{"id":79818,"date":"2024-05-22T01:56:07","date_gmt":"2024-05-22T01:56:07","guid":{"rendered":"https:\/\/www.dumpsbase.com\/freedumps\/?p=79818"},"modified":"2024-05-22T01:56:12","modified_gmt":"2024-05-22T01:56:12","slug":"databricks-certified-data-engineer-associate-dumps-updated-v9-02-leverage-the-high-quality-exam-questions-from-dumpsbase","status":"publish","type":"post","link":"https:\/\/www.dumpsbase.com\/freedumps\/databricks-certified-data-engineer-associate-dumps-updated-v9-02-leverage-the-high-quality-exam-questions-from-dumpsbase.html","title":{"rendered":"Databricks Certified Data Engineer Associate Dumps Updated (V9.02) &#8211; Leverage the High-Quality Exam Questions from DumpsBase"},"content":{"rendered":"\n<p>The Databricks Certified Data Engineer Associate certification is key for professionals and students to validate their skills and knowledge, keeping them competitive in the rapidly evolving tech landscape. To pass this exam successfully, you can choose the updated Databricks Certified Data Engineer Associate exam dumps (V9.02) and leverage the high-quality Databricks Certified Data Engineer Associate exam questions and answers from DumpsBase. DumpsBase provides the most updated dumps with actual questions and precise answers that offer instant and thorough insight into the Databricks Certified Data Engineer Associate exam preparation process. These Databricks Certified Data Engineer Associate dumps (V9.02) are meticulously designed and verified by experienced exam trainers, ensuring they match the standards of the actual exam. Using the most updated Databricks Certified Data Engineer Associate exam dumps (V9.02) of DumpsBase should be your effective method for success.<\/p>\n<h2>Databricks Certified Data Engineer Associate Exam <em><span style=\"background-color: #ffff00;\">Free Dumps Below<\/span><\/em><\/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=\"submittingExam8538\" 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-8538\"><\/div>\n\n<form action=\"\" method=\"post\" class=\"quiz-form\" id=\"quiz-8538\"  enctype=\"multipart\/form-data\" >\n<div class='watu-question ' id='question-1' style=';'><div id='questionWrap-1'  class='   watupro-question-id-329827'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>1. <\/span>A data organization leader is upset about the data analysis team\u2019s reports being different from the data engineering team\u2019s reports. The leader believes the siloed nature of their organization\u2019s data engineering and data analysis architectures is to blame. <br \/>\r<br>Which of the following describes how a data lakehouse could alleviate this issue?<\/div><input type='hidden' name='question_id[]' id='qID_1' value='329827' \/><input type='hidden' id='answerType329827' 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-329827[]' id='answer-id-1290460' class='answer   answerof-329827 ' value='1290460'   \/><label for='answer-id-1290460' id='answer-label-1290460' class=' answer'><span>Both teams would autoscale their work as data size evolves<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329827[]' id='answer-id-1290461' class='answer   answerof-329827 ' value='1290461'   \/><label for='answer-id-1290461' id='answer-label-1290461' class=' answer'><span>Both teams would use the same source of truth for their work<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329827[]' id='answer-id-1290462' class='answer   answerof-329827 ' value='1290462'   \/><label for='answer-id-1290462' id='answer-label-1290462' class=' answer'><span>Both teams would reorganize to report to the same department<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329827[]' id='answer-id-1290463' class='answer   answerof-329827 ' value='1290463'   \/><label for='answer-id-1290463' id='answer-label-1290463' class=' answer'><span>Both teams would be able to collaborate on projects in real-time<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329827[]' id='answer-id-1290464' class='answer   answerof-329827 ' value='1290464'   \/><label for='answer-id-1290464' id='answer-label-1290464' class=' answer'><span>Both teams would respond more quickly to ad-hoc requests<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-2' style=';'><div id='questionWrap-2'  class='   watupro-question-id-329828'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>2. <\/span>Which of the following describes a scenario in which a data team will want to utilize cluster pools?<\/div><input type='hidden' name='question_id[]' id='qID_2' value='329828' \/><input type='hidden' id='answerType329828' 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-329828[]' id='answer-id-1290465' class='answer   answerof-329828 ' value='1290465'   \/><label for='answer-id-1290465' id='answer-label-1290465' class=' answer'><span>An automated report needs to be refreshed as quickly as possible.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329828[]' id='answer-id-1290466' class='answer   answerof-329828 ' value='1290466'   \/><label for='answer-id-1290466' id='answer-label-1290466' class=' answer'><span>An automated report needs to be made reproducible.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329828[]' id='answer-id-1290467' class='answer   answerof-329828 ' value='1290467'   \/><label for='answer-id-1290467' id='answer-label-1290467' class=' answer'><span>An automated report needs to be tested to identify errors.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329828[]' id='answer-id-1290468' class='answer   answerof-329828 ' value='1290468'   \/><label for='answer-id-1290468' id='answer-label-1290468' class=' answer'><span>An automated report needs to be version-controlled across multiple collaborators.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329828[]' id='answer-id-1290469' class='answer   answerof-329828 ' value='1290469'   \/><label for='answer-id-1290469' id='answer-label-1290469' class=' answer'><span>An automated report needs to be runnable by all stakeholders.<\/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-329829'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>3. <\/span>Which of the following is hosted completely in the control plane of the classic Databricks architecture?<\/div><input type='hidden' name='question_id[]' id='qID_3' value='329829' \/><input type='hidden' id='answerType329829' 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-329829[]' id='answer-id-1290470' class='answer   answerof-329829 ' value='1290470'   \/><label for='answer-id-1290470' id='answer-label-1290470' class=' answer'><span>Worker node<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329829[]' id='answer-id-1290471' class='answer   answerof-329829 ' value='1290471'   \/><label for='answer-id-1290471' id='answer-label-1290471' class=' answer'><span>JDBC data source<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329829[]' id='answer-id-1290472' class='answer   answerof-329829 ' value='1290472'   \/><label for='answer-id-1290472' id='answer-label-1290472' class=' answer'><span>Databricks web application<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329829[]' id='answer-id-1290473' class='answer   answerof-329829 ' value='1290473'   \/><label for='answer-id-1290473' id='answer-label-1290473' class=' answer'><span>Databricks Filesystem<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329829[]' id='answer-id-1290474' class='answer   answerof-329829 ' value='1290474'   \/><label for='answer-id-1290474' id='answer-label-1290474' class=' answer'><span>Driver node<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-4' style=';'><div id='questionWrap-4'  class='   watupro-question-id-329830'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>4. <\/span>Which of the following benefits of using the Databricks Lakehouse Platform is provided by Delta Lake?<\/div><input type='hidden' name='question_id[]' id='qID_4' value='329830' \/><input type='hidden' id='answerType329830' 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-329830[]' id='answer-id-1290475' class='answer   answerof-329830 ' value='1290475'   \/><label for='answer-id-1290475' id='answer-label-1290475' class=' answer'><span>The ability to manipulate the same data using a variety of languages<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329830[]' id='answer-id-1290476' class='answer   answerof-329830 ' value='1290476'   \/><label for='answer-id-1290476' id='answer-label-1290476' class=' answer'><span>The ability to collaborate in real time on a single notebook<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329830[]' id='answer-id-1290477' class='answer   answerof-329830 ' value='1290477'   \/><label for='answer-id-1290477' id='answer-label-1290477' class=' answer'><span>The ability to set up alerts for query failures<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329830[]' id='answer-id-1290478' class='answer   answerof-329830 ' value='1290478'   \/><label for='answer-id-1290478' id='answer-label-1290478' class=' answer'><span>The ability to support batch and streaming workloads<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329830[]' id='answer-id-1290479' class='answer   answerof-329830 ' value='1290479'   \/><label for='answer-id-1290479' id='answer-label-1290479' class=' answer'><span>The ability to distribute complex data operations<\/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-329831'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>5. <\/span>Which of the following describes the storage organization of a Delta table?