{"id":30923,"date":"2021-11-01T01:26:43","date_gmt":"2021-11-01T01:26:43","guid":{"rendered":"https:\/\/www.dumpsbase.com\/freedumps\/?p=30923"},"modified":"2021-11-01T01:26:47","modified_gmt":"2021-11-01T01:26:47","slug":"get-dp-203-dumps-updated-questions-to-pass-data-engineering-on-microsoft-azure-exam","status":"publish","type":"post","link":"https:\/\/www.dumpsbase.com\/freedumps\/get-dp-203-dumps-updated-questions-to-pass-data-engineering-on-microsoft-azure-exam.html","title":{"rendered":"Get DP-203 Dumps Updated Questions To Pass Data Engineering on Microsoft Azure Exam"},"content":{"rendered":"\n<p>The DP-203 dumps provided by DumpsBase with the most updated questions and answers are good, which can guarantee the candidates pass their Data Engineering on Microsoft Azure certification exam successfully. Microsoft DP-203 exam dumps are verified by the experienced team. Getting the updated DP-203 dumps questions to prepare for Microsoft Certification DP-203 exam is highly recommended to save up your valuable time and money by reading the great DP-203 dumps with the actual questions and answers to pass exam in the first attempt.\u00a0<\/p>\n<h2>Before getting the updated DP-203 dumps, you can <span style=\"color: #ff00ff;\">read DP-203 free dumps first<\/span>:<\/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=\"submittingExam5842\" 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-5842\"><\/div>\n\n<form action=\"\" method=\"post\" class=\"quiz-form\" id=\"quiz-5842\"  enctype=\"multipart\/form-data\" >\n<div class='watu-question ' id='question-1' style=';'><div id='questionWrap-1'  class='   watupro-question-id-197975'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>1. <\/span>Topic 1, Contoso Case StudyTransactional Date <br \/>\r<br><br \/>\r<br>Contoso has three years of customer, transactional, operation, sourcing, and supplier data comprised of 10 billion records stored across multiple on-premises Microsoft SQL Server servers. The SQL server instances contain data from various operational systems. The data is loaded into the instances by using SQL server integration Services (SSIS) packages. <br \/>\r<br><br \/>\r<br>You estimate that combining all product sales transactions into a company-wide sales transactions dataset will result in a single table that contains 5 billion rows, with one row per transaction. <br \/>\r<br>Most queries targeting the sales transactions data will be used to identify which products were sold in retail stores and which products were sold online during different time period. Sales transaction data that is older than three years will be removed monthly. <br \/>\r<br><br \/>\r<br>You plan to create a retail store table that will contain the address of each retail store. The table will be approximately 2 MB. Queries for retail store sales will include the retail store addresses. <br \/>\r<br>You plan to create a promotional table that will contain a promotion ID. The promotion ID will be associated to a specific product. The product will be identified by a product ID. The table will be approximately 5 GB. <br \/>\r<br><br \/>\r<br>Streaming Twitter Data <br \/>\r<br>The ecommerce department at Contoso develops and Azure logic app that captures trending Twitter feeds referencing the company\u2019s products and pushes the products to Azure Event Hubs. <br \/>\r<br><br \/>\r<br>Planned Changes <br \/>\r<br>Contoso plans to implement the following changes: <br \/>\r<br>* Load the sales transaction dataset to Azure Synapse Analytics. <br \/>\r<br>* Integrate on-premises data stores with Azure Synapse Analytics by using SSIS packages. <br \/>\r<br>* Use Azure Synapse Analytics to analyze Twitter feeds to assess customer sentiments about products. <br \/>\r<br><br \/>\r<br>Sales Transaction Dataset Requirements <br \/>\r<br>Contoso identifies the following requirements for the sales transaction dataset: <br \/>\r<br>&#8226; Partition data that contains sales transaction records. Partitions must be designed to provide efficient loads by month. Boundary values must belong: to the partition on the right. <br \/>\r<br>&#8226; Ensure that queries joining and filtering sales transaction records based on product ID complete as quickly as possible. <br \/>\r<br>&#8226; Implement a surrogate key to account for changes to the retail store addresses. <br \/>\r<br>&#8226; Ensure that data storage costs and performance are predictable. <br \/>\r<br>&#8226; Minimize how long it takes to remove old records. Customer Sentiment Analytics Requirement <br \/>\r<br><br \/>\r<br>Contoso identifies the following requirements for customer sentiment analytics: <br \/>\r<br>&#8226; Allow Contoso users to use PolyBase in an Aure Synapse Analytics dedicated SQL pool to query the content of the data records that host the Twitter feeds. Data must be protected by using row-level security (RLS). The users must be authenticated by using their own AureAD credentials. <br \/>\r<br>&#8226; Maximize the throughput of ingesting Twitter feeds from Event Hubs to Azure Storage <br \/>\r<br>without purchasing additional throughput or capacity units. <br \/>\r<br>&#8226; Store Twitter feeds in Azure Storage by using Event Hubs Capture. The feeds will be converted into Parquet files. <br \/>\r<br>&#8226; Ensure that the data store supports Azure AD-based access control down to the object level. <br \/>\r<br>&#8226; Minimize administrative effort to maintain the Twitter feed data records. <br \/>\r<br>&#8226; Purge Twitter feed data records;itftaitJ are older than two years. <br \/>\r<br><br \/>\r<br>Data Integration Requirements <br \/>\r<br>Contoso identifies the following requirements for data integration: <br \/>\r<br>Use an Azure service that leverages the existing SSIS packages to ingest on-premises data into datasets stored in a dedicated SQL pool of Azure Synaps Analytics and transform the data. <br \/>\r<br>Identify a process to ensure that changes to the ingestion and transformation activities can be version controlled and developed independently by multiple data engineers. <br \/>\r<br><br \/>\r<br>HOTSPOT <br \/>\r<br>You need to design a data ingestion and storage solution for the Twitter feeds. The solution must meet the customer sentiment analytics requirements. <br \/>\r<br>What should you include in the solution ? To answer, select the appropriate options in the answer area . NOTE Each correct selection b worth one point. <br \/>\r<br><br><img decoding=\"async\" width=613 height=144 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image001-33.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_1' value='197975' \/><input type='hidden' id='answerType197975' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197975[]' id='textarea_q_197975' 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-2' style=';'><div id='questionWrap-2'  class='   watupro-question-id-197976'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>2. <\/span>You need to design a data retention solution for the Twitter teed data records. The solution must meet the customer sentiment analytics requirements. <br \/>\r<br>Which Azure Storage functionality should you include in the solution?<\/div><input type='hidden' name='question_id[]' id='qID_2' value='197976' \/><input type='hidden' id='answerType197976' 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-197976[]' id='answer-id-793879' class='answer   answerof-197976 ' value='793879'   \/><label for='answer-id-793879' id='answer-label-793879' class=' answer'><span>time-based retention<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197976[]' id='answer-id-793880' class='answer   answerof-197976 ' value='793880'   \/><label for='answer-id-793880' id='answer-label-793880' class=' answer'><span>change feed<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197976[]' id='answer-id-793881' class='answer   answerof-197976 ' value='793881'   \/><label for='answer-id-793881' id='answer-label-793881' class=' answer'><span>soft delete<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197976[]' id='answer-id-793882' class='answer   answerof-197976 ' value='793882'   \/><label for='answer-id-793882' id='answer-label-793882' class=' answer'><span>Iifecycle management<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-3' style=';'><div id='questionWrap-3'  class='   watupro-question-id-197977'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>3. <\/span>HOTSPOT <br \/>\r<br>You need to design the partitions for the product sales transactions. The solution must meet the sales transaction dataset requirements. <br \/>\r<br>What should you include in the solution? 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=650 height=284 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image003-31.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_3' value='197977' \/><input type='hidden' id='answerType197977' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197977[]' id='textarea_q_197977' 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-4' style=';'><div id='questionWrap-4'  class='   watupro-question-id-197978'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>4. <\/span>You need to integrate the on-premises data sources and Azure Synapse Analytics. The solution must meet the data integration requirements. <br \/>\r<br>Which type of integration runtime should you use?<\/div><input type='hidden' name='question_id[]' id='qID_4' value='197978' \/><input type='hidden' id='answerType197978' 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-197978[]' id='answer-id-793884' class='answer   answerof-197978 ' value='793884'   \/><label for='answer-id-793884' id='answer-label-793884' class=' answer'><span>Azure-SSIS integration runtime<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197978[]' id='answer-id-793885' class='answer   answerof-197978 ' value='793885'   \/><label for='answer-id-793885' id='answer-label-793885' class=' answer'><span>self-hosted integration runtime<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197978[]' id='answer-id-793886' class='answer   answerof-197978 ' value='793886'   \/><label for='answer-id-793886' id='answer-label-793886' class=' answer'><span>Azure integration runtime<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-5' style=';'><div id='questionWrap-5'  class='   watupro-question-id-197979'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>5. <\/span>HOTSPOT <br \/>\r<br>You need to design a data storage structure for the product sales transactions. The solution must meet the sales transaction dataset requirements. <br \/>\r<br>What should you include in the solution? 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=650 height=152 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image005-25.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_5' value='197979' \/><input type='hidden' id='answerType197979' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197979[]' id='textarea_q_197979' 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-6' style=';'><div id='questionWrap-6'  class='   watupro-question-id-197980'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>6. <\/span>HOTSPOT <br \/>\r<br>You need to design an analytical storage solution for the transactional data. The solution must meet the sales transaction dataset requirements. <br \/>\r<br>What should you include in the solution? 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=523 height=228 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image007-20.