pipeline named Pipeline1 to move items from Workspace1_DEV to a new workspace named Workspace1_TEST. <br \/>\r<br>You deploy all the items from Workspace1_DEV to Workspace1_TEST. <br \/>\r<br>For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point. <br \/>\r<br><br><img decoding=\"async\" width=619 height=230 id=\"\u56fe\u7247 67\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2025\/01\/image011-2.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_18' value='375241' \/><input type='hidden' id='answerType375241' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-375241[]' id='textarea_q_375241' class='watupro-textarea-medium' rows='5' cols='80'><\/textarea>\n<\/p><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-19' style=';'><div id='questionWrap-19'  class='   watupro-question-id-375242'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>19. <\/span>You have a Fabric deployment pipeline that uses three workspaces named Dev, Test, and Prod. <br \/>\r<br>You need to deploy an eventhouse as part of the deployment process. <br \/>\r<br>What should you use to add the eventhouse to the deployment process?<\/div><input type='hidden' name='question_id[]' id='qID_19' value='375242' \/><input type='hidden' id='answerType375242' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375242[]' id='answer-id-1460601' class='answer   answerof-375242 ' value='1460601'   \/><label for='answer-id-1460601' id='answer-label-1460601' class=' answer'><span>GitHub Actions<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375242[]' id='answer-id-1460602' class='answer   answerof-375242 ' value='1460602'   \/><label for='answer-id-1460602' id='answer-label-1460602' class=' answer'><span>a deployment pipeline<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375242[]' id='answer-id-1460603' class='answer   answerof-375242 ' value='1460603'   \/><label for='answer-id-1460603' id='answer-label-1460603' class=' answer'><span>an Azure DevOps pipeline<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-20' style=';'><div id='questionWrap-20'  class='   watupro-question-id-375243'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>20. <\/span>You have a Fabric workspace named Workspace1 that contains a warehouse named Warehouse1. <br \/>\r<br>You plan to deploy Warehouse1 to a new workspace named Workspace2. <br \/>\r<br>As part of the deployment process, you need to verify whether Warehouse1 contains invalid references. The solution must minimize development effort. <br \/>\r<br>What should you use?<\/div><input type='hidden' name='question_id[]' id='qID_20' value='375243' \/><input type='hidden' id='answerType375243' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375243[]' id='answer-id-1460604' class='answer   answerof-375243 ' value='1460604'   \/><label for='answer-id-1460604' id='answer-label-1460604' class=' answer'><span>a database project<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375243[]' id='answer-id-1460605' class='answer   answerof-375243 ' value='1460605'   \/><label for='answer-id-1460605' id='answer-label-1460605' class=' answer'><span>a deployment pipeline<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375243[]' id='answer-id-1460606' class='answer   answerof-375243 ' value='1460606'   \/><label for='answer-id-1460606' id='answer-label-1460606' class=' answer'><span>a Python script<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375243[]' id='answer-id-1460607' class='answer   answerof-375243 ' value='1460607'   \/><label for='answer-id-1460607' id='answer-label-1460607' class=' answer'><span>a T-SQL script<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-21' style=';'><div id='questionWrap-21'  class='   watupro-question-id-375244'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>21. <\/span>You have a Fabric workspace that contains a Real-Time Intelligence solution and an eventhouse. <br \/>\r<br>Users report that from OneLake file explorer, they cannot see the data from the eventhouse. <br \/>\r<br>You enable OneLake availability for the eventhouse. <br \/>\r<br>What will be copied to OneLake?