<\/div><input type='hidden' name='question_id[]' id='qID_5' value='329831' \/><input type='hidden' id='answerType329831' 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-329831[]' id='answer-id-1290480' class='answer   answerof-329831 ' value='1290480'   \/><label for='answer-id-1290480' id='answer-label-1290480' class=' answer'><span>Delta tables are stored in a single file that contains data, history, metadata, and other attributes.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329831[]' id='answer-id-1290481' class='answer   answerof-329831 ' value='1290481'   \/><label for='answer-id-1290481' id='answer-label-1290481' class=' answer'><span>Delta tables store their data in a single file and all metadata in a collection of files in a separate location.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329831[]' id='answer-id-1290482' class='answer   answerof-329831 ' value='1290482'   \/><label for='answer-id-1290482' id='answer-label-1290482' class=' answer'><span>Delta tables are stored in a collection of files that contain data, history, metadata, and other attributes.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329831[]' id='answer-id-1290483' class='answer   answerof-329831 ' value='1290483'   \/><label for='answer-id-1290483' id='answer-label-1290483' class=' answer'><span>Delta tables are stored in a collection of files that contain only the data stored within the table.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329831[]' id='answer-id-1290484' class='answer   answerof-329831 ' value='1290484'   \/><label for='answer-id-1290484' id='answer-label-1290484' class=' answer'><span>Delta tables are stored in a single file that contains only the data stored within the table.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-6' style=';'><div id='questionWrap-6'  class='   watupro-question-id-329832'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>6. <\/span>Which of the following code blocks will remove the rows where the value in column age is greater than 25 from the existing Delta table my_table and save the updated table?<\/div><input type='hidden' name='question_id[]' id='qID_6' value='329832' \/><input type='hidden' id='answerType329832' 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-329832[]' id='answer-id-1290485' class='answer   answerof-329832 ' value='1290485'   \/><label for='answer-id-1290485' id='answer-label-1290485' class=' answer'><span>SELECT * FROM my_table WHERE age &gt; 25;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329832[]' id='answer-id-1290486' class='answer   answerof-329832 ' value='1290486'   \/><label for='answer-id-1290486' id='answer-label-1290486' class=' answer'><span>UPDATE my_table WHERE age &gt; 25;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329832[]' id='answer-id-1290487' class='answer   answerof-329832 ' value='1290487'   \/><label for='answer-id-1290487' id='answer-label-1290487' class=' answer'><span>DELETE FROM my_table WHERE age &gt; 25;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329832[]' id='answer-id-1290488' class='answer   answerof-329832 ' value='1290488'   \/><label for='answer-id-1290488' id='answer-label-1290488' class=' answer'><span>UPDATE my_table WHERE age &lt;= 25;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329832[]' id='answer-id-1290489' class='answer   answerof-329832 ' value='1290489'   \/><label for='answer-id-1290489' id='answer-label-1290489' class=' answer'><span>DELETE FROM my_table WHERE age &lt;= 25;<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-7' style=';'><div id='questionWrap-7'  class='   watupro-question-id-329833'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>7. <\/span>A data engineer has realized that they made a mistake when making a daily update to a table. They need to use Delta time travel to restore the table to a version that is 3 days old. However, when the data engineer attempts to time travel to the older version, they are unable to restore the data because the data files have been deleted. <br \/>\r<br>Which of the following explains why the data files are no longer present?<\/div><input type='hidden' name='question_id[]' id='qID_7' value='329833' \/><input type='hidden' id='answerType329833' 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-329833[]' id='answer-id-1290490' class='answer   answerof-329833 ' value='1290490'   \/><label for='answer-id-1290490' id='answer-label-1290490' class=' answer'><span>The VACUUM command was run on the table<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329833[]' id='answer-id-1290491' class='answer   answerof-329833 ' value='1290491'   \/><label for='answer-id-1290491' id='answer-label-1290491' class=' answer'><span>The TIME TRAVEL command was run on the table<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329833[]' id='answer-id-1290492' class='answer   answerof-329833 ' value='1290492'   \/><label for='answer-id-1290492' id='answer-label-1290492' class=' answer'><span>The DELETE HISTORY command was run on the table<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329833[]' id='answer-id-1290493' class='answer   answerof-329833 ' value='1290493'   \/><label for='answer-id-1290493' id='answer-label-1290493' class=' answer'><span>The OPTIMIZE command was nun on the table<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329833[]' id='answer-id-1290494' class='answer   answerof-329833 ' value='1290494'   \/><label for='answer-id-1290494' id='answer-label-1290494' class=' answer'><span>The HISTORY command was run on the table<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-8' style=';'><div id='questionWrap-8'  class='   watupro-question-id-329834'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>8. <\/span>Which of the following Git operations must be performed outside of Databricks Repos?<\/div><input type='hidden' name='question_id[]' id='qID_8' value='329834' \/><input type='hidden' id='answerType329834' 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-329834[]' id='answer-id-1290495' class='answer   answerof-329834 ' value='1290495'   \/><label for='answer-id-1290495' id='answer-label-1290495' class=' answer'><span>Commit<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329834[]' id='answer-id-1290496' class='answer   answerof-329834 ' value='1290496'   \/><label for='answer-id-1290496' id='answer-label-1290496' class=' answer'><span>Pull<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329834[]' id='answer-id-1290497' class='answer   answerof-329834 ' value='1290497'   \/><label for='answer-id-1290497' id='answer-label-1290497' class=' answer'><span>Push<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329834[]' id='answer-id-1290498' class='answer   answerof-329834 ' value='1290498'   \/><label for='answer-id-1290498' id='answer-label-1290498' class=' answer'><span>Clone<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329834[]' id='answer-id-1290499' class='answer   answerof-329834 ' value='1290499'   \/><label for='answer-id-1290499' id='answer-label-1290499' class=' answer'><span>Merge<\/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-329835'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>9. <\/span>Which of the following data lakehouse features results in improved data quality over a traditional data lake?<\/div><input type='hidden' name='question_id[]' id='qID_9' value='329835' \/><input type='hidden' id='answerType329835' 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-329835[]' id='answer-id-1290500' class='answer   answerof-329835 ' value='1290500'   \/><label for='answer-id-1290500' id='answer-label-1290500' class=' answer'><span>A data lakehouse provides storage solutions for structured and unstructured data.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329835[]' id='answer-id-1290501' class='answer   answerof-329835 ' value='1290501'   \/><label for='answer-id-1290501' id='answer-label-1290501' class=' answer'><span>A data lakehouse supports ACID-compliant transactions.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329835[]' id='answer-id-1290502' class='answer   answerof-329835 ' value='1290502'   \/><label for='answer-id-1290502' id='answer-label-1290502' class=' answer'><span>A data lakehouse allows the use of SQL queries to examine data.