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_6' value='197980' \/><input type='hidden' id='answerType197980' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197980[]' id='textarea_q_197980' 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-7' style=';'><div id='questionWrap-7'  class='   watupro-question-id-197981'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>7. <\/span>DRAG DROP <br \/>\r<br>You need to implement versioned changes to the integration pipelines. The solution must meet the data integration requirements. <br \/>\r<br>In which order should you perform the actions? To answer, move all actions from the list of actions to the answer area and arrange them in the correct order. <br \/>\r<br><br><img decoding=\"async\" width=550 height=130 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image009-18.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_7' value='197981' \/><input type='hidden' id='answerType197981' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197981[]' id='textarea_q_197981' 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-8' style=';'><div id='questionWrap-8'  class='   watupro-question-id-197982'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>8. <\/span>You need to implement the surrogate key for the retail store table. The solution must meet the sales transaction dataset requirements. <br \/>\r<br>What should you create?<\/div><input type='hidden' name='question_id[]' id='qID_8' value='197982' \/><input type='hidden' id='answerType197982' 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-197982[]' id='answer-id-793890' class='answer   answerof-197982 ' value='793890'   \/><label for='answer-id-793890' id='answer-label-793890' class=' answer'><span>a table that has an IDENTITY property<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197982[]' id='answer-id-793891' class='answer   answerof-197982 ' value='793891'   \/><label for='answer-id-793891' id='answer-label-793891' class=' answer'><span>a system-versioned temporal table<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197982[]' id='answer-id-793892' class='answer   answerof-197982 ' value='793892'   \/><label for='answer-id-793892' id='answer-label-793892' class=' answer'><span>a user-defined SEQUENCE object<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197982[]' id='answer-id-793893' class='answer   answerof-197982 ' value='793893'   \/><label for='answer-id-793893' id='answer-label-793893' class=' answer'><span>a table that has a FOREIGN KEY constraint<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-9' style=';'><div id='questionWrap-9'  class='   watupro-question-id-197983'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>9. <\/span>DRAG DROP <br \/>\r<br>You need to ensure that the Twitter feed data can be analyzed in the dedicated SQL pool. <br \/>\r<br>The solution must meet the customer sentiment analytics requirements. <br \/>\r<br>Which three Transaction-SQL DDL commands should you run in sequence? To answer, move the appropriate commands from the list of commands to the answer area and arrange them in the correct order. NOTE: More than one order of answer choices is correct. You will receive credit for any of the correct orders you select. <br \/>\r<br><br><img decoding=\"async\" width=650 height=163 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image011-18.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_9' value='197983' \/><input type='hidden' id='answerType197983' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197983[]' id='textarea_q_197983' 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-10' style=';'><div id='questionWrap-10'  class='   watupro-question-id-197984'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>10. <\/span>HOTSPOT <br \/>\r<br>You need to implement an Azure Synapse Analytics database object for storing the sales transactions data. The solution must meet the sales transaction dataset requirements. <br \/>\r<br>What solution must meet the sales transaction dataset requirements. <br \/>\r<br>What should you do? 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=650 height=163 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image013-17.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_10' value='197984' \/><input type='hidden' id='answerType197984' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197984[]' id='textarea_q_197984' 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-11' style=';'><div id='questionWrap-11'  class='   watupro-question-id-197985'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>11. <\/span>Topic 2, Litware, inc. <br \/>\r<br><br \/>\r<br>Case study <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. owns and operates 300 convenience stores across the US. The company sells a variety of packaged foods and drinks, as well as a variety of prepared foods, such as sandwiches and pizzas. <br \/>\r<br><br \/>\r<br>Litware has a loyalty club whereby members can get daily discounts on specific items by providing their membership number at checkout. <br \/>\r<br><br \/>\r<br>Litware employs business analysts who prefer to analyze data by using Microsoft Power BI, and data scientists who prefer analyzing data in Azure Databricks notebooks. <br \/>\r<br><br \/>\r<br>Requirements <br \/>\r<br>Business Goals <br \/>\r<br>Litware wants to create a new analytics environment in Azure to meet the following requirements: <br \/>\r<br>&#10001; See inventory levels across the stores. Data must be updated as close to real time as possible. <br \/>\r<br>&#10001; Execute ad hoc analytical queries on historical data to identify whether the loyalty club discounts increase sales of the discounted products. <br \/>\r<br>&#10001; Every four hours, notify store employees about how many prepared food items to produce based on historical demand from the sales data. <br \/>\r<br><br \/>\r<br>Technical Requirements <br \/>\r<br>Litware identifies the following technical requirements: <br \/>\r<br>&#10001; Minimize the number of different Azure services needed to achieve the business goals. <br \/>\r<br>&#10001; Use platform as a service (PaaS) offerings whenever possible and avoid having to provision virtual machines that must be managed by Litware. <br \/>\r<br>&#10001; Ensure that the analytical data store is accessible only to the company's on-premises network and Azure services. <br \/>\r<br>&#10001; Use Azure Active Directory (Azure AD) authentication whenever possible. <br \/>\r<br>&#10001; Use the principle of least privilege when designing security. <br \/>\r<br>&#10001; Stage Inventory data in Azure Data Lake Storage Gen2 before loading the data into the analytical data store. Litware wants to remove transient data from Data Lake Storage once the data is no longer in use. Files that have a modified date that is older than 14 days must be removed. <br \/>\r<br>&#10001; Limit the business analysts' access to customer contact information, such as phone numbers, because this type of data is not analytically relevant. <br \/>\r<br>&#10001; Ensure that you can quickly restore a copy of the analytical data store within one hour in the event of corruption or accidental deletion. <br \/>\r<br><br \/>\r<br>Planned Environment <br \/>\r<br>Litware plans to implement the following environment: <br \/>\r<br>&#10001; The application development team will create an Azure event hub to receive real-time sales data, including store number, date, time, product ID, customer loyalty number, price, and discount amount, from the point of sale (POS) system and output the data to data storage in Azure. <br \/>\r<br>&#10001; Customer data, including name, contact information, and loyalty number, comes from Salesforce, a SaaS application, and can be imported into Azure once every eight hours. Row modified dates are not trusted in the source table. <br \/>\r<br>&#10001; Product data, including product ID, name, and category, comes from Salesforce and can be imported into Azure once every eight hours. Row modified dates are not trusted in the source table. <br \/>\r<br>&#10001; Daily inventory data comes from a Microsoft SQL server located on a private network. <br \/>\r<br>&#10001; Litware currently has 5 TB of historical sales data and 100 GB of customer data. The company expects approximately 100 GB of new data per month for the next year. <br \/>\r<br>&#10001; Litware will build a custom application named FoodPrep to provide store employees with the calculation results of how many prepared food items to produce every four hours. <br \/>\r<br>&#10001; Litware does not plan to implement Azure ExpressRoute or a VPN between the on-premises network and Azure. <br \/>\r<br><br \/>\r<br>What should you do to improve high availability of the real-time data processing solution?<\/div><input type='hidden' name='question_id[]' id='qID_11' value='197985' \/><input type='hidden' id='answerType197985' 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-197985[]' id='answer-id-793896' class='answer   answerof-197985 ' value='793896'   \/><label for='answer-id-793896' id='answer-label-793896' class=' answer'><span>Deploy identical Azure Stream Analytics jobs to paired regions in Azure.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197985[]' id='answer-id-793897' class='answer   answerof-197985 ' value='793897'   \/><label for='answer-id-793897' id='answer-label-793897' class=' answer'><span>Deploy a High Concurrency Databricks cluster.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197985[]' id='answer-id-793898' class='answer   answerof-197985 ' value='793898'   \/><label for='answer-id-793898' id='answer-label-793898' class=' answer'><span>Deploy an Azure Stream Analytics job and use an Azure Automation runbook to check the status of the job and to start the job if it stops.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197985[]' id='answer-id-793899' class='answer   answerof-197985 ' value='793899'   \/><label for='answer-id-793899' id='answer-label-793899' class=' answer'><span>Set Data Lake Storage to use geo-redundant storage (GRS).<\/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-197986'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>12. <\/span>HOTSPOT <br \/>\r<br>Which Azure Data Factory components should you recommend using together to import the daily inventory data from the SQL server to Azure Data Lake Storage? 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=573 height=421 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image015-16.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_12' value='197986' \/><input type='hidden' id='answerType197986' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197986[]' id='textarea_q_197986' 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-13' style=';'><div id='questionWrap-13'  class='   watupro-question-id-197987'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>13. <\/span>Topic 3, Mix Questions <br \/>\r<br><br \/>\r<br>You create an Azure Databricks cluster and specify an additional library to install. <br \/>\r<br>When you attempt to load the library to a notebook, the library in not found. <br \/>\r<br>You need to identify the cause of the issue. <br \/>\r<br>What should you review?