{"id":1044,"date":"2024-01-18T12:06:36","date_gmt":"2024-01-18T12:06:36","guid":{"rendered":"https:\/\/exam.real4prep.com\/?p=1044"},"modified":"2024-01-18T12:06:36","modified_gmt":"2024-01-18T12:06:36","slug":"databricks-certified-data-engineer-associate-premium-files-updated-jan-2024-practice-valid-exam-dumps-question-q21-q42","status":"publish","type":"post","link":"https:\/\/exam.real4prep.com\/de\/2024\/01\/18\/databricks-certified-data-engineer-associate-premium-files-updated-jan-2024-practice-valid-exam-dumps-question-q21-q42\/","title":{"rendered":"Databricks-Certified-Data-Engineer-Associate Premium Files Updated Jan-2024 Practice Valid Exam Dumps Question [Q21-Q42]"},"content":{"rendered":"\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-left kksr-valign-top\"\n    data-payload='{&quot;align&quot;:&quot;left&quot;,&quot;id&quot;:&quot;1044&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;top&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;Rate this post&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 votes)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;Databricks-Certified-Data-Engineer-Associate Premium Files Updated Jan-2024 Practice Valid Exam Dumps Question [Q21-Q42]&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">Rate this post<\/span>\n    <\/div>\n    <\/div>\n<p><span style=\"font-size: 18px\"><strong><span style=\"color: red\">Databricks-Certified-Data-Engineer-Associate Premium Files Updated Jan-2024 Practice Valid Exam Dumps Question<\/span><\/strong><\/span><\/p>\n<p><strong><span style=\"color: red\">Practice with Databricks-Certified-Data-Engineer-Associate Dumps for Databricks Certification Certified Exam Questions &amp; Answer<\/span><\/strong><\/p>\n<p><\/p>\n<p>Databricks Certified Data Engineer Associate certification is an excellent way for professionals to advance their career in the field of data engineering. Databricks Certified Data Engineer Associate Exam certification is recognized by many organizations globally, and it can help professionals stand out in a competitive job market. Additionally, earning this certification can lead to higher salaries and better job opportunities.<\/p>\n<p>&nbsp;<\/p>\n<div id=\"watu_quiz\" class=\"quiz-area single-page-quiz\">\n<form action=\"\" method=\"post\" class=\"quiz-form \" id=\"quiz-472\" >\n<div class='watu-question' id='question-1'><div class='question-content'><p><strong>Q21.<\/strong> Which of the following describes the relationship between Gold tables and Silver tables?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9256' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35949' \/><div class='watu-question-choice'><input type='radio' name='answer-9256[]' id='answer-id-35949' class='answer answer-1 js-answer-label answerof-9256' value='35949' \/>&nbsp;<label for='answer-id-35949' id='answer-label-35949' class='js-answer-label answer label-1'><span class='answer'>Gold tables are more likely to contain aggregations than Silver tables.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35950' \/><div class='watu-question-choice'><input type='radio' name='answer-9256[]' id='answer-id-35950' class='answer answer-1 js-answer-label answerof-9256' value='35950' \/>&nbsp;<label for='answer-id-35950' id='answer-label-35950' class='js-answer-label answer label-1'><span class='answer'>Gold tables are more likely to contain valuable data than Silver tables.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35951' \/><div class='watu-question-choice'><input type='radio' name='answer-9256[]' id='answer-id-35951' class='answer answer-1 php-answer-label answerof-9256' value='35951' \/>&nbsp;<label for='answer-id-35951' id='answer-label-35951' class='php-answer-label answer label-1'><span class='answer'>Gold tables are more likely to contain a less refined view of data than Silver tables.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35952' \/><div class='watu-question-choice'><input type='radio' name='answer-9256[]' id='answer-id-35952' class='answer answer-1 js-answer-label answerof-9256' value='35952' \/>&nbsp;<label for='answer-id-35952' id='answer-label-35952' class='js-answer-label answer label-1'><span class='answer'>Gold tables are more likely to contain more data than Silver tables.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35953' \/><div class='watu-question-choice'><input type='radio' name='answer-9256[]' id='answer-id-35953' class='answer answer-1 js-answer-label answerof-9256' value='35953' \/>&nbsp;<label for='answer-id-35953' id='answer-label-35953' class='js-answer-label answer label-1'><span class='answer'>Gold tables are more likely to contain truthful data than Silver tables.<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(1,this)' id='btn-1' value='See Answer'  \/><input type='hidden' id='questionType1' value='radio' class=''><\/div><div class='watu-question' id='question-2'><div class='question-content'><p><strong>Q22.<\/strong> 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 \/>Which of the following tools can the data engineer use to solve this problem?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9257' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35954' \/><div class='watu-question-choice'><input type='radio' name='answer-9257[]' id='answer-id-35954' class='answer answer-2 js-answer-label answerof-9257' value='35954' \/>&nbsp;<label for='answer-id-35954' id='answer-label-35954' class='js-answer-label answer label-2'><span class='answer'>Unity Catalog<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35955' \/><div class='watu-question-choice'><input type='radio' name='answer-9257[]' id='answer-id-35955' class='answer answer-2 js-answer-label answerof-9257' value='35955' \/>&nbsp;<label for='answer-id-35955' id='answer-label-35955' class='js-answer-label answer label-2'><span class='answer'>Data Explorer<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35956' \/><div class='watu-question-choice'><input type='radio' name='answer-9257[]' id='answer-id-35956' class='answer answer-2 php-answer-label answerof-9257' value='35956' \/>&nbsp;<label for='answer-id-35956' id='answer-label-35956' class='php-answer-label answer label-2'><span class='answer'>Delta Lake<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35957' \/><div class='watu-question-choice'><input type='radio' name='answer-9257[]' id='answer-id-35957' class='answer answer-2 js-answer-label answerof-9257' value='35957' \/>&nbsp;<label for='answer-id-35957' id='answer-label-35957' class='js-answer-label answer label-2'><span class='answer'>Delta Live Tables<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35958' \/><div class='watu-question-choice'><input type='radio' name='answer-9257[]' id='answer-id-35958' class='answer answer-2 js-answer-label answerof-9257' value='35958' \/>&nbsp;<label for='answer-id-35958' id='answer-label-35958' class='js-answer-label answer label-2'><span class='answer'>Auto Loader<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(2,this)' id='btn-2' value='See Answer'  \/><input type='hidden' id='questionType2' value='radio' class=''><\/div><div class='watu-question' id='question-3'><div class='question-content'><p><strong>Q23.