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329835[]' id='answer-id-1290503' class='answer   answerof-329835 ' value='1290503'   \/><label for='answer-id-1290503' id='answer-label-1290503' class=' answer'><span>A data lakehouse stores data in open formats.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329835[]' id='answer-id-1290504' class='answer   answerof-329835 ' value='1290504'   \/><label for='answer-id-1290504' id='answer-label-1290504' class=' answer'><span>A data lakehouse enables machine learning and artificial Intelligence workloads.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-10' style=';'><div id='questionWrap-10'  class='   watupro-question-id-329836'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>10. <\/span>A data engineer needs to determine whether to use the built-in Databricks Notebooks versioning or version their project using Databricks Repos. <br \/>\r<br>Which of the following is an advantage of using Databricks Repos over the Databricks Notebooks versioning?<\/div><input type='hidden' name='question_id[]' id='qID_10' value='329836' \/><input type='hidden' id='answerType329836' 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-329836[]' id='answer-id-1290505' class='answer   answerof-329836 ' value='1290505'   \/><label for='answer-id-1290505' id='answer-label-1290505' class=' answer'><span>Databricks Repos automatically saves development progress<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329836[]' id='answer-id-1290506' class='answer   answerof-329836 ' value='1290506'   \/><label for='answer-id-1290506' id='answer-label-1290506' class=' answer'><span>Databricks Repos supports the use of multiple branches<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329836[]' id='answer-id-1290507' class='answer   answerof-329836 ' value='1290507'   \/><label for='answer-id-1290507' id='answer-label-1290507' class=' answer'><span>Databricks Repos allows users to revert to previous versions of a notebook<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329836[]' id='answer-id-1290508' class='answer   answerof-329836 ' value='1290508'   \/><label for='answer-id-1290508' id='answer-label-1290508' class=' answer'><span>Databricks Repos provides the ability to comment on specific changes<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329836[]' id='answer-id-1290509' class='answer   answerof-329836 ' value='1290509'   \/><label for='answer-id-1290509' id='answer-label-1290509' class=' answer'><span>Databricks Repos is wholly housed within the Databricks Lakehouse Platform<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-11' style=';'><div id='questionWrap-11'  class='   watupro-question-id-329837'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>11. <\/span>A data engineer has left the organization. The data team needs to transfer ownership of the data engineer\u2019s Delta tables to a new data engineer. The new data engineer is the lead engineer on the data team. <br \/>\r<br>Assuming the original data engineer no longer has access, which of the following individuals must be the one to transfer ownership of the Delta tables in Data Explorer?<\/div><input type='hidden' name='question_id[]' id='qID_11' value='329837' \/><input type='hidden' id='answerType329837' 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-329837[]' id='answer-id-1290510' class='answer   answerof-329837 ' value='1290510'   \/><label for='answer-id-1290510' id='answer-label-1290510' class=' answer'><span>Databricks account representative<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329837[]' id='answer-id-1290511' class='answer   answerof-329837 ' value='1290511'   \/><label for='answer-id-1290511' id='answer-label-1290511' class=' answer'><span>This transfer is not possible<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329837[]' id='answer-id-1290512' class='answer   answerof-329837 ' value='1290512'   \/><label for='answer-id-1290512' id='answer-label-1290512' class=' answer'><span>Workspace administrator<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329837[]' id='answer-id-1290513' class='answer   answerof-329837 ' value='1290513'   \/><label for='answer-id-1290513' id='answer-label-1290513' class=' answer'><span>New lead data engineer<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329837[]' id='answer-id-1290514' class='answer   answerof-329837 ' value='1290514'   \/><label for='answer-id-1290514' id='answer-label-1290514' class=' answer'><span>Original data engineer<\/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-329838'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>12. <\/span>A data analyst has created a Delta table sales that is used by the entire data analysis team. They want help from the data engineering team to implement a series of tests to ensure the data is clean. However, the data engineering team uses Python for its tests rather than SQL. <br \/>\r<br>Which of the following commands could the data engineering team use to access sales in PySpark?<\/div><input type='hidden' name='question_id[]' id='qID_12' value='329838' \/><input type='hidden' id='answerType329838' 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-329838[]' id='answer-id-1290515' class='answer   answerof-329838 ' value='1290515'   \/><label for='answer-id-1290515' id='answer-label-1290515' class=' answer'><span>SELECT * FROM sales<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329838[]' id='answer-id-1290516' class='answer   answerof-329838 ' value='1290516'   \/><label for='answer-id-1290516' id='answer-label-1290516' class=' answer'><span>There is no way to share data between PySpark and SQ<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329838[]' id='answer-id-1290517' class='answer   answerof-329838 ' value='1290517'   \/><label for='answer-id-1290517' id='answer-label-1290517' class=' answer'><span>spark.sql(&quot;sales&quot;)<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329838[]' id='answer-id-1290518' class='answer   answerof-329838 ' value='1290518'   \/><label for='answer-id-1290518' id='answer-label-1290518' class=' answer'><span>spark.delta.table(&quot;sales&quot;)<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329838[]' id='answer-id-1290519' class='answer   answerof-329838 ' value='1290519'   \/><label for='answer-id-1290519' id='answer-label-1290519' class=' answer'><span>spark.table(&quot;sales&quot;)<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-13' style=';'><div id='questionWrap-13'  class='   watupro-question-id-329839'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>13. <\/span>Which of the following commands will return the location of database customer360?<\/div><input type='hidden' name='question_id[]' id='qID_13' value='329839' \/><input type='hidden' id='answerType329839' 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-329839[]' id='answer-id-1290520' class='answer   answerof-329839 ' value='1290520'   \/><label for='answer-id-1290520' id='answer-label-1290520' class=' answer'><span>DESCRIBE LOCATION customer360;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329839[]' id='answer-id-1290521' class='answer   answerof-329839 ' value='1290521'   \/><label for='answer-id-1290521' id='answer-label-1290521' class=' answer'><span>DROP DATABASE customer360;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329839[]' id='answer-id-1290522' class='answer   answerof-329839 ' value='1290522'   \/><label for='answer-id-1290522' id='answer-label-1290522' class=' answer'><span>DESCRIBE DATABASE customer360;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329839[]' id='answer-id-1290523' class='answer   answerof-329839 ' value='1290523'   \/><label for='answer-id-1290523' id='answer-label-1290523' class=' answer'><span>ALTER DATABASE customer360 SET DBPROPERTIES ('location' = '\/user'};<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329839[]' id='answer-id-1290524' class='answer   answerof-329839 ' value='1290524'   \/><label for='answer-id-1290524' id='answer-label-1290524' class=' answer'><span>USE DATABASE customer360;<\/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-329840'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>14. <\/span>A data engineer wants to create a new table containing the names of customers that live in France. <br \/>\r<br>They have written the following command: <br \/>\r<br><br><img decoding=\"async\" width=325 height=160 id=\"\u56fe\u7247 28\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image002-41.jpg\"><br><br \/>\r<br>A senior data engineer mentions that it is organization policy to include a table property indicating that the new table includes personally identifiable information (PII). <br \/>\r<br>Which of the following lines of code fills in the above blank to successfully complete the task?