<\/div><input type='hidden' name='question_id[]' id='qID_13' value='197987' \/><input type='hidden' id='answerType197987' 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-197987[]' id='answer-id-793901' class='answer   answerof-197987 ' value='793901'   \/><label for='answer-id-793901' id='answer-label-793901' class=' answer'><span>notebook logs<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197987[]' id='answer-id-793902' class='answer   answerof-197987 ' value='793902'   \/><label for='answer-id-793902' id='answer-label-793902' class=' answer'><span>cluster event logs<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197987[]' id='answer-id-793903' class='answer   answerof-197987 ' value='793903'   \/><label for='answer-id-793903' id='answer-label-793903' class=' answer'><span>global init scripts logs<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197987[]' id='answer-id-793904' class='answer   answerof-197987 ' value='793904'   \/><label for='answer-id-793904' id='answer-label-793904' class=' answer'><span>workspace logs<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-14' style=';'><div id='questionWrap-14'  class='   watupro-question-id-197988'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>14. <\/span>You are designing a statistical analysis solution that will use custom proprietary1 Python functions on near real-time data from Azure Event Hubs. <br \/>\r<br>You need to recommend which Azure service to use to perform the statistical analysis. The solution must minimize latency. <br \/>\r<br>What should you recommend?<\/div><input type='hidden' name='question_id[]' id='qID_14' value='197988' \/><input type='hidden' id='answerType197988' 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-197988[]' id='answer-id-793905' class='answer   answerof-197988 ' value='793905'   \/><label for='answer-id-793905' id='answer-label-793905' class=' answer'><span>Azure Stream Analytics<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197988[]' id='answer-id-793906' class='answer   answerof-197988 ' value='793906'   \/><label for='answer-id-793906' id='answer-label-793906' class=' answer'><span>Azure SQL Database<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197988[]' id='answer-id-793907' class='answer   answerof-197988 ' value='793907'   \/><label for='answer-id-793907' id='answer-label-793907' class=' answer'><span>Azure Databricks<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197988[]' id='answer-id-793908' class='answer   answerof-197988 ' value='793908'   \/><label for='answer-id-793908' id='answer-label-793908' class=' answer'><span>Azure Synapse Analytics<\/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-197989'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>15. <\/span>You are designing a dimension table for a data warehouse. The table will track the value of the dimension attributes over time and preserve the history of the data by adding new rows as the data changes. <br \/>\r<br>Which type of slowly changing dimension (SCD) should use?<\/div><input type='hidden' name='question_id[]' id='qID_15' value='197989' \/><input type='hidden' id='answerType197989' 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-197989[]' id='answer-id-793909' class='answer   answerof-197989 ' value='793909'   \/><label for='answer-id-793909' id='answer-label-793909' class=' answer'><span>Type 0<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197989[]' id='answer-id-793910' class='answer   answerof-197989 ' value='793910'   \/><label for='answer-id-793910' id='answer-label-793910' class=' answer'><span>Type 1<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197989[]' id='answer-id-793911' class='answer   answerof-197989 ' value='793911'   \/><label for='answer-id-793911' id='answer-label-793911' class=' answer'><span>Type 2<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197989[]' id='answer-id-793912' class='answer   answerof-197989 ' value='793912'   \/><label for='answer-id-793912' id='answer-label-793912' class=' answer'><span>Type 3<\/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-197990'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>16. <\/span>A company plans to use Apache Spark analytics to analyze intrusion detection data. <br \/>\r<br>You need to recommend a solution to analyze network and system activity data for malicious activities and policy violations. The solution must minimize administrative efforts. <br \/>\r<br>What should you recommend?<\/div><input type='hidden' name='question_id[]' id='qID_16' value='197990' \/><input type='hidden' id='answerType197990' 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-197990[]' id='answer-id-793913' class='answer   answerof-197990 ' value='793913'   \/><label for='answer-id-793913' id='answer-label-793913' class=' answer'><span>Azure Data Lake Storage<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197990[]' id='answer-id-793914' class='answer   answerof-197990 ' value='793914'   \/><label for='answer-id-793914' id='answer-label-793914' class=' answer'><span>Azure Databncks<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197990[]' id='answer-id-793915' class='answer   answerof-197990 ' value='793915'   \/><label for='answer-id-793915' id='answer-label-793915' class=' answer'><span>Azure HDInsight<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197990[]' id='answer-id-793916' class='answer   answerof-197990 ' value='793916'   \/><label for='answer-id-793916' id='answer-label-793916' class=' answer'><span>Azure Data Factory<\/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-197991'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>17. <\/span>You are designing a solution that will copy Parquet files stored in an Azure Blob storage account to an Azure Data Lake Storage Gen2 account. <br \/>\r<br>The data will be loaded daily to the data lake and will use a folder structure of {Year}\/{Month}\/{Day}\/. <br \/>\r<br>You need to design a daily Azure Data Factory data load to minimize the data transfer between the two <br \/>\r<br>accounts. <br \/>\r<br>Which two configurations should you include in the design? 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_17' value='197991' \/><input type='hidden' id='answerType197991' 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-197991[]' id='answer-id-793917' class='answer   answerof-197991 ' value='793917'   \/><label for='answer-id-793917' id='answer-label-793917' class=' answer'><span>Delete the files in the destination before loading new data.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-197991[]' id='answer-id-793918' class='answer   answerof-197991 ' value='793918'   \/><label for='answer-id-793918' id='answer-label-793918' class=' answer'><span>Filter by the last modified date of the source files.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-197991[]' id='answer-id-793919' class='answer   answerof-197991 ' value='793919'   \/><label for='answer-id-793919' id='answer-label-793919' class=' answer'><span>Delete the source files after they are copied.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-197991[]' id='answer-id-793920' class='answer   answerof-197991 ' value='793920'   \/><label for='answer-id-793920' id='answer-label-793920' class=' answer'><span>Specify a file naming pattern for the destination.<\/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-197992'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>18. <\/span>HOTSPOT <br \/>\r<br>You have an Azure subscription that contains a logical Microsoft SQL server named Server1. Server1 hosts an Azure Synapse Analytics SQL dedicated pool named Pool1. <br \/>\r<br>You need to recommend a Transparent Data Encryption (TDE) solution for Server1. <br \/>\r<br>The solution must meet the following requirements: <br \/>\r<br>&#10001; Track the usage of encryption keys. <br \/>\r<br>&#10001; Maintain the access of client apps to Pool1 in the event of an Azure datacenter outage that affects the availability of the encryption keys. <br \/>\r<br>What should you include in the recommendation? 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=650 height=304 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image017-15.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_18' value='197992' \/><input type='hidden' id='answerType197992' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197992[]' id='textarea_q_197992' 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-197993'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>19. <\/span>CORRECT TEXT <br \/>\r<br>The storage account container view is shown in the Refdata exhibit. (Click the Refdata tab.) You need to configure the Stream Analytics job to pick up the new reference data . <br \/>\r<br>What should you configure? 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=302 height=78 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image019-15.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_19' value='197993' \/><input type='hidden' id='answerType197993' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197993[]' id='textarea_q_197993' 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-20' style=';'><div id='questionWrap-20'  class='   watupro-question-id-197994'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>20. <\/span>Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution. <br \/>\r<br>After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen. <br \/>\r<br>You plan to create an Azure Databricks workspace that has a tiered structure. <br \/>\r<br>The workspace will contain the following three workloads: <br \/>\r<br>&#10001; A workload for data engineers who will use Python and SQL. <br \/>\r<br>&#10001; A workload for jobs that will run notebooks that use Python, Scala, and SOL. <br \/>\r<br>&#10001; A workload that data scientists will use to perform ad hoc analysis in Scala and R. <br \/>\r<br>The enterprise architecture team at your company identifies the following standards for Databricks environments: <br \/>\r<br>&#10001; The data engineers must share a cluster. <br \/>\r<br>&#10001; The job cluster will be managed by using a request process whereby data scientists and data engineers provide packaged notebooks for deployment to the cluster. <br \/>\r<br>&#10001; All the data scientists must be assigned their own cluster that terminates automatically after 120 minutes of inactivity. Currently, there are three data scientists. <br \/>\r<br>You need to create the Databricks clusters for the workloads. <br \/>\r<br>Solution: You create a Standard cluster for each data scientist, a High Concurrency cluster for the data engineers, and a Standard cluster for the jobs. <br \/>\r<br>Does this meet the goal?<\/div><input type='hidden' name='question_id[]' id='qID_20' value='197994' \/><input type='hidden' id='answerType197994' 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-197994[]' id='answer-id-793923' class='answer   answerof-197994 ' value='793923'   \/><label for='answer-id-793923' id='answer-label-793923' class=' answer'><span>Yes<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197994[]' id='answer-id-793924' class='answer   answerof-197994 ' value='793924'   \/><label for='answer-id-793924' id='answer-label-793924' class=' answer'><span>No<\/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-197995'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>21. <\/span>You plan to create an Azure Synapse Analytics dedicated SQL pool. <br \/>\r<br>You need to minimize the time it takes to identify queries that return confidential information as defined by the company's data privacy regulations and the users who executed the queues. <br \/>\r<br>Which two components should you include in the solution? 