<\/strong> Which of the following data lakehouse features results in improved data quality over a traditional data lake?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9258' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35959' \/><div class='watu-question-choice'><input type='radio' name='answer-9258[]' id='answer-id-35959' class='answer answer-3 js-answer-label answerof-9258' value='35959' \/>&nbsp;<label for='answer-id-35959' id='answer-label-35959' class='js-answer-label answer label-3'><span class='answer'>A data lakehouse provides storage solutions for structured and unstructured data.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35960' \/><div class='watu-question-choice'><input type='radio' name='answer-9258[]' id='answer-id-35960' class='answer answer-3 js-answer-label answerof-9258' value='35960' \/>&nbsp;<label for='answer-id-35960' id='answer-label-35960' class='js-answer-label answer label-3'><span class='answer'>A data lakehouse supports ACID-compliant transactions.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35961' \/><div class='watu-question-choice'><input type='radio' name='answer-9258[]' id='answer-id-35961' class='answer answer-3 php-answer-label answerof-9258' value='35961' \/>&nbsp;<label for='answer-id-35961' id='answer-label-35961' class='php-answer-label answer label-3'><span class='answer'>A data lakehouse allows the use of SQL queries to examine data.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35962' \/><div class='watu-question-choice'><input type='radio' name='answer-9258[]' id='answer-id-35962' class='answer answer-3 js-answer-label answerof-9258' value='35962' \/>&nbsp;<label for='answer-id-35962' id='answer-label-35962' class='js-answer-label answer label-3'><span class='answer'>A data lakehouse stores data in open formats.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35963' \/><div class='watu-question-choice'><input type='radio' name='answer-9258[]' id='answer-id-35963' class='answer answer-3 js-answer-label answerof-9258' value='35963' \/>&nbsp;<label for='answer-id-35963' id='answer-label-35963' class='js-answer-label answer label-3'><span class='answer'>A data lakehouse enables machine learning and artificial Intelligence workloads.<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(3,this)' id='btn-3' value='See Answer'  \/><input type='hidden' id='questionType3' value='radio' class=''><\/div><div class='watu-question' id='question-4'><div class='question-content'><p><strong>Q24.<\/strong> A data engineer wants to schedule their Databricks SQL dashboard to refresh once per day, but they only want the associated SQL endpoint to be running when it is necessary.<br \/>Which of the following approaches can the data engineer use to minimize the total running time of the SQL endpoint used in the refresh schedule of their dashboard?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9259' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35964' \/><div class='watu-question-choice'><input type='radio' name='answer-9259[]' id='answer-id-35964' class='answer answer-4 js-answer-label answerof-9259' value='35964' \/>&nbsp;<label for='answer-id-35964' id='answer-label-35964' class='js-answer-label answer label-4'><span class='answer'>They can ensure the dashboard&#8217;s SQL endpoint matches each of the queries&#8217; SQL endpoints.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35965' \/><div class='watu-question-choice'><input type='radio' name='answer-9259[]' id='answer-id-35965' class='answer answer-4 js-answer-label answerof-9259' value='35965' \/>&nbsp;<label for='answer-id-35965' id='answer-label-35965' class='js-answer-label answer label-4'><span class='answer'>They can set up the dashboard&#8217;s SQL endpoint to be serverless.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35966' \/><div class='watu-question-choice'><input type='radio' name='answer-9259[]' id='answer-id-35966' class='answer answer-4 php-answer-label answerof-9259' value='35966' \/>&nbsp;<label for='answer-id-35966' id='answer-label-35966' class='php-answer-label answer label-4'><span class='answer'>They can turn on the Auto Stop feature for the SQL endpoint.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35967' \/><div class='watu-question-choice'><input type='radio' name='answer-9259[]' id='answer-id-35967' class='answer answer-4 js-answer-label answerof-9259' value='35967' \/>&nbsp;<label for='answer-id-35967' id='answer-label-35967' class='js-answer-label answer label-4'><span class='answer'>They can reduce the cluster size of the SQL endpoint.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35968' \/><div class='watu-question-choice'><input type='radio' name='answer-9259[]' id='answer-id-35968' class='answer answer-4 js-answer-label answerof-9259' value='35968' \/>&nbsp;<label for='answer-id-35968' id='answer-label-35968' class='js-answer-label answer label-4'><span class='answer'>They can ensure the dashboard&#8217;s SQL endpoint is not one of the included query&#8217;s SQL endpoint.<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(4,this)' id='btn-4' value='See Answer'  \/><input type='hidden' id='questionType4' value='radio' class=''><\/div><div class='watu-question' id='question-5'><div class='question-content'><p><strong>Q25.<\/strong> A new data engineering team has been assigned to work on a project. The team will need access to database customers in order to see what tables already exist. The team has its own group team.<br \/>Which of the following commands can be used to grant the necessary permission on the entire database to the new team?