<\/div><input type='hidden' name='question_id[]' id='qID_21' value='375244' \/><input type='hidden' id='answerType375244' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375244[]' id='answer-id-1460608' class='answer   answerof-375244 ' value='1460608'   \/><label for='answer-id-1460608' id='answer-label-1460608' class=' answer'><span>only data added to new databases that are added to the eventhouse<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375244[]' id='answer-id-1460609' class='answer   answerof-375244 ' value='1460609'   \/><label for='answer-id-1460609' id='answer-label-1460609' class=' answer'><span>only the existing data in the eventhouse<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375244[]' id='answer-id-1460610' class='answer   answerof-375244 ' value='1460610'   \/><label for='answer-id-1460610' id='answer-label-1460610' class=' answer'><span>no data<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375244[]' id='answer-id-1460611' class='answer   answerof-375244 ' value='1460611'   \/><label for='answer-id-1460611' id='answer-label-1460611' class=' answer'><span>both new data and existing data in the eventhouse<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375244[]' id='answer-id-1460612' class='answer   answerof-375244 ' value='1460612'   \/><label for='answer-id-1460612' id='answer-label-1460612' class=' answer'><span>only new data added to the eventhouse<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-22' style=';'><div id='questionWrap-22'  class='   watupro-question-id-375245'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>22. <\/span>You have a Fabric workspace named Workspace1. <br \/>\r<br>You plan to integrate Workspace1 with Azure DevOps. <br \/>\r<br>You will use a Fabric deployment pipeline named deployPipeline1 to deploy items from Workspace1 to higher environment workspaces as part of a medallion architecture. You will run deployPipeline1 by using an API call from an Azure DevOps pipeline. <br \/>\r<br>You need to configure API authentication between Azure DevOps and Fabric. <br \/>\r<br>Which type of authentication should you use?<\/div><input type='hidden' name='question_id[]' id='qID_22' value='375245' \/><input type='hidden' id='answerType375245' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375245[]' id='answer-id-1460613' class='answer   answerof-375245 ' value='1460613'   \/><label for='answer-id-1460613' id='answer-label-1460613' class=' answer'><span>service principal<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375245[]' id='answer-id-1460614' class='answer   answerof-375245 ' value='1460614'   \/><label for='answer-id-1460614' id='answer-label-1460614' class=' answer'><span>Microsoft Entra username and password<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375245[]' id='answer-id-1460615' class='answer   answerof-375245 ' value='1460615'   \/><label for='answer-id-1460615' id='answer-label-1460615' class=' answer'><span>managed private endpoint<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375245[]' id='answer-id-1460616' class='answer   answerof-375245 ' value='1460616'   \/><label for='answer-id-1460616' id='answer-label-1460616' class=' answer'><span>workspace identity<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-23' style=';'><div id='questionWrap-23'  class='   watupro-question-id-375246'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>23. <\/span>You have a Google Cloud Storage (GCS) container named storage1 that contains the files shown in the following table. <br \/>\r<br><br><img decoding=\"async\" width=251 height=93 id=\"\u56fe\u7247 65\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2025\/01\/image013-1.jpg\"><br><br \/>\r<br>You have a Fabric workspace named Workspace1 that has the cache for shortcuts enabled. Workspace1 contains a lakehouse named Lakehouse1. <br \/>\r<br>Lakehouse1 has the shortcuts shown in the following table. <br \/>\r<br><br><img decoding=\"async\" width=378 height=93 id=\"\u56fe\u7247 64\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2025\/01\/image014-1.jpg\"><br><br \/>\r<br>You need to read data from all the shortcuts. <br \/>\r<br>Which shortcuts will retrieve data from the cache?