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_21' value='197995' \/><input type='hidden' id='answerType197995' 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-197995[]' id='answer-id-793925' class='answer   answerof-197995 ' value='793925'   \/><label for='answer-id-793925' id='answer-label-793925' class=' answer'><span>sensitivity-classification labels applied to columns that contain confidential information<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-197995[]' id='answer-id-793926' class='answer   answerof-197995 ' value='793926'   \/><label for='answer-id-793926' id='answer-label-793926' class=' answer'><span>resource tags for databases that contain confidential information<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-197995[]' id='answer-id-793927' class='answer   answerof-197995 ' value='793927'   \/><label for='answer-id-793927' id='answer-label-793927' class=' answer'><span>audit logs sent to a Log Analytics workspace<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-197995[]' id='answer-id-793928' class='answer   answerof-197995 ' value='793928'   \/><label for='answer-id-793928' id='answer-label-793928' class=' answer'><span>dynamic data masking for columns that contain confidential information<\/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-197996'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>22. <\/span>You have an Azure Synapse Analytics dedicated SQL pool that contains a table named Table1. <br \/>\r<br>You have files that are ingested and loaded into an Azure Data Lake Storage Gen2 container named container1. <br \/>\r<br>You plan to insert data from the files into Table1 and azure Data Lake Storage Gen2 container named container1. <br \/>\r<br>You plan to insert data from the files into Table1 and transform the data. Each row of data in the files will produce one row in the serving layer of Table1. <br \/>\r<br>You need to ensure that when the source data files are loaded to container1, the DateTime is stored as an additional column in Table1. <br \/>\r<br>Solution: In an Azure Synapse Analytics pipeline, you use a data flow that contains a Derived Column transformation.<\/div><input type='hidden' name='question_id[]' id='qID_22' value='197996' \/><input type='hidden' id='answerType197996' 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-197996[]' id='answer-id-793929' class='answer   answerof-197996 ' value='793929'   \/><label for='answer-id-793929' id='answer-label-793929' class=' answer'><span>Yes<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197996[]' id='answer-id-793930' class='answer   answerof-197996 ' value='793930'   \/><label for='answer-id-793930' id='answer-label-793930' class=' answer'><span>No<\/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-197997'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>23. <\/span>You have an Azure Synapse Analytics dedicated SQL Pool1. Pool1 contains a partitioned fact table named dbo.Sales and a staging table named stg.Sales that has the matching table and partition definitions. <br \/>\r<br>You need to overwrite the content of the first partition in dbo.Sales with the content of the same partition in stg.Sales. The solution must minimize load times. <br \/>\r<br>What should you do?<\/div><input type='hidden' name='question_id[]' id='qID_23' value='197997' \/><input type='hidden' id='answerType197997' 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-197997[]' id='answer-id-793931' class='answer   answerof-197997 ' value='793931'   \/><label for='answer-id-793931' id='answer-label-793931' class=' answer'><span>Switch the first partition from dbo.Sales to stg.Sales.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197997[]' id='answer-id-793932' class='answer   answerof-197997 ' value='793932'   \/><label for='answer-id-793932' id='answer-label-793932' class=' answer'><span>Switch the first partition from stg.Sales to dbo. Sales.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197997[]' id='answer-id-793933' class='answer   answerof-197997 ' value='793933'   \/><label for='answer-id-793933' id='answer-label-793933' class=' answer'><span>Update dbo.Sales from stg.Sales.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197997[]' id='answer-id-793934' class='answer   answerof-197997 ' value='793934'   \/><label for='answer-id-793934' id='answer-label-793934' class=' answer'><span>Insert the data from stg.Sales into dbo.Sales.<\/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-197998'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>24. <\/span>Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution. <br \/>\r<br>After you answer a question in this scenario, you will NOT be able to return to it. As a result, these questions will not appear in the review screen. <br \/>\r<br>You have an Azure Storage account that contains 100 GB of files. The files contain text and numerical values. 75% of the rows contain description data that has an average length of 1.1 MB. <br \/>\r<br>You plan to copy the data from the storage account to an Azure SQL data warehouse. <br \/>\r<br>You need to prepare the files to ensure that the data copies quickly. <br \/>\r<br>Solution: You modify the files to ensure that each row is more than 1 MB. <br \/>\r<br>Does this meet the goal?<\/div><input type='hidden' name='question_id[]' id='qID_24' value='197998' \/><input type='hidden' id='answerType197998' 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-197998[]' id='answer-id-793935' class='answer   answerof-197998 ' value='793935'   \/><label for='answer-id-793935' id='answer-label-793935' class=' answer'><span>Yes<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-197998[]' id='answer-id-793936' class='answer   answerof-197998 ' value='793936'   \/><label for='answer-id-793936' id='answer-label-793936' class=' answer'><span>No<\/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-197999'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>25. <\/span>HOTSPOT <br \/>\r<br>You have a data model that you plan to implement in a data warehouse in Azure Synapse Analytics as shown in the following exhibit. <br \/>\r<br><br><img decoding=\"async\" width=624 height=362 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image023-12.jpg\"><br><br \/>\r<br>All the dimension tables will be less than 2 GB after compression, and the fact table will be approximately 6 TB. <br \/>\r<br>Which type of table should you use for each table? 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=480 height=609 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image024-11.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_25' value='197999' \/><input type='hidden' id='answerType197999' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-197999[]' id='textarea_q_197999' 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-26' style=';'><div id='questionWrap-26'  class='   watupro-question-id-198000'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>26. <\/span>You use Azure Stream Analytics to receive Twitter data from Azure Event Hubs and to output the data to an Azure Blob storage account. <br \/>\r<br>You need to output the count of tweets during the last five minutes every five minutes. Each tweet must only be counted once. <br \/>\r<br>Which windowing function should you use?<\/div><input type='hidden' name='question_id[]' id='qID_26' value='198000' \/><input type='hidden' id='answerType198000' 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-198000[]' id='answer-id-793938' class='answer   answerof-198000 ' value='793938'   \/><label for='answer-id-793938' id='answer-label-793938' class=' answer'><span>a five-minute Session window<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198000[]' id='answer-id-793939' class='answer   answerof-198000 ' value='793939'   \/><label for='answer-id-793939' id='answer-label-793939' class=' answer'><span>a five-minute Sliding window<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198000[]' id='answer-id-793940' class='answer   answerof-198000 ' value='793940'   \/><label for='answer-id-793940' id='answer-label-793940' class=' answer'><span>a five-minute Tumbling window<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198000[]' id='answer-id-793941' class='answer   answerof-198000 ' value='793941'   \/><label for='answer-id-793941' id='answer-label-793941' class=' answer'><span>a five-minute Hopping window that has one-minute hop<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-27' style=';'><div id='questionWrap-27'  class='   watupro-question-id-198001'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>27. <\/span>DRAG DROP <br \/>\r<br>You need to create an Azure Data Factory pipeline to process data for the following three departments at your company: Ecommerce, retail, and wholesale. The solution must ensure that data can also be processed for the entire company. <br \/>\r<br>How should you complete the Data Factory data flow script? To answer, drag the appropriate values to the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content. NOTE: Each correct selection is worth one point. <br \/>\r<br><br><img decoding=\"async\" width=650 height=199 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image026-11.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_27' value='198001' \/><input type='hidden' id='answerType198001' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198001[]' id='textarea_q_198001' 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-28' style=';'><div id='questionWrap-28'  class='   watupro-question-id-198002'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>28. <\/span>You have an Azure Storage account and a data warehouse in Azure Synapse Analytics in the UK South region. <br \/>\r<br>You need to copy blob data from the storage account to the data warehouse by using Azure Data Factory. <br \/>\r<br>The solution must meet the following requirements: <br \/>\r<br>&#10001; Ensure that the data remains in the UK South region at all times. <br \/>\r<br>&#10001; Minimize administrative effort. <br \/>\r<br>Which type of integration runtime should you use?<\/div><input type='hidden' name='question_id[]' id='qID_28' value='198002' \/><input type='hidden' id='answerType198002' 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-198002[]' id='answer-id-793943' class='answer   answerof-198002 ' value='793943'   \/><label for='answer-id-793943' id='answer-label-793943' class=' answer'><span>Azure integration runtime<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198002[]' id='answer-id-793944' class='answer   answerof-198002 ' value='793944'   \/><label for='answer-id-793944' id='answer-label-793944' class=' answer'><span>Azure-SSIS integration runtime<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198002[]' id='answer-id-793945' class='answer   answerof-198002 ' value='793945'   \/><label for='answer-id-793945' id='answer-label-793945' class=' answer'><span>Self-hosted integration runtime<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-29' style=';'><div id='questionWrap-29'  class='   watupro-question-id-198003'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>29. <\/span>You have the following Azure Data Factory pipelines <br \/>\r<br>&#8226; ingest Data from System 1 <br \/>\r<br>&#8226; Ingest Data from System2 <br \/>\r<br>&#8226; Populate Dimensions <br \/>\r<br>&#8226; Populate facts <br \/>\r<br>ingest Data from System1 and Ingest Data from System1 have no dependencies. Populate Dimensions must execute after Ingest Data from System1 and Ingest Data from System* Populate Facts must execute after the Populate Dimensions pipeline. All the pipelines must execute every eight hours. <br \/>\r<br>What should you do to schedule the pipelines for execution?