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9260' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35969' \/><div class='watu-question-choice'><input type='radio' name='answer-9260[]' id='answer-id-35969' class='answer answer-5 js-answer-label answerof-9260' value='35969' \/>&nbsp;<label for='answer-id-35969' id='answer-label-35969' class='js-answer-label answer label-5'><span class='answer'>GRANT VIEW ON CATALOG customers TO team;<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35970' \/><div class='watu-question-choice'><input type='radio' name='answer-9260[]' id='answer-id-35970' class='answer answer-5 js-answer-label answerof-9260' value='35970' \/>&nbsp;<label for='answer-id-35970' id='answer-label-35970' class='js-answer-label answer label-5'><span class='answer'>GRANT CREATE ON DATABASE customers TO team;<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35971' \/><div class='watu-question-choice'><input type='radio' name='answer-9260[]' id='answer-id-35971' class='answer answer-5 js-answer-label answerof-9260' value='35971' \/>&nbsp;<label for='answer-id-35971' id='answer-label-35971' class='js-answer-label answer label-5'><span class='answer'>GRANT USAGE ON CATALOG team TO customers;<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35972' \/><div class='watu-question-choice'><input type='radio' name='answer-9260[]' id='answer-id-35972' class='answer answer-5 js-answer-label answerof-9260' value='35972' \/>&nbsp;<label for='answer-id-35972' id='answer-label-35972' class='js-answer-label answer label-5'><span class='answer'>GRANT CREATE ON DATABASE team TO customers;<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35973' \/><div class='watu-question-choice'><input type='radio' name='answer-9260[]' id='answer-id-35973' class='answer answer-5 php-answer-label answerof-9260' value='35973' \/>&nbsp;<label for='answer-id-35973' id='answer-label-35973' class='php-answer-label answer label-5'><span class='answer'>GRANT USAGE ON DATABASE customers TO team;<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(5,this)' id='btn-5' value='See Answer'  \/><input type='hidden' id='questionType5' value='radio' class=''><\/div><div class='watu-question' id='question-6'><div class='question-content'><p><strong>Q26.<\/strong> Which of the following commands will return the location of database customer360?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9261' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35974' \/><div class='watu-question-choice'><input type='radio' name='answer-9261[]' id='answer-id-35974' class='answer answer-6 js-answer-label answerof-9261' value='35974' \/>&nbsp;<label for='answer-id-35974' id='answer-label-35974' class='js-answer-label answer label-6'><span class='answer'>DESCRIBE LOCATION customer360;<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35975' \/><div class='watu-question-choice'><input type='radio' name='answer-9261[]' id='answer-id-35975' class='answer answer-6 js-answer-label answerof-9261' value='35975' \/>&nbsp;<label for='answer-id-35975' id='answer-label-35975' class='js-answer-label answer label-6'><span class='answer'>DROP DATABASE customer360;<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35976' \/><div class='watu-question-choice'><input type='radio' name='answer-9261[]' id='answer-id-35976' class='answer answer-6 php-answer-label answerof-9261' value='35976' \/>&nbsp;<label for='answer-id-35976' id='answer-label-35976' class='php-answer-label answer label-6'><span class='answer'>DESCRIBE DATABASE customer360;<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35977' \/><div class='watu-question-choice'><input type='radio' name='answer-9261[]' id='answer-id-35977' class='answer answer-6 js-answer-label answerof-9261' value='35977' \/>&nbsp;<label for='answer-id-35977' id='answer-label-35977' class='js-answer-label answer label-6'><span class='answer'>ALTER DATABASE customer360 SET DBPROPERTIES (&#8216;location&#8217; = &#8216;\/user&#8217;};<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35978' \/><div class='watu-question-choice'><input type='radio' name='answer-9261[]' id='answer-id-35978' class='answer answer-6 js-answer-label answerof-9261' value='35978' \/>&nbsp;<label for='answer-id-35978' id='answer-label-35978' class='js-answer-label answer label-6'><span class='answer'>USE DATABASE customer360;<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(6,this)' id='btn-6' value='See Answer'  \/><input type='hidden' id='questionType6' value='radio' class=''><\/div><div class='watu-question' id='question-7'><div class='question-content'><p><strong>Q27.<\/strong> An engineering manager wants to monitor the performance of a recent project using a Databricks SQL query.<br \/>For the first week following the project&#8217;s release, the managerwants the query results to be updated every minute. However, the manager is concerned that the compute resources used for the query will be left running and cost the organization a lot of money beyond the first week of the project&#8217;s release.<br \/>Which of the following approaches can the engineering team use to ensure the query does not cost the organization any money beyond the first week of the project&#8217;s release?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9262' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35979' \/><div class='watu-question-choice'><input type='radio' name='answer-9262[]' id='answer-id-35979' class='answer answer-7 js-answer-label answerof-9262' value='35979' \/>&nbsp;<label for='answer-id-35979' id='answer-label-35979' class='js-answer-label answer label-7'><span class='answer'>They can set a limit to the number of DBUs that are consumed by the SQL Endpoint.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35980' \/><div class='watu-question-choice'><input type='radio' name='answer-9262[]' id='answer-id-35980' class='answer answer-7 js-answer-label answerof-9262' value='35980' \/>&nbsp;<label for='answer-id-35980' id='answer-label-35980' class='js-answer-label answer label-7'><span class='answer'>They can set the query&#8217;s refresh schedule to end after a certain number of refreshes.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35981' \/><div class='watu-question-choice'><input type='radio' name='answer-9262[]' id='answer-id-35981' class='answer answer-7 js-answer-label answerof-9262' value='35981' \/>&nbsp;<label for='answer-id-35981' id='answer-label-35981' class='js-answer-label answer label-7'><span class='answer'>They cannot ensure the query does not cost the organization money beyond the first week of the project&#8217;s release.