<\/div><input type='hidden' name='question_id[]' id='qID_14' value='329840' \/><input type='hidden' id='answerType329840' 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-329840[]' id='answer-id-1290525' class='answer   answerof-329840 ' value='1290525'   \/><label for='answer-id-1290525' id='answer-label-1290525' class=' answer'><span>There is no way to indicate whether a table contains PI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329840[]' id='answer-id-1290526' class='answer   answerof-329840 ' value='1290526'   \/><label for='answer-id-1290526' id='answer-label-1290526' class=' answer'><span>&quot;COMMENT PII&quot;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329840[]' id='answer-id-1290527' class='answer   answerof-329840 ' value='1290527'   \/><label for='answer-id-1290527' id='answer-label-1290527' class=' answer'><span>TBLPROPERTIES PII<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329840[]' id='answer-id-1290528' class='answer   answerof-329840 ' value='1290528'   \/><label for='answer-id-1290528' id='answer-label-1290528' class=' answer'><span>COMMENT &quot;Contains PII&quot;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329840[]' id='answer-id-1290529' class='answer   answerof-329840 ' value='1290529'   \/><label for='answer-id-1290529' id='answer-label-1290529' class=' answer'><span>PII<\/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-329841'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>15. <\/span>Which of the following benefits is provided by the array functions from Spark SQL?<\/div><input type='hidden' name='question_id[]' id='qID_15' value='329841' \/><input type='hidden' id='answerType329841' 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-329841[]' id='answer-id-1290530' class='answer   answerof-329841 ' value='1290530'   \/><label for='answer-id-1290530' id='answer-label-1290530' class=' answer'><span>An ability to work with data in a variety of types at once<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329841[]' id='answer-id-1290531' class='answer   answerof-329841 ' value='1290531'   \/><label for='answer-id-1290531' id='answer-label-1290531' class=' answer'><span>An ability to work with data within certain partitions and windows<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329841[]' id='answer-id-1290532' class='answer   answerof-329841 ' value='1290532'   \/><label for='answer-id-1290532' id='answer-label-1290532' class=' answer'><span>An ability to work with time-related data in specified intervals<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329841[]' id='answer-id-1290533' class='answer   answerof-329841 ' value='1290533'   \/><label for='answer-id-1290533' id='answer-label-1290533' class=' answer'><span>An ability to work with complex, nested data ingested from JSON files<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329841[]' id='answer-id-1290534' class='answer   answerof-329841 ' value='1290534'   \/><label for='answer-id-1290534' id='answer-label-1290534' class=' answer'><span>An ability to work with an array of tables for procedural automation<\/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-329842'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>16. <\/span>Which of the following commands can be used to write data into a Delta table while avoiding the writing of duplicate records?<\/div><input type='hidden' name='question_id[]' id='qID_16' value='329842' \/><input type='hidden' id='answerType329842' 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-329842[]' id='answer-id-1290535' class='answer   answerof-329842 ' value='1290535'   \/><label for='answer-id-1290535' id='answer-label-1290535' class=' answer'><span>DROP<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329842[]' id='answer-id-1290536' class='answer   answerof-329842 ' value='1290536'   \/><label for='answer-id-1290536' id='answer-label-1290536' class=' answer'><span>IGNORE<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329842[]' id='answer-id-1290537' class='answer   answerof-329842 ' value='1290537'   \/><label for='answer-id-1290537' id='answer-label-1290537' class=' answer'><span>MERGE<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329842[]' id='answer-id-1290538' class='answer   answerof-329842 ' value='1290538'   \/><label for='answer-id-1290538' id='answer-label-1290538' class=' answer'><span>APPEND<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329842[]' id='answer-id-1290539' class='answer   answerof-329842 ' value='1290539'   \/><label for='answer-id-1290539' id='answer-label-1290539' class=' answer'><span>INSERT<\/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-329843'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>17. <\/span>A data engineer needs to apply custom logic to string column city in table stores for a specific use case. In order to apply this custom logic at scale, the data engineer wants to create a SQL user-defined function (UDF). <br \/>\r<br>Which of the following code blocks creates this SQL UDF? <br \/>\r<br>A) <br \/>\r<br><br><img decoding=\"async\" width=325 height=92 id=\"\u56fe\u7247 27\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image003-35.jpg\"><br><br \/>\r<br>B) <br \/>\r<br><br><img decoding=\"async\" width=324 height=92 id=\"\u56fe\u7247 26\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image004-30.jpg\"><br><br \/>\r<br>C) <br \/>\r<br><br><img decoding=\"async\" width=325 height=76 id=\"\u56fe\u7247 25\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image005-26.jpg\"><br><br \/>\r<br>D) <br \/>\r<br><br><img decoding=\"async\" width=325 height=76 id=\"\u56fe\u7247 24\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image006-23.jpg\"><br><br \/>\r<br>E) <br \/>\r<br><br><img decoding=\"async\" width=325 height=92 id=\"\u56fe\u7247 23\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image007-22.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_17' value='329843' \/><input type='hidden' id='answerType329843' 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-329843[]' id='answer-id-1290540' class='answer   answerof-329843 ' value='1290540'   \/><label for='answer-id-1290540' id='answer-label-1290540' class=' answer'><span>Option A<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329843[]' id='answer-id-1290541' class='answer   answerof-329843 ' value='1290541'   \/><label for='answer-id-1290541' id='answer-label-1290541' class=' answer'><span>Option B<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329843[]' id='answer-id-1290542' class='answer   answerof-329843 ' value='1290542'   \/><label for='answer-id-1290542' id='answer-label-1290542' class=' answer'><span>Option C<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329843[]' id='answer-id-1290543' class='answer   answerof-329843 ' value='1290543'   \/><label for='answer-id-1290543' id='answer-label-1290543' class=' answer'><span>Option D<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329843[]' id='answer-id-1290544' class='answer   answerof-329843 ' value='1290544'   \/><label for='answer-id-1290544' id='answer-label-1290544' class=' answer'><span>Option E<\/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-329844'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>18. <\/span>A data analyst has a series of queries in a SQL program. The data analyst wants this program to run every day. They only want the final query in the program to run on Sundays. They ask for help from the data engineering team to complete this task. <br \/>\r<br>Which of the following approaches could be used by the data engineering team to complete this task?<\/div><input type='hidden' name='question_id[]' id='qID_18' value='329844' \/><input type='hidden' id='answerType329844' 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-329844[]' id='answer-id-1290545' class='answer   answerof-329844 ' value='1290545'   \/><label for='answer-id-1290545' id='answer-label-1290545' class=' answer'><span>They could submit a feature request with Databricks to add this functionality.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329844[]' id='answer-id-1290546' class='answer   answerof-329844 ' value='1290546'   \/><label for='answer-id-1290546' id='answer-label-1290546' class=' answer'><span>They could wrap the queries using PySpark and use Python\u2019s control flow system to determine when to run the final query.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329844[]' id='answer-id-1290547' class='answer   answerof-329844 ' value='1290547'   \/><label for='answer-id-1290547' id='answer-label-1290547' class=' answer'><span>They could only run the entire program on Sundays.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329844[]' id='answer-id-1290548' class='answer   answerof-329844 ' value='1290548'   \/><label for='answer-id-1290548' id='answer-label-1290548' class=' answer'><span>They could automatically restrict access to the source table in the final query so that it is only accessible on Sundays.