<\/div><input type='hidden' name='question_id[]' id='qID_29' value='198003' \/><input type='hidden' id='answerType198003' 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-198003[]' id='answer-id-793946' class='answer   answerof-198003 ' value='793946'   \/><label for='answer-id-793946' id='answer-label-793946' class=' answer'><span>Add an event trigger to all four pipelines.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198003[]' id='answer-id-793947' class='answer   answerof-198003 ' value='793947'   \/><label for='answer-id-793947' id='answer-label-793947' class=' answer'><span>Create a parent pipeline that contains the four pipelines and use an event trigger.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198003[]' id='answer-id-793948' class='answer   answerof-198003 ' value='793948'   \/><label for='answer-id-793948' id='answer-label-793948' class=' answer'><span>Create a parent pipeline that contains the four pipelines and use a schedule trigger.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198003[]' id='answer-id-793949' class='answer   answerof-198003 ' value='793949'   \/><label for='answer-id-793949' id='answer-label-793949' class=' answer'><span>Add a schedule trigger to all four pipelines.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-30' style=';'><div id='questionWrap-30'  class='   watupro-question-id-198004'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>30. <\/span>You are designing an enterprise data warehouse in Azure Synapse Analytics that will contain a table named Customers. Customers will contain credit card information. <br \/>\r<br>You need to recommend a solution to provide salespeople with the ability to view all the entries in Customers. <br \/>\r<br>The solution must prevent all the salespeople from viewing or inferring the credit card information. <br \/>\r<br>What should you include in the recommendation?<\/div><input type='hidden' name='question_id[]' id='qID_30' value='198004' \/><input type='hidden' id='answerType198004' 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-198004[]' id='answer-id-793950' class='answer   answerof-198004 ' value='793950'   \/><label for='answer-id-793950' id='answer-label-793950' class=' answer'><span>data masking<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198004[]' id='answer-id-793951' class='answer   answerof-198004 ' value='793951'   \/><label for='answer-id-793951' id='answer-label-793951' class=' answer'><span>Always Encrypted<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198004[]' id='answer-id-793952' class='answer   answerof-198004 ' value='793952'   \/><label for='answer-id-793952' id='answer-label-793952' class=' answer'><span>column-level security<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198004[]' id='answer-id-793953' class='answer   answerof-198004 ' value='793953'   \/><label for='answer-id-793953' id='answer-label-793953' class=' answer'><span>row-level security<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-31' style=';'><div id='questionWrap-31'  class='   watupro-question-id-198005'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>31. <\/span>You have an Azure Synapse Analytics serverless SQL pool named Pool1 and an Azure Data Lake Storage Gen2 account named storage1. The AllowedBlobpublicAccess porperty is disabled for storage1. <br \/>\r<br>You need to create an external data source that can be used by Azure Active Directory (Azure AD) users to access storage1 from Pool1. <br \/>\r<br>What should you create first?<\/div><input type='hidden' name='question_id[]' id='qID_31' value='198005' \/><input type='hidden' id='answerType198005' 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-198005[]' id='answer-id-793954' class='answer   answerof-198005 ' value='793954'   \/><label for='answer-id-793954' id='answer-label-793954' class=' answer'><span>an external resource pool<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198005[]' id='answer-id-793955' class='answer   answerof-198005 ' value='793955'   \/><label for='answer-id-793955' id='answer-label-793955' class=' answer'><span>a remote service binding<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198005[]' id='answer-id-793956' class='answer   answerof-198005 ' value='793956'   \/><label for='answer-id-793956' id='answer-label-793956' class=' answer'><span>database scoped credentials<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198005[]' id='answer-id-793957' class='answer   answerof-198005 ' value='793957'   \/><label for='answer-id-793957' id='answer-label-793957' class=' answer'><span>an external library<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-32' style=';'><div id='questionWrap-32'  class='   watupro-question-id-198006'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>32. <\/span>HOTSPOT <br \/>\r<br>You are processing streaming data from vehicles that pass through a toll booth. <br \/>\r<br>You need to use Azure Stream Analytics to return the license plate, vehicle make, and hour the last vehicle passed during each 10-minute window. <br \/>\r<br>How should you complete the query? 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=563 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image028-11.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_32' value='198006' \/><input type='hidden' id='answerType198006' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198006[]' id='textarea_q_198006' 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-33' style=';'><div id='questionWrap-33'  class='   watupro-question-id-198007'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>33. <\/span>HOTSPOT <br \/>\r<br>You have an on-premises data warehouse that includes the following fact tables. Both tables have the following columns: DateKey, ProductKey, RegionKey. There are 120 unique product keys and 65 unique region keys. <br \/>\r<br><br><img decoding=\"async\" width=650 height=133 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image030-10.jpg\"><br><br \/>\r<br>Queries that use the data warehouse take a long time to complete. <br \/>\r<br>You plan to migrate the solution to use Azure Synapse Analytics. You need to ensure that the Azure-based solution optimizes query performance and minimizes processing skew. <br \/>\r<br>What should you recommend? 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=563 height=334 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image031-10.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_33' value='198007' \/><input type='hidden' id='answerType198007' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198007[]' id='textarea_q_198007' 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-34' style=';'><div id='questionWrap-34'  class='   watupro-question-id-198008'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>34. <\/span>You have an Azure Factory instance named DF1 that contains a pipeline named PL1.PL1 includes a tumbling window trigger. <br \/>\r<br>You create five clones of PL1. You configure each clone pipeline to use a different data source. <br \/>\r<br>You need to ensure that the execution schedules of the clone pipeline match the execution schedule of PL1. <br \/>\r<br>What should you do?<\/div><input type='hidden' name='question_id[]' id='qID_34' value='198008' \/><input type='hidden' id='answerType198008' 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-198008[]' id='answer-id-793960' class='answer   answerof-198008 ' value='793960'   \/><label for='answer-id-793960' id='answer-label-793960' class=' answer'><span>Add a new trigger to each cloned pipeline<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198008[]' id='answer-id-793961' class='answer   answerof-198008 ' value='793961'   \/><label for='answer-id-793961' id='answer-label-793961' class=' answer'><span>Associate each cloned pipeline to an existing trigger.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198008[]' id='answer-id-793962' class='answer   answerof-198008 ' value='793962'   \/><label for='answer-id-793962' id='answer-label-793962' class=' answer'><span>Create a tumbling window trigger dependency for the trigger of PL1.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198008[]' id='answer-id-793963' class='answer   answerof-198008 ' value='793963'   \/><label for='answer-id-793963' id='answer-label-793963' class=' answer'><span>Modify the Concurrency setting of each pipeline.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-35' style=';'><div id='questionWrap-35'  class='   watupro-question-id-198009'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>35. <\/span>You configure monitoring for a Microsoft Azure SQL Data Warehouse implementation. The implementation uses PolyBase to load data from comma-separated value (CSV) files stored in Azure Data Lake Gen 2 using an external table. <br \/>\r<br>Files with an invalid schema cause errors to occur. <br \/>\r<br>You need to monitor for an invalid schema error. <br \/>\r<br>For which error should you monitor?<\/div><input type='hidden' name='question_id[]' id='qID_35' value='198009' \/><input type='hidden' id='answerType198009' 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-198009[]' id='answer-id-793964' class='answer   answerof-198009 ' value='793964'   \/><label for='answer-id-793964' id='answer-label-793964' class=' answer'><span>EXTERNAL TABLE access failed due to internal error: 'Java exception raised on call to HdfsBridge_Connect: Error [com.microsoft.polybase.client.KerberosSecureLogin] occurred while accessing external files.'<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198009[]' id='answer-id-793965' class='answer   answerof-198009 ' value='793965'   \/><label for='answer-id-793965' id='answer-label-793965' class=' answer'><span>EXTERNAL TABLE access failed due to internal error: 'Java exception raised on call to HdfsBridge_Connect: Error [No FileSystem for scheme: wasbs] occurred while accessing external file.'<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198009[]' id='answer-id-793966' class='answer   answerof-198009 ' value='793966'   \/><label for='answer-id-793966' id='answer-label-793966' class=' answer'><span>Cannot execute the query &quot;Remote Query&quot; against OLE DB provider &quot;SQLNCLI11&quot;: for linked server &quot;(null)&quot;, Query aborted- the maximum reject threshold (o rows) was reached while regarding from an external source: 1 rows rejected out of total 1 rows processed.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198009[]' id='answer-id-793967' class='answer   answerof-198009 ' value='793967'   \/><label for='answer-id-793967' id='answer-label-793967' class=' answer'><span>EXTERNAL TABLE access failed due to internal error: 'Java exception raised on call to HdfsBridge_Connect: Error [Unable to instantiate LoginClass] occurred while accessing external files.'<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-36' style=';'><div id='questionWrap-36'  class='   watupro-question-id-198010'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>36. <\/span>HOTSPOT <br \/>\r<br>You are implementing Azure Stream Analytics windowing functions. <br \/>\r<br>Which windowing function should you use for each requirement? 