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35982' \/><div class='watu-question-choice'><input type='radio' name='answer-9262[]' id='answer-id-35982' class='answer answer-7 js-answer-label answerof-9262' value='35982' \/>&nbsp;<label for='answer-id-35982' id='answer-label-35982' class='js-answer-label answer label-7'><span class='answer'>They can set a limit to the number of individuals that are able to manage the query&#8217;s refresh schedule.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35983' \/><div class='watu-question-choice'><input type='radio' name='answer-9262[]' id='answer-id-35983' class='answer answer-7 php-answer-label answerof-9262' value='35983' \/>&nbsp;<label for='answer-id-35983' id='answer-label-35983' class='php-answer-label answer label-7'><span class='answer'>They can set the query&#8217;s refresh schedule to end on a certain date in the query scheduler.<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(7,this)' id='btn-7' value='See Answer'  \/><input type='hidden' id='questionType7' value='radio' class=''><\/div><div class='watu-question' id='question-8'><div class='question-content'><p><strong>Q28.<\/strong> Which of the following tools is used by Auto Loader process data incrementally?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9263' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35984' \/><div class='watu-question-choice'><input type='radio' name='answer-9263[]' id='answer-id-35984' class='answer answer-8 js-answer-label answerof-9263' value='35984' \/>&nbsp;<label for='answer-id-35984' id='answer-label-35984' class='js-answer-label answer label-8'><span class='answer'>Checkpointing<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35985' \/><div class='watu-question-choice'><input type='radio' name='answer-9263[]' id='answer-id-35985' class='answer answer-8 php-answer-label answerof-9263' value='35985' \/>&nbsp;<label for='answer-id-35985' id='answer-label-35985' class='php-answer-label answer label-8'><span class='answer'>Spark Structured Streaming<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35986' \/><div class='watu-question-choice'><input type='radio' name='answer-9263[]' id='answer-id-35986' class='answer answer-8 js-answer-label answerof-9263' value='35986' \/>&nbsp;<label for='answer-id-35986' id='answer-label-35986' class='js-answer-label answer label-8'><span class='answer'>Data Explorer<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35987' \/><div class='watu-question-choice'><input type='radio' name='answer-9263[]' id='answer-id-35987' class='answer answer-8 js-answer-label answerof-9263' value='35987' \/>&nbsp;<label for='answer-id-35987' id='answer-label-35987' class='js-answer-label answer label-8'><span class='answer'>Unity Catalog<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35988' \/><div class='watu-question-choice'><input type='radio' name='answer-9263[]' id='answer-id-35988' class='answer answer-8 js-answer-label answerof-9263' value='35988' \/>&nbsp;<label for='answer-id-35988' id='answer-label-35988' class='js-answer-label answer label-8'><span class='answer'>Databricks SQL<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(8,this)' id='btn-8' value='See Answer'  \/><input type='hidden' id='questionType8' value='radio' class=''><\/div><div class='watu-question' id='question-9'><div class='question-content'><p><strong>Q29.<\/strong> Which of the following benefits of using the Databricks Lakehouse Platform is provided by Delta Lake?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9264' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35989' \/><div class='watu-question-choice'><input type='radio' name='answer-9264[]' id='answer-id-35989' class='answer answer-9 js-answer-label answerof-9264' value='35989' \/>&nbsp;<label for='answer-id-35989' id='answer-label-35989' class='js-answer-label answer label-9'><span class='answer'>The ability to manipulate the same data using a variety of languages<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35990' \/><div class='watu-question-choice'><input type='radio' name='answer-9264[]' id='answer-id-35990' class='answer answer-9 js-answer-label answerof-9264' value='35990' \/>&nbsp;<label for='answer-id-35990' id='answer-label-35990' class='js-answer-label answer label-9'><span class='answer'>The ability to collaborate in real time on a single notebook<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35991' \/><div class='watu-question-choice'><input type='radio' name='answer-9264[]' id='answer-id-35991' class='answer answer-9 js-answer-label answerof-9264' value='35991' \/>&nbsp;<label for='answer-id-35991' id='answer-label-35991' class='js-answer-label answer label-9'><span class='answer'>The ability to set up alerts for query failures<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35992' \/><div class='watu-question-choice'><input type='radio' name='answer-9264[]' id='answer-id-35992' class='answer answer-9 php-answer-label answerof-9264' value='35992' \/>&nbsp;<label for='answer-id-35992' id='answer-label-35992' class='php-answer-label answer label-9'><span class='answer'>The ability to support batch and streaming workloads<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35993' \/><div class='watu-question-choice'><input type='radio' name='answer-9264[]' id='answer-id-35993' class='answer answer-9 js-answer-label answerof-9264' value='35993' \/>&nbsp;<label for='answer-id-35993' id='answer-label-35993' class='js-answer-label answer label-9'><span class='answer'>The ability to distribute complex data operations<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(9,this)' id='btn-9' value='See Answer'  \/><input type='hidden' id='questionType9' value='radio' class=''><\/div><div class='watu-question' id='question-10'><div class='question-content'><p><strong>Q30.<\/strong> 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?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9265' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35994' \/><div class='watu-question-choice'><input type='radio' name='answer-9265[]' id='answer-id-35994' class='answer answer-10 js-answer-label answerof-9265' value='35994' \/>&nbsp;<label for='answer-id-35994' id='answer-label-35994' class='js-answer-label answer label-10'><span class='answer'>Checkpointing and Write-ahead Logs<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35995' \/><div class='watu-question-choice'><input type='radio' name='answer-9265[]' id='answer-id-35995' class='answer answer-10 js-answer-label answerof-9265' value='35995' \/>&nbsp;<label for='answer-id-35995' id='answer-label-35995' class='js-answer-label answer label-10'><span class='answer'>Structured Streaming cannot record the offset range of the data being processed in each trigger.