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329844[]' id='answer-id-1290549' class='answer   answerof-329844 ' value='1290549'   \/><label for='answer-id-1290549' id='answer-label-1290549' class=' answer'><span>They could redesign the data model to separate the data used in the final query into a new table.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-19' style=';'><div id='questionWrap-19'  class='   watupro-question-id-329845'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>19. <\/span>A data engineer runs a statement every day to copy the previous day\u2019s sales into the table transactions. Each day\u2019s sales are in their own file in the location &quot;\/transactions\/raw&quot;. <br \/>\r<br>Today, the data engineer runs the following command to complete this task: <br \/>\r<br><br><img decoding=\"async\" width=257 height=58 id=\"\u56fe\u7247 22\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image008-21.jpg\"><br><br \/>\r<br>After running the command today, the data engineer notices that the number of records in table transactions has not changed. <br \/>\r<br>Which of the following describes why the statement might not have copied any new records into the table?<\/div><input type='hidden' name='question_id[]' id='qID_19' value='329845' \/><input type='hidden' id='answerType329845' 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-329845[]' id='answer-id-1290550' class='answer   answerof-329845 ' value='1290550'   \/><label for='answer-id-1290550' id='answer-label-1290550' class=' answer'><span>The format of the files to be copied were not included with the FORMAT_OPTIONS keyword.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329845[]' id='answer-id-1290551' class='answer   answerof-329845 ' value='1290551'   \/><label for='answer-id-1290551' id='answer-label-1290551' class=' answer'><span>The names of the files to be copied were not included with the FILES keyword.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329845[]' id='answer-id-1290552' class='answer   answerof-329845 ' value='1290552'   \/><label for='answer-id-1290552' id='answer-label-1290552' class=' answer'><span>The previous day\u2019s file has already been copied into the table.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329845[]' id='answer-id-1290553' class='answer   answerof-329845 ' value='1290553'   \/><label for='answer-id-1290553' id='answer-label-1290553' class=' answer'><span>The PARQUET file format does not support COPY INT<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329845[]' id='answer-id-1290554' class='answer   answerof-329845 ' value='1290554'   \/><label for='answer-id-1290554' id='answer-label-1290554' class=' answer'><span>The COPY INTO statement requires the table to be refreshed to view the copied rows.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-20' style=';'><div id='questionWrap-20'  class='   watupro-question-id-329846'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>20. <\/span>A data engineer needs to create a table in Databricks using data from their organization\u2019s existing SQLite database. <br \/>\r<br>They run the following command: <br \/>\r<br><br><img decoding=\"async\" width=365 height=122 id=\"\u56fe\u7247 21\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image009-21.jpg\"><br><br \/>\r<br>Which of the following lines of code fills in the above blank to successfully complete the task?<\/div><input type='hidden' name='question_id[]' id='qID_20' value='329846' \/><input type='hidden' id='answerType329846' 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-329846[]' id='answer-id-1290555' class='answer   answerof-329846 ' value='1290555'   \/><label for='answer-id-1290555' id='answer-label-1290555' class=' answer'><span>org.apache.spark.sql.jdbc<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329846[]' id='answer-id-1290556' class='answer   answerof-329846 ' value='1290556'   \/><label for='answer-id-1290556' id='answer-label-1290556' class=' answer'><span>autoloader<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329846[]' id='answer-id-1290557' class='answer   answerof-329846 ' value='1290557'   \/><label for='answer-id-1290557' id='answer-label-1290557' class=' answer'><span>DELTA<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329846[]' id='answer-id-1290558' class='answer   answerof-329846 ' value='1290558'   \/><label for='answer-id-1290558' id='answer-label-1290558' class=' answer'><span>sqlite<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329846[]' id='answer-id-1290559' class='answer   answerof-329846 ' value='1290559'   \/><label for='answer-id-1290559' id='answer-label-1290559' class=' answer'><span>org.apache.spark.sql.sqlite<\/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-329847'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>21. <\/span>A data engineering team has two tables. The first table march_transactions is a collection of all retail transactions in the month of March. The second table april_transactions is a collection of all retail <br \/>\r<br>transactions in the month of April. There are no duplicate records between the tables. <br \/>\r<br>Which of the following commands should be run to create a new table all_transactions that contains all records from march_transactions and april_transactions without duplicate records?<\/div><input type='hidden' name='question_id[]' id='qID_21' value='329847' \/><input type='hidden' id='answerType329847' 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-329847[]' id='answer-id-1290560' class='answer   answerof-329847 ' value='1290560'   \/><label for='answer-id-1290560' id='answer-label-1290560' class=' answer'><span>CREATE TABLE all_transactions AS \r\nSELECT * FROM march_transactions \r\nINNER JOIN SELECT * FROM april_transactions;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329847[]' id='answer-id-1290561' class='answer   answerof-329847 ' value='1290561'   \/><label for='answer-id-1290561' id='answer-label-1290561' class=' answer'><span>CREATE TABLE all_transactions AS \r\nSELECT * FROM march_transactions \r\nUNION SELECT * FROM april_transactions;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329847[]' id='answer-id-1290562' class='answer   answerof-329847 ' value='1290562'   \/><label for='answer-id-1290562' id='answer-label-1290562' class=' answer'><span>CREATE TABLE all_transactions AS \r\nSELECT * FROM march_transactions \r\nOUTER JOIN SELECT * FROM april_transactions;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329847[]' id='answer-id-1290563' class='answer   answerof-329847 ' value='1290563'   \/><label for='answer-id-1290563' id='answer-label-1290563' class=' answer'><span>CREATE TABLE all_transactions AS \r\nSELECT * FROM march_transactions \r\nINTERSECT SELECT * from april_transactions;<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329847[]' id='answer-id-1290564' class='answer   answerof-329847 ' value='1290564'   \/><label for='answer-id-1290564' id='answer-label-1290564' class=' answer'><span>CREATE TABLE all_transactions AS \r\nSELECT * FROM march_transactions \r\nMERGE SELECT * FROM april_transactions;<\/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-329848'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>22. <\/span>A data engineer only wants to execute the final block of a Python program if the Python variable day_of_week is equal to 1 and the Python variable review_period is True. <br \/>\r<br>Which of the following control flow statements should the data engineer use to begin this conditionally executed code block?<\/div><input type='hidden' name='question_id[]' id='qID_22' value='329848' \/><input type='hidden' id='answerType329848' 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-329848[]' id='answer-id-1290565' class='answer   answerof-329848 ' value='1290565'   \/><label for='answer-id-1290565' id='answer-label-1290565' class=' answer'><span>if day_of_week = 1 and review_period:<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329848[]' id='answer-id-1290566' class='answer   answerof-329848 ' value='1290566'   \/><label for='answer-id-1290566' id='answer-label-1290566' class=' answer'><span>if day_of_week = 1 and review_period = &quot;True&quot;:<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329848[]' id='answer-id-1290567' class='answer   answerof-329848 ' value='1290567'   \/><label for='answer-id-1290567' id='answer-label-1290567' class=' answer'><span>if day_of_week == 1 and review_period == &quot;True&quot;:<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329848[]' id='answer-id-1290568' class='answer   answerof-329848 ' value='1290568'   \/><label for='answer-id-1290568' id='answer-label-1290568' class=' answer'><span>if day_of_week == 1 and review_period:<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329848[]' id='answer-id-1290569' class='answer   answerof-329848 ' value='1290569'   \/><label for='answer-id-1290569' id='answer-label-1290569' class=' answer'><span>if day_of_week = 1 &amp; review_period: = &quot;True&quot;:<\/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-329849'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>23. <\/span>A data engineer is attempting to drop a Spark SQL table my_table. The data engineer wants to delete all table metadata and data. <br \/>\r<br>They run the following command: <br \/>\r<br>DROP TABLE IF EXISTS my_table <br \/>\r<br>While the object no longer appears when they run SHOW TABLES, the data files still exist. <br \/>\r<br>Which of the following describes why the data files still exist and the metadata files were deleted?