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DatabricksCertified Data Engineer Professional

Domain 6Objective 5

Use the Query Profile to Analyze the Query and Identify Bottlenecks, Such as Bad Data Skipping, Inefficient Types of Joins, and Data Shuffling. DATA-ENGINEER-PROFESSIONAL Practice Questions (Page 3)

Part of the Cost & Performance Optimization domain, which accounts for 13% of the DATA-ENGINEER-PROFESSIONAL exam. Databricks does not publish an official question count, but from its 120-minute exam (~50–80 total, ~7–10 in this domain), expect 1–2 from this objective — we provide 17 practice questions to prepare you well beyond it. (estimate)

17questions here
4free pages
5concepts
13%of the exam

Questions 11–15

  1. 11foundation · easy

    In the query profile, which observation most directly indicates a data skew problem?

    Select an answer first
  2. 12foundation · easy

    Which metric in the Databricks query profile indicates the total time spent by all tasks in a stage, useful for identifying stages that dominate execution time?

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  3. 13expert · hard

    A query profile shows a stage with a 'Shuffle Write' of 500 GB and a 'Shuffle Read' of 500 GB. The stage is a join between two tables on a column that is not skewed. The join is a SortMergeJoin. The engineer wants to reduce the shuffle. Which of the following is the most effective approach?

    Select an answer first
  4. 14application · medium

    A query profile shows a stage with a 'Shuffle Write' of 1 TB and a 'Shuffle Read' of 1 TB. The stage is a groupBy operation on a column with 10 million distinct values. The cluster has 100 executors. Which of the following is the most likely cause of the high shuffle?

    Select an answer first
  5. 15foundation · easy

    In the query profile, which join type is generally most efficient when one side of the join is small enough to fit in memory?

    Select an answer first
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