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=650 height=250 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image033-10.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_36' value='198010' \/><input type='hidden' id='answerType198010' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198010[]' id='textarea_q_198010' 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-37' style=';'><div id='questionWrap-37'  class='   watupro-question-id-198011'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>37. <\/span>HOTSPOT <br \/>\r<br>The following code segment is used to create an Azure Databricks cluster. <br \/>\r<br><br><img decoding=\"async\" width=610 height=442 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image035-9.jpg\"><br><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=600 height=214 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image036-8.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_37' value='198011' \/><input type='hidden' id='answerType198011' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198011[]' id='textarea_q_198011' 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-38' style=';'><div id='questionWrap-38'  class='   watupro-question-id-198012'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>38. <\/span>Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution. <br \/>\r<br>After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen. <br \/>\r<br>You are designing an Azure Stream Analytics solution that will analyze Twitter data. <br \/>\r<br>You need to count the tweets in each 10-second window. The solution must ensure that each tweet is counted only once. <br \/>\r<br>Solution: You use a hopping window that uses a hop size of 5 seconds and a window size 10 seconds. <br \/>\r<br>Does this meet the goal?<\/div><input type='hidden' name='question_id[]' id='qID_38' value='198012' \/><input type='hidden' id='answerType198012' 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-198012[]' id='answer-id-793970' class='answer   answerof-198012 ' value='793970'   \/><label for='answer-id-793970' id='answer-label-793970' class=' answer'><span>Yes<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198012[]' id='answer-id-793971' class='answer   answerof-198012 ' value='793971'   \/><label for='answer-id-793971' id='answer-label-793971' class=' answer'><span>No<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-39' style=';'><div id='questionWrap-39'  class='   watupro-question-id-198013'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>39. <\/span>You are designing a streaming data solution that will ingest variable volumes of data. <br \/>\r<br>You need to ensure that you can change the partition count after creation. <br \/>\r<br>Which service should you use to ingest the data?<\/div><input type='hidden' name='question_id[]' id='qID_39' value='198013' \/><input type='hidden' id='answerType198013' 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-198013[]' id='answer-id-793972' class='answer   answerof-198013 ' value='793972'   \/><label for='answer-id-793972' id='answer-label-793972' class=' answer'><span>Azure Event Hubs Dedicated<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198013[]' id='answer-id-793973' class='answer   answerof-198013 ' value='793973'   \/><label for='answer-id-793973' id='answer-label-793973' class=' answer'><span>Azure Stream Analytics<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198013[]' id='answer-id-793974' class='answer   answerof-198013 ' value='793974'   \/><label for='answer-id-793974' id='answer-label-793974' class=' answer'><span>Azure Data Factory<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198013[]' id='answer-id-793975' class='answer   answerof-198013 ' value='793975'   \/><label for='answer-id-793975' id='answer-label-793975' class=' answer'><span>Azure Synapse Analytics<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-40' style=';'><div id='questionWrap-40'  class='   watupro-question-id-198014'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>40. <\/span>DRAG DROP <br \/>\r<br>You have an Azure Active Directory (Azure AD) tenant that contains a security group named Group1. You have an Azure Synapse Analytics dedicated SQL pool named dw1 that contains a schema named schema1. <br \/>\r<br>You need to grant Group1 read-only permissions to all the tables and views in schema1. <br \/>\r<br>The solution must use the principle of least privilege. <br \/>\r<br>Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order. NOTE: More than one order of answer choices is correct. You will receive credit for any of the correct orders you select. <br \/>\r<br><br><img decoding=\"async\" width=650 height=233 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image038-7.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_40' value='198014' \/><input type='hidden' id='answerType198014' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198014[]' id='textarea_q_198014' 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-41' style=';'><div id='questionWrap-41'  class='   watupro-question-id-198015'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>41. <\/span>You plan to implement an Azure Data Lake Gen2 storage account. <br \/>\r<br>You need to ensure that the data lake will remain available if a data center fails in the primary Azure region. <br \/>\r<br>The solution must minimize costs. <br \/>\r<br>Which type of replication should you use for the storage account?<\/div><input type='hidden' name='question_id[]' id='qID_41' value='198015' \/><input type='hidden' id='answerType198015' 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-198015[]' id='answer-id-793977' class='answer   answerof-198015 ' value='793977'   \/><label for='answer-id-793977' id='answer-label-793977' class=' answer'><span>geo-redundant storage (GRS)<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198015[]' id='answer-id-793978' class='answer   answerof-198015 ' value='793978'   \/><label for='answer-id-793978' id='answer-label-793978' class=' answer'><span>zone-redundant storage (ZRS)<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198015[]' id='answer-id-793979' class='answer   answerof-198015 ' value='793979'   \/><label for='answer-id-793979' id='answer-label-793979' class=' answer'><span>locally-redundant storage (LRS)<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198015[]' id='answer-id-793980' class='answer   answerof-198015 ' value='793980'   \/><label for='answer-id-793980' id='answer-label-793980' class=' answer'><span>geo-zone-redundant storage (GZRS)<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-42' style=';'><div id='questionWrap-42'  class='   watupro-question-id-198016'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>42. <\/span>You are designing the folder structure for an Azure Data Lake Storage Gen2 account. <br \/>\r<br>You identify the following usage patterns: <br \/>\r<br>&#8226; Users will query data by using Azure Synapse Analytics serverless SQL pools and Azure Synapse Analytics serverless Apache Spark pods. <br \/>\r<br>&#8226; Most queries will include a filter on the current year or week. <br \/>\r<br>&#8226; Data will be secured by data source. <br \/>\r<br>You need to recommend a folder structure that meets the following requirements: <br \/>\r<br>&#8226; Supports the usage patterns <br \/>\r<br>&#8226; Simplifies folder security <br \/>\r<br>&#8226; Minimizes query times <br \/>\r<br>Which folder structure should you recommend?<\/div><input type='hidden' name='question_id[]' id='qID_42' value='198016' \/><input type='hidden' id='answerType198016' 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-198016[]' id='answer-id-793981' class='answer   answerof-198016 ' value='793981'   \/><label for='answer-id-793981' id='answer-label-793981' class=' answer'><span>YYYYYWWDataSourceSubjectAreaFileData_YYYY_MM_D<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198016[]' id='answer-id-793982' class='answer   answerof-198016 ' value='793982'   \/><label for='answer-id-793982' id='answer-label-793982' class=' answer'><span>parquet<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198016[]' id='answer-id-793983' class='answer   answerof-198016 ' value='793983'   \/><label for='answer-id-793983' id='answer-label-793983' class=' answer'><span>DataSourceSubjectAreaWWYYYYFileData_YYYY_MM_D<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198016[]' id='answer-id-793984' class='answer   answerof-198016 ' value='793984'   \/><label for='answer-id-793984' id='answer-label-793984' class=' answer'><span>parquet<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198016[]' id='answer-id-793985' class='answer   answerof-198016 ' value='793985'   \/><label for='answer-id-793985' id='answer-label-793985' class=' answer'><span>DataSourceSubjectAreaYYYYWWFileData_YYYY_MM_D<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198016[]' id='answer-id-793986' class='answer   answerof-198016 ' value='793986'   \/><label for='answer-id-793986' id='answer-label-793986' class=' answer'><span>parquet<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198016[]' id='answer-id-793987' class='answer   answerof-198016 ' value='793987'   \/><label for='answer-id-793987' id='answer-label-793987' class=' answer'><span>DataSourceSubjectAreaYYYY-WWFileData_YYYY_MM_D<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198016[]' id='answer-id-793988' class='answer   answerof-198016 ' value='793988'   \/><label for='answer-id-793988' id='answer-label-793988' class=' answer'><span>parquet<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198016[]' id='answer-id-793989' class='answer   answerof-198016 ' value='793989'   \/><label for='answer-id-793989' id='answer-label-793989' class=' answer'><span>WWYYYYSubjectAreaDataSourceFileData_YYYY_MM_D<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198016[]' id='answer-id-793990' class='answer   answerof-198016 ' value='793990'   \/><label for='answer-id-793990' id='answer-label-793990' class=' answer'><span>parquet<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-43' style=';'><div id='questionWrap-43'  class='   watupro-question-id-198017'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>43. <\/span>You plan to create an Azure Data Factory pipeline that will include a mapping data flow. <br \/>\r<br>You have JSON data containing objects that have nested arrays. <br \/>\r<br>You need to transform the JSON-formatted data into a tabular dataset. The dataset must have one tow for each item in the arrays. <br \/>\r<br>Which transformation method should you use in the mapping data flow?<\/div><input type='hidden' name='question_id[]' id='qID_43' value='198017' \/><input type='hidden' id='answerType198017' 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-198017[]' id='answer-id-793991' class='answer   answerof-198017 ' value='793991'   \/><label for='answer-id-793991' id='answer-label-793991' class=' answer'><span>unpivot<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198017[]' id='answer-id-793992' class='answer   answerof-198017 ' value='793992'   \/><label for='answer-id-793992' id='answer-label-793992' class=' answer'><span>flatten<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198017[]' id='answer-id-793993' class='answer   answerof-198017 ' value='793993'   \/><label for='answer-id-793993' id='answer-label-793993' class=' answer'><span>new branch<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198017[]' id='answer-id-793994' class='answer   answerof-198017 ' value='793994'   \/><label for='answer-id-793994' id='answer-label-793994' class=' answer'><span>alter row<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-44' style=';'><div id='questionWrap-44'  class='   watupro-question-id-198018'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>44. <\/span>You need to schedule an Azure Data Factory pipeline to execute when a new file arrives in an Azure Data Lake Storage Gen2 container. <br \/>\r<br>Which type of trigger should you use?