<\/div><input type='hidden' name='question_id[]' id='qID_23' value='329849' \/><input type='hidden' id='answerType329849' 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-329849[]' id='answer-id-1290570' class='answer   answerof-329849 ' value='1290570'   \/><label for='answer-id-1290570' id='answer-label-1290570' class=' answer'><span>The table\u2019s data was larger than 10 GB<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329849[]' id='answer-id-1290571' class='answer   answerof-329849 ' value='1290571'   \/><label for='answer-id-1290571' id='answer-label-1290571' class=' answer'><span>The table\u2019s data was smaller than 10 GB<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329849[]' id='answer-id-1290572' class='answer   answerof-329849 ' value='1290572'   \/><label for='answer-id-1290572' id='answer-label-1290572' class=' answer'><span>The table was external<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329849[]' id='answer-id-1290573' class='answer   answerof-329849 ' value='1290573'   \/><label for='answer-id-1290573' id='answer-label-1290573' class=' answer'><span>The table did not have a location<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329849[]' id='answer-id-1290574' class='answer   answerof-329849 ' value='1290574'   \/><label for='answer-id-1290574' id='answer-label-1290574' class=' answer'><span>The table was managed<\/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-329850'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>24. <\/span>A data engineer wants to create a data entity from a couple of tables. The data entity must be used by other data engineers in other sessions. It also must be saved to a physical location. <br \/>\r<br>Which of the following data entities should the data engineer create?<\/div><input type='hidden' name='question_id[]' id='qID_24' value='329850' \/><input type='hidden' id='answerType329850' 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-329850[]' id='answer-id-1290575' class='answer   answerof-329850 ' value='1290575'   \/><label for='answer-id-1290575' id='answer-label-1290575' class=' answer'><span>Database<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329850[]' id='answer-id-1290576' class='answer   answerof-329850 ' value='1290576'   \/><label for='answer-id-1290576' id='answer-label-1290576' class=' answer'><span>Function<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329850[]' id='answer-id-1290577' class='answer   answerof-329850 ' value='1290577'   \/><label for='answer-id-1290577' id='answer-label-1290577' class=' answer'><span>View<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329850[]' id='answer-id-1290578' class='answer   answerof-329850 ' value='1290578'   \/><label for='answer-id-1290578' id='answer-label-1290578' class=' answer'><span>Temporary view<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329850[]' id='answer-id-1290579' class='answer   answerof-329850 ' value='1290579'   \/><label for='answer-id-1290579' id='answer-label-1290579' class=' answer'><span>Table<\/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-329851'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>25. <\/span>A data engineer is maintaining a data pipeline. Upon data ingestion, the data engineer notices that the source data is starting to have a lower level of quality. The data engineer would like to automate the process of monitoring the quality level. <br \/>\r<br>Which of the following tools can the data engineer use to solve this problem?<\/div><input type='hidden' name='question_id[]' id='qID_25' value='329851' \/><input type='hidden' id='answerType329851' 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-329851[]' id='answer-id-1290580' class='answer   answerof-329851 ' value='1290580'   \/><label for='answer-id-1290580' id='answer-label-1290580' class=' answer'><span>Unity Catalog<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329851[]' id='answer-id-1290581' class='answer   answerof-329851 ' value='1290581'   \/><label for='answer-id-1290581' id='answer-label-1290581' class=' answer'><span>Data Explorer<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329851[]' id='answer-id-1290582' class='answer   answerof-329851 ' value='1290582'   \/><label for='answer-id-1290582' id='answer-label-1290582' class=' answer'><span>Delta Lake<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329851[]' id='answer-id-1290583' class='answer   answerof-329851 ' value='1290583'   \/><label for='answer-id-1290583' id='answer-label-1290583' class=' answer'><span>Delta Live Tables<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329851[]' id='answer-id-1290584' class='answer   answerof-329851 ' value='1290584'   \/><label for='answer-id-1290584' id='answer-label-1290584' class=' answer'><span>Auto Loader<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-26' style=';'><div id='questionWrap-26'  class='   watupro-question-id-329852'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>26. <\/span>A Delta Live Table pipeline includes two datasets defined using STREAMING LIVE TABLE. Three datasets are defined against Delta Lake table sources using LIVE TABLE. <br \/>\r<br>The table is configured to run in Production mode using the Continuous Pipeline Mode. <br \/>\r<br>Assuming previously unprocessed data exists and all definitions are valid, what is the expected outcome after clicking Start to update the pipeline?<\/div><input type='hidden' name='question_id[]' id='qID_26' value='329852' \/><input type='hidden' id='answerType329852' 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-329852[]' id='answer-id-1290585' class='answer   answerof-329852 ' value='1290585'   \/><label for='answer-id-1290585' id='answer-label-1290585' class=' answer'><span>All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will persist to allow for additional testing.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329852[]' id='answer-id-1290586' class='answer   answerof-329852 ' value='1290586'   \/><label for='answer-id-1290586' id='answer-label-1290586' class=' answer'><span>All datasets will be updated once and the pipeline will persist without any processing. The compute resources will persist but go unused.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329852[]' id='answer-id-1290587' class='answer   answerof-329852 ' value='1290587'   \/><label for='answer-id-1290587' id='answer-label-1290587' class=' answer'><span>All datasets will be updated at set intervals until the pipeline is shut down. The compute resources will be deployed for the update and terminated when the pipeline is stopped.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329852[]' id='answer-id-1290588' class='answer   answerof-329852 ' value='1290588'   \/><label for='answer-id-1290588' id='answer-label-1290588' class=' answer'><span>All datasets will be updated once and the pipeline will shut down. The compute resources will be terminated.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329852[]' id='answer-id-1290589' class='answer   answerof-329852 ' value='1290589'   \/><label for='answer-id-1290589' id='answer-label-1290589' class=' answer'><span>All datasets will be updated once and the pipeline will shut down. The compute resources will persist to allow for additional testing.<\/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-329853'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>27. <\/span>In order for Structured Streaming to reliably track the exact progress of the processing so that it can handle any kind of failure by restarting and\/or reprocessing, which of the following two approaches is used by Spark to record the offset range of the data being processed in each trigger?