Databricks Data Engineer Associate exam dumps

Databricks Data Engineer Associate practice question 409 of 532

Databricks Certified Data Engineer Associate. Associate level, Databricks. Free question with the correct answer and a full explanation.

Databricks Data Engineer Associate Question 409

Select 3

You are a data engineer tasked with monitoring and auditing job runs in a Databricks workspace. To investigate the lineage of a specific table and gather metrics about the jobs that modified it, you decide to query the event logs. Which of the following actions are appropriate to achieve this?

  1. A

    Use the eventLog table in the Databricks workspace to query job events and filter by event type.

  2. B

    Access the audit logs stored in your cloud storage account to trace job operations and lineage.

  3. C

    Enable the Databricks SQL Query History feature to retrieve the lineage of the specific table.

  4. D

    Query the jobs API endpoint to directly retrieve lineage details of the table.

  5. E

    Use the delta.history command on the table to retrieve operation history and metadata changes.

Show answer and explanation

Correct answers: A, B, E

Explanation

To analyze job metrics, audit logs, and table lineage in Databricks, you can use the eventLog table for event-specific data, audit logs for broader tracking, and the delta.history command for Delta table-specific lineage. The Databricks SQL Query History feature and jobs API are not designed for direct lineage or operation history tracking.

  • A. Correct.

    This is correct. The eventLog table stores job and event-related data, which can be queried to understand metrics and lineage. Filtering by event type helps narrow down the relevant information.

  • B. Correct.

    This is correct. Audit logs in cloud storage provide details about job operations, data access, and lineage, making them useful for investigations.

  • C. Incorrect.

    This is incorrect. The Databricks SQL Query History feature tracks SQL queries run in Databricks SQL but does not provide detailed lineage for a specific table.

  • D. Incorrect.

    This is incorrect. The jobs API provides information about job configurations, statuses, and runs but does not directly provide table lineage details.

  • E. Correct.

    This is correct. The delta.history command retrieves the operation history for a Delta table, which can be used to understand its lineage and changes.

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