<\/div><input type='hidden' name='question_id[]' id='qID_44' value='198018' \/><input type='hidden' id='answerType198018' 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-198018[]' id='answer-id-793995' class='answer   answerof-198018 ' value='793995'   \/><label for='answer-id-793995' id='answer-label-793995' class=' answer'><span>on-demand<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198018[]' id='answer-id-793996' class='answer   answerof-198018 ' value='793996'   \/><label for='answer-id-793996' id='answer-label-793996' class=' answer'><span>tumbling window<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198018[]' id='answer-id-793997' class='answer   answerof-198018 ' value='793997'   \/><label for='answer-id-793997' id='answer-label-793997' class=' answer'><span>schedule<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198018[]' id='answer-id-793998' class='answer   answerof-198018 ' value='793998'   \/><label for='answer-id-793998' id='answer-label-793998' class=' answer'><span>event<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-45' style=';'><div id='questionWrap-45'  class='   watupro-question-id-198019'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>45. <\/span>HOTSPOT <br \/>\r<br>You have an Azure SQL database named Database1 and two Azure event hubs named HubA and HubB. <br \/>\r<br>The data consumed from each source is shown in the following table. <br \/>\r<br><br><img decoding=\"async\" width=395 height=208 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image040-6.jpg\"><br><br \/>\r<br>You need to implement Azure Stream Analytics to calculate the average fare per mile by driver. <br \/>\r<br>How should you configure the Stream Analytics input for each source? 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=287 height=291 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image041-6.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_45' value='198019' \/><input type='hidden' id='answerType198019' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198019[]' id='textarea_q_198019' 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-46' style=';'><div id='questionWrap-46'  class='   watupro-question-id-198020'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>46. <\/span>HOTSPOT <br \/>\r<br>Which Azure Data Factory components should you recommend using together to import the daily inventory data from the SQL server to Azure Data Lake Storage? To answer, <br \/>\r<br>select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. <br \/>\r<br><br><img decoding=\"async\" width=479 height=216 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image043-5.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_46' value='198020' \/><input type='hidden' id='answerType198020' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198020[]' id='textarea_q_198020' 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-47' style=';'><div id='questionWrap-47'  class='   watupro-question-id-198021'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>47. <\/span>HOTSPOT <br \/>\r<br>You develop a dataset named DBTBL1 by using Azure Databricks. <br \/>\r<br>DBTBL1 contains the following columns: <br \/>\r<br>&#10001; SensorTypeID <br \/>\r<br>&#10001; GeographyRegionID <br \/>\r<br>&#10001; Year <br \/>\r<br>&#10001; Month <br \/>\r<br>&#10001; Day <br \/>\r<br>&#10001; Hour <br \/>\r<br>&#10001; Minute <br \/>\r<br>&#10001; Temperature <br \/>\r<br>&#10001; WindSpeed <br \/>\r<br>&#10001; Other <br \/>\r<br>You need to store the data to support daily incremental load pipelines that vary for each Geography Region ID. The solution must minimize storage costs. <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=649 height=328 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image045-5.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_47' value='198021' \/><input type='hidden' id='answerType198021' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198021[]' id='textarea_q_198021' 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-48' style=';'><div id='questionWrap-48'  class='   watupro-question-id-198022'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>48. <\/span>You plan to ingest streaming social media data by using Azure Stream Analytics. The data will be stored in files in Azure Data Lake Storage, and then consumed by using Azure Datiabricks and PolyBase in Azure Synapse Analytics. <br \/>\r<br>You need to recommend a Stream Analytics data output format to ensure that the queries from Databricks and PolyBase against the files encounter the fewest possible errors. The solution must ensure that the tiles can be queried quickly and that the data type information is retained. <br \/>\r<br>What should you recommend?<\/div><input type='hidden' name='question_id[]' id='qID_48' value='198022' \/><input type='hidden' id='answerType198022' 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-198022[]' id='answer-id-794002' class='answer   answerof-198022 ' value='794002'   \/><label for='answer-id-794002' id='answer-label-794002' class=' answer'><span>Parquet<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198022[]' id='answer-id-794003' class='answer   answerof-198022 ' value='794003'   \/><label for='answer-id-794003' id='answer-label-794003' class=' answer'><span>Avro<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198022[]' id='answer-id-794004' class='answer   answerof-198022 ' value='794004'   \/><label for='answer-id-794004' id='answer-label-794004' class=' answer'><span>CSV<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198022[]' id='answer-id-794005' class='answer   answerof-198022 ' value='794005'   \/><label for='answer-id-794005' id='answer-label-794005' class=' answer'><span>JSON<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-49' style=';'><div id='questionWrap-49'  class='   watupro-question-id-198023'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>49. <\/span>HOTSPOT <br \/>\r<br>You are planning the deployment of Azure Data Lake Storage Gen2. <br \/>\r<br>You have the following two reports that will access the data lake: <br \/>\r<br>&#10001; Report1: Reads three columns from a file that contains 50 columns. <br \/>\r<br>&#10001; Report2: Queries a single record based on a timestamp. <br \/>\r<br>You need to recommend in which format to store the data in the data lake to support the reports. The solution must minimize read times. <br \/>\r<br>What should you recommend for each report? 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=264 height=331 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image047-5.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_49' value='198023' \/><input type='hidden' id='answerType198023' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198023[]' id='textarea_q_198023' 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-50' style=';'><div id='questionWrap-50'  class='   watupro-question-id-198024'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>50. <\/span>You need to implement a Type 3 slowly changing dimension (SCD) for product category data in an Azure Synapse Analytics dedicated SQL pool. <br \/>\r<br>You have a table that was created by using the following Transact-SQL statement. <br \/>\r<br><br><img decoding=\"async\" width=416 height=213 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image049-3.jpg\"><br><br \/>\r<br>Which two columns should you add to the 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_50' value='198024' \/><input type='hidden' id='answerType198024' 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-198024[]' id='answer-id-794007' class='answer   answerof-198024 ' value='794007'   \/><label for='answer-id-794007' id='answer-label-794007' class=' answer'><span>[EffectiveScarcDate] [datetime] NOT NULL,<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-198024[]' id='answer-id-794008' class='answer   answerof-198024 ' value='794008'   \/><label for='answer-id-794008' id='answer-label-794008' class=' answer'><span>[CurrentProduccCacegory] [nvarchar] (100) NOT NULL,<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-198024[]' id='answer-id-794009' class='answer   answerof-198024 ' value='794009'   \/><label for='answer-id-794009' id='answer-label-794009' class=' answer'><span>[EffectiveEndDace] [dacecime] NULL,<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-198024[]' id='answer-id-794010' class='answer   answerof-198024 ' value='794010'   \/><label for='answer-id-794010' id='answer-label-794010' class=' answer'><span>[ProductCategory] [nvarchar] (100) NOT NULL,<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-198024[]' id='answer-id-794011' class='answer   answerof-198024 ' value='794011'   \/><label for='answer-id-794011' id='answer-label-794011' class=' answer'><span>[OriginalProduccCacegory] [nvarchar] (100) NOT NULL,<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-51' style=';'><div id='questionWrap-51'  class='   watupro-question-id-198025'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>51. <\/span>Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution. <br \/>\r<br>After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen. <br \/>\r<br>You plan to create an Azure Databricks workspace that has a tiered structure. <br \/>\r<br>The workspace will contain the following three workloads: <br \/>\r<br>&#10001; A workload for data engineers who will use Python and SQL. <br \/>\r<br>&#10001; A workload for jobs that will run notebooks that use Python, Scala, and SOL. <br \/>\r<br>&#10001; A workload that data scientists will use to perform ad hoc analysis in Scala and R. <br \/>\r<br>The enterprise architecture team at your company identifies the following standards for Databricks environments: <br \/>\r<br>&#10001; The data engineers must share a cluster. <br \/>\r<br>&#10001; The job cluster will be managed by using a request process whereby data scientists and data engineers provide packaged notebooks for deployment to the cluster. <br \/>\r<br>&#10001; All the data scientists must be assigned their own cluster that terminates automatically after 120 minutes of inactivity. Currently, there are three data scientists. <br \/>\r<br>You need to create the Databricks clusters for the workloads. <br \/>\r<br>Solution: You create a High Concurrency cluster for each data scientist, a High Concurrency cluster for the data engineers, and a Standard cluster for the jobs. <br \/>\r<br>Does this meet the goal?