Databricks Data Engineer Associate exam dumps

Databricks Data Engineer Associate practice question 408 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 408

Select 2

You are tasked with auditing the operations and lineage of a specific Delta table in your Databricks workspace. Which of the following steps should you take to query the event logs to retrieve this information?

  1. A

    Enable the Databricks cluster audit logs and configure their destination.

  2. B

    Query the event_log table in the delta schema of the Databricks metastore.

  3. C

    Set up a cluster with a SparkListener to capture event logs in real time.

  4. D

    Use the DESCRIBE HISTORY command on the Delta table to examine its operation history.

  5. E

    Query the cloudFiles schema to fetch event log details for Delta tables.

Show answer and explanation

Correct answers: A, D

Explanation

Auditing event logs and examining lineage in Databricks requires enabling cluster audit logs and using commands like DESCRIBE HISTORY for Delta tables. Audit logs provide detailed metrics and operational data, while DESCRIBE HISTORY gives a transactional history of the Delta table, helping with auditing and lineage tracking.

  • A. Correct.

    Correct. Enabling Databricks cluster audit logs and configuring their destination is necessary to capture detailed metrics, lineage, and audit data.

  • B. Incorrect.

    Incorrect. There is no event_log table in the Databricks metastore's delta schema. Event logs are captured via audit log configurations.

  • C. Incorrect.

    Incorrect. While SparkListeners can capture events, this is not the standard approach for querying Databricks event logs, which are obtained through audit log configuration.

  • D. Correct.

    Correct. The DESCRIBE HISTORY command provides a history of operations (e.g., updates, inserts, deletes) performed on a Delta table, which is useful for lineage and auditing.

  • E. Incorrect.

    Incorrect. The cloudFiles schema is used for auto-loader configurations, not for querying event logs or Delta table lineage.

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