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35996' \/><div class='watu-question-choice'><input type='radio' name='answer-9265[]' id='answer-id-35996' class='answer answer-10 js-answer-label answerof-9265' value='35996' \/>&nbsp;<label for='answer-id-35996' id='answer-label-35996' class='js-answer-label answer label-10'><span class='answer'>Replayable Sources and Idempotent Sinks<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35997' \/><div class='watu-question-choice'><input type='radio' name='answer-9265[]' id='answer-id-35997' class='answer answer-10 js-answer-label answerof-9265' value='35997' \/>&nbsp;<label for='answer-id-35997' id='answer-label-35997' class='js-answer-label answer label-10'><span class='answer'>Write-ahead Logs and Idempotent Sinks<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35998' \/><div class='watu-question-choice'><input type='radio' name='answer-9265[]' id='answer-id-35998' class='answer answer-10 php-answer-label answerof-9265' value='35998' \/>&nbsp;<label for='answer-id-35998' id='answer-label-35998' class='php-answer-label answer label-10'><span class='answer'>Checkpointing and Idempotent Sinks<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(10,this)' id='btn-10' value='See Answer'  \/><input type='hidden' id='questionType10' value='radio' class=''><\/div><div class='watu-question' id='question-11'><div class='question-content'><p><strong>Q31.<\/strong> A data engineer has three tables in a Delta Live Tables (DLT) pipeline. They have configured the pipeline to drop invalid records at each table. They notice that some data is being dropped due to quality concerns at some point in the DLT pipeline. They would like to determine at which table in their pipeline the data is being dropped.<br \/>Which of the following approaches can the data engineer take to identify the table that is dropping the records?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9266' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='35999' \/><div class='watu-question-choice'><input type='radio' name='answer-9266[]' id='answer-id-35999' class='answer answer-11 js-answer-label answerof-9266' value='35999' \/>&nbsp;<label for='answer-id-35999' id='answer-label-35999' class='js-answer-label answer label-11'><span class='answer'>They can set up separate expectations for each table when developing their DLT pipeline.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36000' \/><div class='watu-question-choice'><input type='radio' name='answer-9266[]' id='answer-id-36000' class='answer answer-11 js-answer-label answerof-9266' value='36000' \/>&nbsp;<label for='answer-id-36000' id='answer-label-36000' class='js-answer-label answer label-11'><span class='answer'>They cannot determine which table is dropping the records.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36001' \/><div class='watu-question-choice'><input type='radio' name='answer-9266[]' id='answer-id-36001' class='answer answer-11 js-answer-label answerof-9266' value='36001' \/>&nbsp;<label for='answer-id-36001' id='answer-label-36001' class='js-answer-label answer label-11'><span class='answer'>They can set up DLT to notify them via email when records are dropped.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36002' \/><div class='watu-question-choice'><input type='radio' name='answer-9266[]' id='answer-id-36002' class='answer answer-11 js-answer-label answerof-9266' value='36002' \/>&nbsp;<label for='answer-id-36002' id='answer-label-36002' class='js-answer-label answer label-11'><span class='answer'>They can navigate to the DLT pipeline page, click on each table, and view the data quality statistics.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36003' \/><div class='watu-question-choice'><input type='radio' name='answer-9266[]' id='answer-id-36003' class='answer answer-11 php-answer-label answerof-9266' value='36003' \/>&nbsp;<label for='answer-id-36003' id='answer-label-36003' class='php-answer-label answer label-11'><span class='answer'>They can navigate to the DLT pipeline page, click on the &#8220;Error&#8221; button, and review the present errors.<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(11,this)' id='btn-11' value='See Answer'  \/><input type='hidden' id='questionType11' value='radio' class=''><\/div><div class='watu-question' id='question-12'><div class='question-content'><p><strong>Q32.<\/strong> Which of the following describes the relationship between Bronze tables and raw data?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9267' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36004' \/><div class='watu-question-choice'><input type='radio' name='answer-9267[]' id='answer-id-36004' class='answer answer-12 js-answer-label answerof-9267' value='36004' \/>&nbsp;<label for='answer-id-36004' id='answer-label-36004' class='js-answer-label answer label-12'><span class='answer'>Bronze tables contain less data than raw data files.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36005' \/><div class='watu-question-choice'><input type='radio' name='answer-9267[]' id='answer-id-36005' class='answer answer-12 js-answer-label answerof-9267' value='36005' \/>&nbsp;<label for='answer-id-36005' id='answer-label-36005' class='js-answer-label answer label-12'><span class='answer'>Bronze tables contain more truthful data than raw data.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36006' \/><div class='watu-question-choice'><input type='radio' name='answer-9267[]' id='answer-id-36006' class='answer answer-12 php-answer-label answerof-9267' value='36006' \/>&nbsp;<label for='answer-id-36006' id='answer-label-36006' class='php-answer-label answer label-12'><span class='answer'>Bronze tables contain aggregates while raw data is unaggregated.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36007' \/><div class='watu-question-choice'><input type='radio' name='answer-9267[]' id='answer-id-36007' class='answer answer-12 js-answer-label answerof-9267' value='36007' \/>&nbsp;<label for='answer-id-36007' id='answer-label-36007' class='js-answer-label answer label-12'><span class='answer'>Bronze tables contain a less refined view of data than raw data.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36008' \/><div class='watu-question-choice'><input type='radio' name='answer-9267[]' id='answer-id-36008' class='answer answer-12 js-answer-label answerof-9267' value='36008' \/>&nbsp;<label for='answer-id-36008' id='answer-label-36008' class='js-answer-label answer label-12'><span class='answer'>Bronze tables contain raw data with a schema applied.