<\/div><input type='hidden' name='question_id[]' id='qID_51' value='198025' \/><input type='hidden' id='answerType198025' 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-198025[]' id='answer-id-794012' class='answer   answerof-198025 ' value='794012'   \/><label for='answer-id-794012' id='answer-label-794012' class=' answer'><span>Yes<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198025[]' id='answer-id-794013' class='answer   answerof-198025 ' value='794013'   \/><label for='answer-id-794013' id='answer-label-794013' class=' answer'><span>No<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-52' style=';'><div id='questionWrap-52'  class='   watupro-question-id-198026'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>52. <\/span>HOTSPOT <br \/>\r<br>You have two Azure Storage accounts named Storage1 and Storage2. Each account holds one container and has the hierarchical namespace enabled. The system has files that contain data stored in the Apache Parquet format. <br \/>\r<br>You need to copy folders and files from Storage1 to Storage2 by using a Data Factory copy activity. <br \/>\r<br>The solution must meet the following requirements: <br \/>\r<br>&#10001; No transformations must be performed. <br \/>\r<br>&#10001; The original folder structure must be retained. <br \/>\r<br>&#10001; Minimize time required to perform the copy activity. <br \/>\r<br>How should you configure the copy activity? 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=457 height=228 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image051-3.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_52' value='198026' \/><input type='hidden' id='answerType198026' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198026[]' id='textarea_q_198026' 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-53' style=';'><div id='questionWrap-53'  class='   watupro-question-id-198027'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>53. <\/span>You have an enterprise data warehouse in Azure Synapse Analytics. <br \/>\r<br>You need to monitor the data warehouse to identify whether you must scale up to a higher service level to accommodate the current workloads <br \/>\r<br>Which is the best metric to monitor? More than one answer choice may achieve the goal. Select the BEST answer.<\/div><input type='hidden' name='question_id[]' id='qID_53' value='198027' \/><input type='hidden' id='answerType198027' 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-198027[]' id='answer-id-794015' class='answer   answerof-198027 ' value='794015'   \/><label for='answer-id-794015' id='answer-label-794015' class=' answer'><span>Data 10 percentage<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198027[]' id='answer-id-794016' class='answer   answerof-198027 ' value='794016'   \/><label for='answer-id-794016' id='answer-label-794016' class=' answer'><span>CPU percentage<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198027[]' id='answer-id-794017' class='answer   answerof-198027 ' value='794017'   \/><label for='answer-id-794017' id='answer-label-794017' class=' answer'><span>DWU used<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198027[]' id='answer-id-794018' class='answer   answerof-198027 ' value='794018'   \/><label for='answer-id-794018' id='answer-label-794018' class=' answer'><span>DWU percentage<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-54' style=';'><div id='questionWrap-54'  class='   watupro-question-id-198028'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>54. <\/span>You are designing a date dimension table in an Azure Synapse Analytics dedicated SQL <br \/>\r<br>pool. The date dimension table will be used by all the fact tables. <br \/>\r<br>Which distribution type should you recommend to minimize data movement?<\/div><input type='hidden' name='question_id[]' id='qID_54' value='198028' \/><input type='hidden' id='answerType198028' 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-198028[]' id='answer-id-794019' class='answer   answerof-198028 ' value='794019'   \/><label for='answer-id-794019' id='answer-label-794019' class=' answer'><span>HASH<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198028[]' id='answer-id-794020' class='answer   answerof-198028 ' value='794020'   \/><label for='answer-id-794020' id='answer-label-794020' class=' answer'><span>REPLICATE<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198028[]' id='answer-id-794021' class='answer   answerof-198028 ' value='794021'   \/><label for='answer-id-794021' id='answer-label-794021' class=' answer'><span>ROUND ROBIN<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-55' style=';'><div id='questionWrap-55'  class='   watupro-question-id-198029'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>55. <\/span>DRAG DROP <br \/>\r<br>You have an Apache Spark DataFrame named temperatures. <br \/>\r<br>A sample of the data is shown in the following table. <br \/>\r<br><br><img decoding=\"async\" width=236 height=195 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image053-3.jpg\"><br><br \/>\r<br>You need to produce the following table by using a Spark SQL query. <br \/>\r<br><br><img decoding=\"async\" width=650 height=96 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image054-3.jpg\"><br><br \/>\r<br>How should you complete the query? To answer, drag the appropriate values to the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content. NOTE: Each correct selection is worth one point. <br \/>\r<br><br><img decoding=\"async\" width=650 height=313 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image055-3.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_55' value='198029' \/><input type='hidden' id='answerType198029' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198029[]' id='textarea_q_198029' 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-56' style=';'><div id='questionWrap-56'  class='   watupro-question-id-198030'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>56. <\/span>HOTSPOT <br \/>\r<br>You are building an Azure Analytics query that will receive input data from Azure IoT Hub and write the results to Azure Blob storage. <br \/>\r<br>You need to calculate the difference in readings per sensor per hour. <br \/>\r<br>How should you complete the query? 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=120 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image057-3.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_56' value='198030' \/><input type='hidden' id='answerType198030' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198030[]' id='textarea_q_198030' 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-57' style=';'><div id='questionWrap-57'  class='   watupro-question-id-198031'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>57. <\/span>CORRECT TEXT <br \/>\r<br>You have an Azure Synapse Analytics dedicated SQL pool named Pool1 and an Azure Data Lake Storage Gen2 account named Account 1. <br \/>\r<br>You plan to access the files in Accoun1l by using an external table. <br \/>\r<br>You need to create a data source in Pool1 that you can reference when you create the external table. <br \/>\r<br>How should you complete the Transact-SQL statement? To answer, select the appropriate options in the answer area. NOTE Each coned selection is worth one point. <br \/>\r<br><br><img decoding=\"async\" width=494 height=127 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image059-3.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_57' value='198031' \/><input type='hidden' id='answerType198031' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198031[]' id='textarea_q_198031' 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-58' style=';'><div id='questionWrap-58'  class='   watupro-question-id-198032'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>58. <\/span>Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution. <br \/>\r<br>After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen. <br \/>\r<br>You have an Azure Storage account that contains 100 GB of files. The files contain rows of text and numerical values. 75% of the rows contain description data that has an average length of 1.1 MB. <br \/>\r<br>You plan to copy the data from the storage account to an enterprise data warehouse in Azure Synapse Analytics. <br \/>\r<br>You need to prepare the files to ensure that the data copies quickly. <br \/>\r<br>Solution: You copy the files to a table that has a column store index. <br \/>\r<br>Does this meet the goal?<\/div><input type='hidden' name='question_id[]' id='qID_58' value='198032' \/><input type='hidden' id='answerType198032' 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-198032[]' id='answer-id-794025' class='answer   answerof-198032 ' value='794025'   \/><label for='answer-id-794025' id='answer-label-794025' class=' answer'><span>Yes<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-198032[]' id='answer-id-794026' class='answer   answerof-198032 ' value='794026'   \/><label for='answer-id-794026' id='answer-label-794026' class=' answer'><span>No<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-59' style=';'><div id='questionWrap-59'  class='   watupro-question-id-198033'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>59. <\/span>HOTSPOT <br \/>\r<br>You have a Microsoft SQL Server database that uses a third normal form schema. <br \/>\r<br>You plan to migrate the data in the database to a star schema in an A?ire Synapse Analytics dedicated SQI pool. <br \/>\r<br>You need to design the dimension tables. The solution must optimize read operations. <br \/>\r<br>What should you include in the solution? 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=96 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image061-3.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_59' value='198033' \/><input type='hidden' id='answerType198033' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198033[]' id='textarea_q_198033' 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-60' style=';'><div id='questionWrap-60'  class='   watupro-question-id-198034'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>60. <\/span>HOTSPOT <br \/>\r<br>You have an Azure event hub named retailhub that has 16 partitions. Transactions are posted to retailhub. Each transaction includes the transaction ID, the individual line items, and the payment details. The transaction ID is used as the partition key. <br \/>\r<br>You are designing an Azure Stream Analytics job to identify potentially fraudulent transactions at a retail store. The job will use retailhub as the input. The job will output the transaction ID, the individual line items, the payment details, a fraud score, and a fraud indicator. <br \/>\r<br>You plan to send the output to an Azure event hub named fraudhub. <br \/>\r<br>You need to ensure that the fraud detection solution is highly scalable and processes transactions as quickly as possible. <br \/>\r<br>How should you structure the output of the Stream Analytics job? 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=476 height=359 src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2021\/10\/image063-3.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_60' value='198034' \/><input type='hidden' id='answerType198034' value='textarea'><!-- end question-content--><\/div><div class='question-choices '><p><textarea name='answer-198034[]' id='textarea_q_198034' class='watupro-textarea-medium' rows='5' cols='80'><\/textarea>\n<\/p><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div style='display:none' id='question-61'>\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=\"watuPROButtons5842\" >\n\t\t  <div id=\"prev-question\" style=\"display:none;\"><input type=\"button\" value=\"&lt; 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