<\/div><input type='hidden' name='question_id[]' id='qID_27' value='329853' \/><input type='hidden' id='answerType329853' 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-329853[]' id='answer-id-1290590' class='answer   answerof-329853 ' value='1290590'   \/><label for='answer-id-1290590' id='answer-label-1290590' class=' answer'><span>Checkpointing and Write-ahead Logs<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329853[]' id='answer-id-1290591' class='answer   answerof-329853 ' value='1290591'   \/><label for='answer-id-1290591' id='answer-label-1290591' class=' answer'><span>Structured Streaming cannot record the offset range of the data being processed in each trigger.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329853[]' id='answer-id-1290592' class='answer   answerof-329853 ' value='1290592'   \/><label for='answer-id-1290592' id='answer-label-1290592' class=' answer'><span>Replayable Sources and Idempotent Sinks<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329853[]' id='answer-id-1290593' class='answer   answerof-329853 ' value='1290593'   \/><label for='answer-id-1290593' id='answer-label-1290593' class=' answer'><span>Write-ahead Logs and Idempotent Sinks<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329853[]' id='answer-id-1290594' class='answer   answerof-329853 ' value='1290594'   \/><label for='answer-id-1290594' id='answer-label-1290594' class=' answer'><span>Checkpointing and Idempotent Sinks<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-28' style=';'><div id='questionWrap-28'  class='   watupro-question-id-329854'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>28. <\/span>Which of the following describes the relationship between Gold tables and Silver tables?<\/div><input type='hidden' name='question_id[]' id='qID_28' value='329854' \/><input type='hidden' id='answerType329854' 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-329854[]' id='answer-id-1290595' class='answer   answerof-329854 ' value='1290595'   \/><label for='answer-id-1290595' id='answer-label-1290595' class=' answer'><span>Gold tables are more likely to contain aggregations than Silver tables.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329854[]' id='answer-id-1290596' class='answer   answerof-329854 ' value='1290596'   \/><label for='answer-id-1290596' id='answer-label-1290596' class=' answer'><span>Gold tables are more likely to contain valuable data than Silver tables.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329854[]' id='answer-id-1290597' class='answer   answerof-329854 ' value='1290597'   \/><label for='answer-id-1290597' id='answer-label-1290597' class=' answer'><span>Gold tables are more likely to contain a less refined view of data than Silver tables.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329854[]' id='answer-id-1290598' class='answer   answerof-329854 ' value='1290598'   \/><label for='answer-id-1290598' id='answer-label-1290598' class=' answer'><span>Gold tables are more likely to contain more data than Silver tables.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329854[]' id='answer-id-1290599' class='answer   answerof-329854 ' value='1290599'   \/><label for='answer-id-1290599' id='answer-label-1290599' class=' answer'><span>Gold tables are more likely to contain truthful data than Silver tables.<\/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-329855'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>29. <\/span>Which of the following describes the relationship between Bronze tables and raw data?<\/div><input type='hidden' name='question_id[]' id='qID_29' value='329855' \/><input type='hidden' id='answerType329855' 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-329855[]' id='answer-id-1290600' class='answer   answerof-329855 ' value='1290600'   \/><label for='answer-id-1290600' id='answer-label-1290600' class=' answer'><span>Bronze tables contain less data than raw data files.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329855[]' id='answer-id-1290601' class='answer   answerof-329855 ' value='1290601'   \/><label for='answer-id-1290601' id='answer-label-1290601' class=' answer'><span>Bronze tables contain more truthful data than raw data.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329855[]' id='answer-id-1290602' class='answer   answerof-329855 ' value='1290602'   \/><label for='answer-id-1290602' id='answer-label-1290602' class=' answer'><span>Bronze tables contain aggregates while raw data is unaggregated.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329855[]' id='answer-id-1290603' class='answer   answerof-329855 ' value='1290603'   \/><label for='answer-id-1290603' id='answer-label-1290603' class=' answer'><span>Bronze tables contain a less refined view of data than raw data.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329855[]' id='answer-id-1290604' class='answer   answerof-329855 ' value='1290604'   \/><label for='answer-id-1290604' id='answer-label-1290604' class=' answer'><span>Bronze tables contain raw data with a schema applied.<\/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-329856'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>30. <\/span>Which of the following tools is used by Auto Loader process data incrementally?<\/div><input type='hidden' name='question_id[]' id='qID_30' value='329856' \/><input type='hidden' id='answerType329856' 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-329856[]' id='answer-id-1290605' class='answer   answerof-329856 ' value='1290605'   \/><label for='answer-id-1290605' id='answer-label-1290605' class=' answer'><span>Checkpointing<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329856[]' id='answer-id-1290606' class='answer   answerof-329856 ' value='1290606'   \/><label for='answer-id-1290606' id='answer-label-1290606' class=' answer'><span>Spark Structured Streaming<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329856[]' id='answer-id-1290607' class='answer   answerof-329856 ' value='1290607'   \/><label for='answer-id-1290607' id='answer-label-1290607' class=' answer'><span>Data Explorer<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329856[]' id='answer-id-1290608' class='answer   answerof-329856 ' value='1290608'   \/><label for='answer-id-1290608' id='answer-label-1290608' class=' answer'><span>Unity Catalog<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329856[]' id='answer-id-1290609' class='answer   answerof-329856 ' value='1290609'   \/><label for='answer-id-1290609' id='answer-label-1290609' class=' answer'><span>Databricks SQL<\/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-329857'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>31. <\/span>A data engineer has configured a Structured Streaming job to read from a table, manipulate the data, and then perform a streaming write into a new table. <br \/>\r<br>The cade block used by the data engineer is below: <br \/>\r<br><br><img decoding=\"async\" width=612 height=163 id=\"\u56fe\u7247 20\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image010-16.jpg\"><br><br \/>\r<br>If the data engineer only wants the query to execute a micro-batch to process data every 5 seconds, which of the following lines of code should the data engineer use to fill in the blank?<\/div><input type='hidden' name='question_id[]' id='qID_31' value='329857' \/><input type='hidden' id='answerType329857' 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-329857[]' id='answer-id-1290610' class='answer   answerof-329857 ' value='1290610'   \/><label for='answer-id-1290610' id='answer-label-1290610' class=' answer'><span>trigger(&quot;5 seconds&quot;)<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329857[]' id='answer-id-1290611' class='answer   answerof-329857 ' value='1290611'   \/><label for='answer-id-1290611' id='answer-label-1290611' class=' answer'><span>trigger()<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329857[]' id='answer-id-1290612' class='answer   answerof-329857 ' value='1290612'   \/><label for='answer-id-1290612' id='answer-label-1290612' class=' answer'><span>trigger(once=&quot;5 seconds&quot;)<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329857[]' id='answer-id-1290613' class='answer   answerof-329857 ' value='1290613'   \/><label for='answer-id-1290613' id='answer-label-1290613' class=' answer'><span>trigger(processingTime=&quot;5 seconds&quot;)<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329857[]' id='answer-id-1290614' class='answer   answerof-329857 ' value='1290614'   \/><label for='answer-id-1290614' id='answer-label-1290614' class=' answer'><span>trigger(continuous=&quot;5 seconds&quot;)<\/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-329858'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>32. <\/span>A dataset has been defined using Delta Live Tables and includes an expectations clause: <br \/>\r<br>CONSTRAINT valid_timestamp EXPECT (timestamp &gt; '2020-01-01') ON VIOLATION DROP ROW <br \/>\r<br>What is the expected behavior when a batch of data containing data that violates these constraints is <br \/>\r<br>processed?