<\/div><input type='hidden' name='question_id[]' id='qID_23' value='375246' \/><input type='hidden' id='answerType375246' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375246[]' id='answer-id-1460617' class='answer   answerof-375246 ' value='1460617'   \/><label for='answer-id-1460617' id='answer-label-1460617' class=' answer'><span>Stores only<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375246[]' id='answer-id-1460618' class='answer   answerof-375246 ' value='1460618'   \/><label for='answer-id-1460618' id='answer-label-1460618' class=' answer'><span>Products only<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375246[]' id='answer-id-1460619' class='answer   answerof-375246 ' value='1460619'   \/><label for='answer-id-1460619' id='answer-label-1460619' class=' answer'><span>Stores and Products only<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375246[]' id='answer-id-1460620' class='answer   answerof-375246 ' value='1460620'   \/><label for='answer-id-1460620' id='answer-label-1460620' class=' answer'><span>Products, Stores, and Trips<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375246[]' id='answer-id-1460621' class='answer   answerof-375246 ' value='1460621'   \/><label for='answer-id-1460621' id='answer-label-1460621' class=' answer'><span>Trips only<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375246[]' id='answer-id-1460622' class='answer   answerof-375246 ' value='1460622'   \/><label for='answer-id-1460622' id='answer-label-1460622' class=' answer'><span>Products and Trips only<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-24' style=';'><div id='questionWrap-24'  class='   watupro-question-id-375247'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>24. <\/span>You have a Fabric workspace named Workspace1 that contains an Apache Spark job definition named Job1. <br \/>\r<br>You have an Azure SQL database named Source1 that has public internet access disabled. <br \/>\r<br>You need to ensure that Job1 can access the data in Source1. <br \/>\r<br>What should you create?<\/div><input type='hidden' name='question_id[]' id='qID_24' value='375247' \/><input type='hidden' id='answerType375247' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375247[]' id='answer-id-1460623' class='answer   answerof-375247 ' value='1460623'   \/><label for='answer-id-1460623' id='answer-label-1460623' class=' answer'><span>an on-premises data gateway<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375247[]' id='answer-id-1460624' class='answer   answerof-375247 ' value='1460624'   \/><label for='answer-id-1460624' id='answer-label-1460624' class=' answer'><span>a managed private endpoint<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375247[]' id='answer-id-1460625' class='answer   answerof-375247 ' value='1460625'   \/><label for='answer-id-1460625' id='answer-label-1460625' class=' answer'><span>an integration runtime<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375247[]' id='answer-id-1460626' class='answer   answerof-375247 ' value='1460626'   \/><label for='answer-id-1460626' id='answer-label-1460626' class=' answer'><span>a data management gateway<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-25' style=';'><div id='questionWrap-25'  class='   watupro-question-id-375248'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>25. <\/span>You have an Azure Data Lake Storage Gen2 account named storage1 and an Amazon S3 bucket named storage2. <br \/>\r<br>You have the Delta Parquet files shown in the following table. <br \/>\r<br><br><img decoding=\"async\" width=620 height=93 id=\"\u56fe\u7247 63\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2025\/01\/image015-1.jpg\"><br><br \/>\r<br>You have a Fabric workspace named Workspace1 that has the cache for shortcuts enabled. <br \/>\r<br>Workspace1 contains a lakehouse named Lakehouse1. <br \/>\r<br>Lakehouse1 has the following shortcuts: <br \/>\r<br>- A shortcut to ProductFile aliased as Products <br \/>\r<br>- A shortcut to StoreFile aliased as Stores <br \/>\r<br>- A shortcut to TripsFile aliased as Trips <br \/>\r<br>The data from which shortcuts will be retrieved from the cache?