<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(12,this)' id='btn-12' value='See Answer'  \/><input type='hidden' id='questionType12' value='radio' class=''><\/div><div class='watu-question' id='question-13'><div class='question-content'><p><strong>Q33.<\/strong> Which of the following is hosted completely in the control plane of the classic Databricks architecture?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9268' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36009' \/><div class='watu-question-choice'><input type='radio' name='answer-9268[]' id='answer-id-36009' class='answer answer-13 js-answer-label answerof-9268' value='36009' \/>&nbsp;<label for='answer-id-36009' id='answer-label-36009' class='js-answer-label answer label-13'><span class='answer'>Worker node<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36010' \/><div class='watu-question-choice'><input type='radio' name='answer-9268[]' id='answer-id-36010' class='answer answer-13 js-answer-label answerof-9268' value='36010' \/>&nbsp;<label for='answer-id-36010' id='answer-label-36010' class='js-answer-label answer label-13'><span class='answer'>JDBC data source<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36011' \/><div class='watu-question-choice'><input type='radio' name='answer-9268[]' id='answer-id-36011' class='answer answer-13 js-answer-label answerof-9268' value='36011' \/>&nbsp;<label for='answer-id-36011' id='answer-label-36011' class='js-answer-label answer label-13'><span class='answer'>Databricks web application<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36012' \/><div class='watu-question-choice'><input type='radio' name='answer-9268[]' id='answer-id-36012' class='answer answer-13 js-answer-label answerof-9268' value='36012' \/>&nbsp;<label for='answer-id-36012' id='answer-label-36012' class='js-answer-label answer label-13'><span class='answer'>Databricks Filesystem<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36013' \/><div class='watu-question-choice'><input type='radio' name='answer-9268[]' id='answer-id-36013' class='answer answer-13 php-answer-label answerof-9268' value='36013' \/>&nbsp;<label for='answer-id-36013' id='answer-label-36013' class='php-answer-label answer label-13'><span class='answer'>Driver node<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(13,this)' id='btn-13' value='See Answer'  \/><input type='hidden' id='questionType13' value='radio' class=''><\/div><div class='watu-question' id='question-14'><div class='question-content'><p><strong>Q34.<\/strong> A data engineer needs to determine whether to use the built-in Databricks Notebooks versioning or version their project using Databricks Repos.<br \/>Which of the following is an advantage of using Databricks Repos over the Databricks Notebooks versioning?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9269' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36014' \/><div class='watu-question-choice'><input type='radio' name='answer-9269[]' id='answer-id-36014' class='answer answer-14 js-answer-label answerof-9269' value='36014' \/>&nbsp;<label for='answer-id-36014' id='answer-label-36014' class='js-answer-label answer label-14'><span class='answer'>Databricks Repos automatically saves development progress<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36015' \/><div class='watu-question-choice'><input type='radio' name='answer-9269[]' id='answer-id-36015' class='answer answer-14 php-answer-label answerof-9269' value='36015' \/>&nbsp;<label for='answer-id-36015' id='answer-label-36015' class='php-answer-label answer label-14'><span class='answer'>Databricks Repos supports the use of multiple branches<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36016' \/><div class='watu-question-choice'><input type='radio' name='answer-9269[]' id='answer-id-36016' class='answer answer-14 js-answer-label answerof-9269' value='36016' \/>&nbsp;<label for='answer-id-36016' id='answer-label-36016' class='js-answer-label answer label-14'><span class='answer'>Databricks Repos allows users to revert to previous versions of a notebook<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36017' \/><div class='watu-question-choice'><input type='radio' name='answer-9269[]' id='answer-id-36017' class='answer answer-14 js-answer-label answerof-9269' value='36017' \/>&nbsp;<label for='answer-id-36017' id='answer-label-36017' class='js-answer-label answer label-14'><span class='answer'>Databricks Repos provides the ability to comment on specific changes<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36018' \/><div class='watu-question-choice'><input type='radio' name='answer-9269[]' id='answer-id-36018' class='answer answer-14 js-answer-label answerof-9269' value='36018' \/>&nbsp;<label for='answer-id-36018' id='answer-label-36018' class='js-answer-label answer label-14'><span class='answer'>Databricks Repos is wholly housed within the Databricks Lakehouse Platform<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(14,this)' id='btn-14' value='See Answer'  \/><input type='hidden' id='questionType14' value='radio' class=''><\/div><div class='watu-question' id='question-15'><div class='question-content'><p><strong>Q35.<\/strong> Which of the following Structured Streaming queries is performing a hop from a Silver table to a Gold table?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9270' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36019' \/><div class='watu-question-choice'><input type='radio' name='answer-9270[]' id='answer-id-36019' class='answer answer-15 js-answer-label answerof-9270' value='36019' \/>&nbsp;<label for='answer-id-36019' id='answer-label-36019' class='js-answer-label answer label-15'><span class='answer'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2024\/01\/Databricks-Certified-Data-Engineer-Associate-6011d55b8e8598311baf45dcda33d2f2.jpg\"\/><\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36020' \/><div class='watu-question-choice'><input type='radio' name='answer-9270[]' id='answer-id-36020' class='answer answer-15 js-answer-label answerof-9270' value='36020' \/>&nbsp;<label for='answer-id-36020' id='answer-label-36020' class='js-answer-label answer label-15'><span class='answer'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2024\/01\/Databricks-Certified-Data-Engineer-Associate-b0ef6895e0281a6e6a8885bffbb420fa.jpg\"\/><\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36021' \/><div class='watu-question-choice'><input type='radio' name='answer-9270[]' id='answer-id-36021' class='answer