<\/div><input type='hidden' name='question_id[]' id='qID_32' value='329858' \/><input type='hidden' id='answerType329858' 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-329858[]' id='answer-id-1290615' class='answer   answerof-329858 ' value='1290615'   \/><label for='answer-id-1290615' id='answer-label-1290615' class=' answer'><span>Records that violate the expectation are dropped from the target dataset and loaded into a quarantine table.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329858[]' id='answer-id-1290616' class='answer   answerof-329858 ' value='1290616'   \/><label for='answer-id-1290616' id='answer-label-1290616' class=' answer'><span>Records that violate the expectation are added to the target dataset and flagged as invalid in a field added to the target dataset.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329858[]' id='answer-id-1290617' class='answer   answerof-329858 ' value='1290617'   \/><label for='answer-id-1290617' id='answer-label-1290617' class=' answer'><span>Records that violate the expectation are dropped from the target dataset and recorded as invalid in the event log.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329858[]' id='answer-id-1290618' class='answer   answerof-329858 ' value='1290618'   \/><label for='answer-id-1290618' id='answer-label-1290618' class=' answer'><span>Records that violate the expectation are added to the target dataset and recorded as invalid in the event log.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329858[]' id='answer-id-1290619' class='answer   answerof-329858 ' value='1290619'   \/><label for='answer-id-1290619' id='answer-label-1290619' class=' answer'><span>Records that violate the expectation cause the job to fail.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-33' style=';'><div id='questionWrap-33'  class='   watupro-question-id-329859'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>33. <\/span>Which of the following describes when to use the CREATE STREAMING LIVE TABLE (formerly CREATE INCREMENTAL LIVE TABLE) syntax over the CREATE LIVE TABLE syntax when creating Delta Live Tables (DLT) tables using SQL?<\/div><input type='hidden' name='question_id[]' id='qID_33' value='329859' \/><input type='hidden' id='answerType329859' 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-329859[]' id='answer-id-1290620' class='answer   answerof-329859 ' value='1290620'   \/><label for='answer-id-1290620' id='answer-label-1290620' class=' answer'><span>CREATE STREAMING LIVE TABLE should be used when the subsequent step in the DLT pipeline is static.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329859[]' id='answer-id-1290621' class='answer   answerof-329859 ' value='1290621'   \/><label for='answer-id-1290621' id='answer-label-1290621' class=' answer'><span>CREATE STREAMING LIVE TABLE should be used when data needs to be processed incrementally.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329859[]' id='answer-id-1290622' class='answer   answerof-329859 ' value='1290622'   \/><label for='answer-id-1290622' id='answer-label-1290622' class=' answer'><span>CREATE STREAMING LIVE TABLE is redundant for DLT and it does not need to be used.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329859[]' id='answer-id-1290623' class='answer   answerof-329859 ' value='1290623'   \/><label for='answer-id-1290623' id='answer-label-1290623' class=' answer'><span>CREATE STREAMING LIVE TABLE should be used when data needs to be processed through complicated aggregations.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329859[]' id='answer-id-1290624' class='answer   answerof-329859 ' value='1290624'   \/><label for='answer-id-1290624' id='answer-label-1290624' class=' answer'><span>CREATE STREAMING LIVE TABLE should be used when the previous step in the DLT pipeline is static.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-34' style=';'><div id='questionWrap-34'  class='   watupro-question-id-329860'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>34. <\/span>A data engineer is designing a data pipeline. The source system generates files in a shared directory that is also used by other processes. As a result, the files should be kept as is and will accumulate in the directory. The data engineer needs to identify which files are new since the previous run in the pipeline, and set up the pipeline to only ingest those new files with each run. <br \/>\r<br>Which of the following tools can the data engineer use to solve this problem?<\/div><input type='hidden' name='question_id[]' id='qID_34' value='329860' \/><input type='hidden' id='answerType329860' 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-329860[]' id='answer-id-1290625' class='answer   answerof-329860 ' value='1290625'   \/><label for='answer-id-1290625' id='answer-label-1290625' class=' answer'><span>Unity Catalog<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329860[]' id='answer-id-1290626' class='answer   answerof-329860 ' value='1290626'   \/><label for='answer-id-1290626' id='answer-label-1290626' class=' answer'><span>Delta Lake<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329860[]' id='answer-id-1290627' class='answer   answerof-329860 ' value='1290627'   \/><label for='answer-id-1290627' id='answer-label-1290627' class=' answer'><span>Databricks SQL<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329860[]' id='answer-id-1290628' class='answer   answerof-329860 ' value='1290628'   \/><label for='answer-id-1290628' id='answer-label-1290628' class=' answer'><span>Data Explorer<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329860[]' id='answer-id-1290629' class='answer   answerof-329860 ' value='1290629'   \/><label for='answer-id-1290629' id='answer-label-1290629' class=' answer'><span>Auto Loader<\/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-329861'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>35. <\/span>Which of the following Structured Streaming queries is performing a hop from a Silver table to a Gold table? <br \/>\r<br>A) <br \/>\r<br><br><img decoding=\"async\" width=524 height=122 id=\"\u56fe\u7247 19\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image011-15.jpg\"><br><br \/>\r<br>B) <br \/>\r<br><br><img decoding=\"async\" width=525 height=122 id=\"\u56fe\u7247 18\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image012-13.jpg\"><br><br \/>\r<br>C) <br \/>\r<br><br><img decoding=\"async\" width=601 height=144 id=\"\u56fe\u7247 17\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image013-13.jpg\"><br><br \/>\r<br>D) <br \/>\r<br><br><img decoding=\"async\" width=525 height=144 id=\"\u56fe\u7247 16\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image014-13.jpg\"><br><br \/>\r<br>E) <br \/>\r<br><br><img decoding=\"async\" width=525 height=165 id=\"\u56fe\u7247 15\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/uploads\/2024\/05\/image015-13.jpg\"><br><\/div><input type='hidden' name='question_id[]' id='qID_35' value='329861' \/><input type='hidden' id='answerType329861' 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-329861[]' id='answer-id-1290630' class='answer   answerof-329861 ' value='1290630'   \/><label for='answer-id-1290630' id='answer-label-1290630' class=' answer'><span>Option A<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329861[]' id='answer-id-1290631' class='answer   answerof-329861 ' value='1290631'   \/><label for='answer-id-1290631' id='answer-label-1290631' class=' answer'><span>Option B<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329861[]' id='answer-id-1290632' class='answer   answerof-329861 ' value='1290632'   \/><label for='answer-id-1290632' id='answer-label-1290632' class=' answer'><span>Option C<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329861[]' id='answer-id-1290633' class='answer   answerof-329861 ' value='1290633'   \/><label for='answer-id-1290633' id='answer-label-1290633' class=' answer'><span>Option D<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-329861[]' id='answer-id-1290634' class='answer   answerof-329861 ' value='1290634'   \/><label for='answer-id-1290634' id='answer-label-1290634' class=' answer'><span>Option E<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div style='display:none' id='question-36'>\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=\"watuPROButtons8538\" >\n\t\t  <div id=\"prev-question\" style=\"display:none;\"><input type=\"button\" value=\"&lt; Previous\" onclick=\"WatuPRO.nextQuestion(event, 'previous');\"\/><\/div>\t\t  \t\t  \t\t   \n\t\t   \t  \t\t<div><input type=\"button\" name=\"action\" class=\"watupro-submit-button\" onclick=\"WatuPRO.submitResult(event)\" id=\"action-button\" value=\"View Results\"  \/>\n\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t<input type=\"hidden\" name=\"quiz_id\" value=\"8538\" id=\"watuPROExamID\"\/>\n\t<input type=\"hidden\" name=\"start_time\" id=\"startTime\" 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