<\/div><input type='hidden' name='question_id[]' id='qID_25' value='375248' \/><input type='hidden' id='answerType375248' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375248[]' id='answer-id-1460627' class='answer   answerof-375248 ' value='1460627'   \/><label for='answer-id-1460627' id='answer-label-1460627' class=' answer'><span>Trips and Stores only<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375248[]' id='answer-id-1460628' class='answer   answerof-375248 ' value='1460628'   \/><label for='answer-id-1460628' id='answer-label-1460628' class=' answer'><span>Products and Store only<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375248[]' id='answer-id-1460629' class='answer   answerof-375248 ' value='1460629'   \/><label for='answer-id-1460629' id='answer-label-1460629' class=' answer'><span>Stores only<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-375248[]' id='answer-id-1460630' class='answer   answerof-375248 ' value='1460630'   \/><label for='answer-id-1460630' id='answer-label-1460630' class=' answer'><span>Products only<\/span><\/label><\/div><div class='watupro-question-choice 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Stores, and Trips<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div style='display:none' id='question-26'>\n\t<div class='question-content'>\n\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/plugins\/watupro\/img\/loading.gif\" width=\"16\" height=\"16\" alt=\"Loading...\" title=\"Loading...\" \/>&nbsp;Loading...\t<\/div>\n<\/div>\n\n<br \/>\n\t\n\t\t\t<div class=\"watupro_buttons flex \" id=\"watuPROButtons9395\" >\n\t\t  <div id=\"prev-question\" style=\"display:none;\"><input type=\"button\" value=\"&lt; Previous\" onclick=\"WatuPRO.nextQuestion(event, 'previous');\"\/><\/div>\t\t  \t\t  \t\t   \n\t\t   \t  \t\t<div><input type=\"button\" name=\"action\" class=\"watupro-submit-button\" onclick=\"WatuPRO.submitResult(event)\" id=\"action-button\" value=\"View Results\"  \/>\n\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t<input type=\"hidden\" name=\"quiz_id\" value=\"9395\" id=\"watuPROExamID\"\/>\n\t<input type=\"hidden\" name=\"start_time\" id=\"startTime\" value=\"2026-05-17 19:47:55\" \/>\n\t<input type=\"hidden\" name=\"start_timestamp\" id=\"startTimeStamp\" value=\"1779047275\" \/>\n\t<input type=\"hidden\" name=\"question_ids\" value=\"\" \/>\n\t<input type=\"hidden\" name=\"watupro_questions\" value=\"375224:1460537,1460538,1460539,1460540 | 375225:1460541 | 375226:1460542,1460543,1460544,1460545 | 375227:1460546 | 375228:1460547,1460548,1460549,1460550 | 375229:1460551,1460552,1460553,1460554 | 375230:1460555,1460556,1460557,1460558,1460559 | 375231:1460560 | 375232:1460561,1460562,1460563,1460564 | 375233:1460565,1460566,1460567,1460568 | 375234:1460569,1460570,1460571,1460572 | 375235:1460573,1460574,1460575,1460576,1460577 | 375236:1460578 | 375237:1460579,1460580,1460581,1460582,1460583,1460584 | 375238:1460585,1460586,1460587,1460588 | 375239:1460589,1460590,1460591,1460592,1460593,1460594,1460595 | 375240:1460596,1460597,1460598,1460599 | 375241:1460600 | 375242:1460601,1460602,1460603 | 375243:1460604,1460605,1460606,1460607 | 375244:1460608,1460609,1460610,1460611,1460612 | 375245:1460613,1460614,1460615,1460616 | 375246:1460617,1460618,1460619,1460620,1460621,1460622 | 375247:1460623,1460624,1460625,1460626 | 375248:1460627,1460628,1460629,1460630,1460631\" \/>\n\t<input type=\"hidden\" name=\"no_ajax\" value=\"0\">\t\t\t<\/form>\n\t<p>&nbsp;<\/p>\n<\/div>\n\n<script type=\"text\/javascript\">\n\/\/jQuery(document).ready(function(){\ndocument.addEventListener(\"DOMContentLoaded\", function(event) { \t\nvar question_ids = \"375224,375225,375226,375227,375228,375229,375230,375231,375232,375233,375234,375235,375236,375237,375238,375239,375240,375241,375242,375243,375244,375245,375246,375247,375248\";\nWatuPROSettings[9395] = {};\nWatuPRO.qArr = question_ids.split(',');\nWatuPRO.exam_id = 9395;\t    \nWatuPRO.post_id = 96039;\nWatuPRO.store_progress = 0;\nWatuPRO.curCatPage = 1;\nWatuPRO.requiredIDs=\"0\".split(\",\");\nWatuPRO.hAppID = \"0.17972500 1779047275\";\nvar url = \"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/plugins\/watupro\/show_exam.php\";\nWatuPRO.examMode = 1;\nWatuPRO.siteURL=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-admin\/admin-ajax.php\";\nWatuPRO.emailIsNotRequired = 0;\nWatuPROIntel.init(9395);\nWatuPRO.inCategoryPages=1;});    \t \n<\/script>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The DP-700 Microsoft Fabric Data Engineer exam is available on January 17, 2025, which is the requirement for the Microsoft Certified: Fabric Data Engineer Associate certification. As a fabric data engineer, you should have subject matter expertise with data loading patterns, data architectures, and orchestration processes. 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