answer-15 js-answer-label answerof-9270' value='36021' \/>&nbsp;<label for='answer-id-36021' id='answer-label-36021' class='js-answer-label answer label-15'><span class='answer'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2024\/01\/Databricks-Certified-Data-Engineer-Associate-08059799b0dfac691228180f1ffa0aec.jpg\"\/><\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36022' \/><div class='watu-question-choice'><input type='radio' name='answer-9270[]' id='answer-id-36022' class='answer answer-15 js-answer-label answerof-9270' value='36022' \/>&nbsp;<label for='answer-id-36022' id='answer-label-36022' class='js-answer-label answer label-15'><span class='answer'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2024\/01\/Databricks-Certified-Data-Engineer-Associate-72c32d69b5eb747ac4d6b7429db54824.jpg\"\/><\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36023' \/><div class='watu-question-choice'><input type='radio' name='answer-9270[]' id='answer-id-36023' class='answer answer-15 php-answer-label answerof-9270' value='36023' \/>&nbsp;<label for='answer-id-36023' id='answer-label-36023' class='php-answer-label answer label-15'><span class='answer'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2024\/01\/Databricks-Certified-Data-Engineer-Associate-f2bab7f1301c3a11b537b9aa58b09135.jpg\"\/><\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(15,this)' id='btn-15' value='See Answer'  \/><input type='hidden' id='questionType15' value='radio' class=''><\/div><div class='watu-question' id='question-16'><div class='question-content'><p><strong>Q36.<\/strong> A data analysis team has noticed that their Databricks SQL queries are running too slowly when connected to their always-on SQL endpoint. They claim that this issue is present when many members of the team are running small queries simultaneously. They ask the data engineering team for help. The data engineering team notices that each of the team&#8217;s queries uses the same SQL endpoint.<br \/>Which of the following approaches can the data engineering team use to improve the latency of the team&#8217;s queries?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9271' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36024' \/><div class='watu-question-choice'><input type='radio' name='answer-9271[]' id='answer-id-36024' class='answer answer-16 js-answer-label answerof-9271' value='36024' \/>&nbsp;<label for='answer-id-36024' id='answer-label-36024' class='js-answer-label answer label-16'><span class='answer'>They can increase the cluster size of the SQL endpoint.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36025' \/><div class='watu-question-choice'><input type='radio' name='answer-9271[]' id='answer-id-36025' class='answer answer-16 php-answer-label answerof-9271' value='36025' \/>&nbsp;<label for='answer-id-36025' id='answer-label-36025' class='php-answer-label answer label-16'><span class='answer'>They can increase the maximum bound of the SQL endpoint&#8217;s scaling range.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36026' \/><div class='watu-question-choice'><input type='radio' name='answer-9271[]' id='answer-id-36026' class='answer answer-16 js-answer-label answerof-9271' value='36026' \/>&nbsp;<label for='answer-id-36026' id='answer-label-36026' class='js-answer-label answer label-16'><span class='answer'>They can turn on the Auto Stop feature for the SQL endpoint.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36027' \/><div class='watu-question-choice'><input type='radio' name='answer-9271[]' id='answer-id-36027' class='answer answer-16 js-answer-label answerof-9271' value='36027' \/>&nbsp;<label for='answer-id-36027' id='answer-label-36027' class='js-answer-label answer label-16'><span class='answer'>They can turn on the Serverless feature for the SQL endpoint.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36028' \/><div class='watu-question-choice'><input type='radio' name='answer-9271[]' id='answer-id-36028' class='answer answer-16 js-answer-label answerof-9271' value='36028' \/>&nbsp;<label for='answer-id-36028' id='answer-label-36028' class='js-answer-label answer label-16'><span class='answer'>They can turn on the Serverless feature for the SQL endpoint and change the Spot Instance Policy to<br \/>&#8220;Reliability Optimized.&#8221;<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(16,this)' id='btn-16' value='See Answer'  \/><input type='hidden' id='questionType16' value='radio' class=''><\/div><div class='watu-question' id='question-17'><div class='question-content'><p><strong>Q37.<\/strong> 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 \/>The table is configured to run in Production mode using the Continuous Pipeline Mode.<br \/>Assuming previously unprocessed data exists and all definitions are valid, what is the expected outcome after clicking Start to update the pipeline?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9272' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36029' \/><div class='watu-question-choice'><input type='radio' name='answer-9272[]' id='answer-id-36029' class='answer answer-17 js-answer-label answerof-9272' value='36029' \/>&nbsp;<label for='answer-id-36029' id='answer-label-36029' class='js-answer-label answer label-17'><span class='answer'>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>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36030' \/><div class='watu-question-choice'><input type='radio' name='answer-9272[]' id='answer-id-36030' class='answer answer-17 js-answer-label answerof-9272' value='36030' \/>&nbsp;<label for='answer-id-36030' id='answer-label-36030' class='js-answer-label answer label-17'><span class='answer'>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>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36031' \/><div class='watu-question-choice'><input type='radio' name='answer-9272[]' id='answer-id-36031' class='answer answer-17 js-answer-label answerof-9272' value='36031' \/>&nbsp;<label for='answer-id-36031' id='answer-label-36031' class='js-answer-label answer label-17'><span class='answer'>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>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36032' \/><div class='watu-question-choice'><input type='radio' name='answer-9272[]' id='answer-id-36032' class='answer answer-17 js-answer-label answerof-9272' value='36032' \/>&nbsp;<label for='answer-id-36032' id='answer-label-36032' class='js-answer-label answer label-17'><span class='answer'>All datasets will be updated once and the pipeline will shut down. The compute resources will be terminated.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36033' \/><div class='watu-question-choice'><input type='radio' name='answer-9272[]' id='answer-id-36033' class='answer answer-17 php-answer-label answerof-9272' value='36033' \/>&nbsp;<label for='answer-id-36033' id='answer-label-36033' class='php-answer-label answer label-17'><span class='answer'>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>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(17,this)' id='btn-17' value='See Answer'  \/><input type='hidden' id='questionType17' value='radio' class=''><\/div><div class='watu-question' id='question-18'><div class='question-content'><p><strong>Q38.<\/strong> Which of the following commands can be used to write data into a Delta table while avoiding the writing of duplicate records?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='9273' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36034' \/><div class='watu-question-choice'><input type='radio' name='answer-9273[]' id='answer-id-36034' class='answer answer-18 js-answer-label answerof-9273' value='36034' \/>&nbsp;<label for='answer-id-36034' id='answer-label-36034' class='js-answer-label answer label-18'><span class='answer'>DROP<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36035' \/><div class='watu-question-choice'><input type='radio' name='answer-9273[]' id='answer-id-36035' class='answer answer-18 js-answer-label answerof-9273' value='36035' \/>&nbsp;<label for='answer-id-36035' id='answer-label-36035' class='js-answer-label answer label-18'><span class='answer'>IGNORE<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36036' \/><div class='watu-question-choice'><input type='radio' name='answer-9273[]' id='answer-id-36036' class='answer answer-18 php-answer-label answerof-9273' value='36036' \/>&nbsp;<label for='answer-id-36036' id='answer-label-36036' class='php-answer-label answer label-18'><span class='answer'>MERGE<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36037' \/><div class='watu-question-choice'><input type='radio' name='answer-9273[]' id='answer-id-36037' class='answer answer-18 js-answer-label answerof-9273' value='36037' \/>&nbsp;<label for='answer-id-36037' id='answer-label-36037' class='js-answer-label answer label-18'><span class='answer'>APPEND<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='36038' \/><div class='watu-question-choice'><input type='radio' name='answer-9273[]' id='answer-id-36038' class='answer answer-18 js-answer-label answerof-9273' value='36038' \/>&nbsp;<label for='answer-id-36038' id='answer-label-36038' class='js-answer-label answer label-18'><span class='answer'>INSERT<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(18,this)' id='btn-18' value='See Answer'  \/><input type='hidden' id='questionType18' value='radio' class=''><\/div><div style='display:none' id='question-19'><br \/><div class='question-content'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/plugins\/watu\/loading.gif\" width=\"16\" height=\"16\" alt=\"Loading ...\" title=\"Loading ...\" \/>&nbsp;Loading &#8230;<\/div><\/div><br \/>\n<input type=\"button\" name=\"action\" onclick=\"Watu.submitResult()\" id=\"action-button\" style=\"margin:0 auto 20px auto;\" value=\"View Results\"  class=\"watu-submit-button\" \/>\n<input type=\"hidden\" name=\"no_ajax\" value=\"0\"><input type=\"hidden\" name=\"quiz_id\" value=\"472\" \/>\n<input type=\"hidden\" id=\"watuStartTime\" name=\"start_time\" value=\"2026-09-22 17:15:37\" \/>\n<\/form>\n<\/div>\n<div id=\"watu-loading-result\" style=\"display:none;\">\n\t<p align=\"center\"><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/plugins\/watu\/loading.gif\" width=\"16\" height=\"16\" alt=\"Loading\" title=\"Loading\" \/><\/p>\n<\/div>\t\n<script 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Databricks Certified Data Engineer Associate Exam certification exam is regularly updated to ensure that it reflects the latest developments in the field of data engineering. By earning this certification, professionals can demonstrate their commitment to professional development and their dedication to staying current in their field.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>REAL Databricks-Certified-Data-Engineer-Associate Exam Questions With 100% Refund Guarantee : <a href=\"https:\/\/www.real4prep.com\/Databricks-Certified-Data-Engineer-Associate-exam.html\" target=\"_blank\" rel=\"noopener\">https:\/\/www.real4prep.com\/Databricks-Certified-Data-Engineer-Associate-exam.html<\/a><\/strong><\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>Databricks-Certified-Data-Engineer-Associate Premium Files Updated Jan-2024 Practice Valid Exam Dumps Question Practice with Databricks-Certified-Data-Engineer-Associate Dumps for Databricks Certification Certified Exam Questions &amp; Answer Databricks Certified Data Engineer Associate&#8230; <\/p>","protected":false},"author":1,"featured_media":1045,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[3336,3335],"tags":[3328,3331,3332,3333,3330,3329,3334],"class_list":["post-1044","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-databricks","category-databricks-certified-data-engineer-associate","tag-databricks-certified-data-engineer-associate-accurate-answers","tag-databricks-certified-data-engineer-associate-exam-study-guide","tag-databricks-certified-data-engineer-associate-exam-training","tag-databricks-certified-data-engineer-associate-high-passing-score","tag-databricks-certified-data-engineer-associate-latest-test-discount","tag-databricks-certified-data-engineer-associate-new-exam-collection-file","tag-databricks-certified-data-engineer-associate-reliable-dumps-questions"],"_links":{"self":[{"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/posts\/1044","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/comments?post=1044"}],"version-history":[{"count":1,"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/posts\/1044\/revisions"}],"predecessor-version":[{"id":1283,"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/posts\/1044\/revisions\/1283"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/media\/1045"}],"wp:attachment":[{"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/media?parent=1044"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/categories?post=1044"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/exam.real4prep.com\/de\/wp-json\/wp\/v2\/tags?post=1044"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}