Exam Certified Data Engineer Associate topic 1 question 40 discussion

The data engineer can use the Auto Stop feature to minimize the total running time of the SQL endpoint used in the refresh schedule of their dashboard. The Auto Stop feature allows the SQL endpoint to automatically shut down when there are no active connections, which will minimize the total running time of the SQL endpoint. By scheduling the dashboard to refresh once per day, the SQL endpoint will only be running for a short period of time each day, which will minimize the total running time and reduce costs.

Why it can't be B ? . They can set up the dashboard’s SQL endpoint to be serverless. ? they can use a serverless endpoint and it will only be active when required.

The Auto Stop feature ensures that the SQL endpoint will automatically shut down when not in use, which helps in reducing unnecessary running time and associated costs. The endpoint will only be running when it's needed for refreshing the dashboard.

C is correct

correct : C

C. They can turn on the Auto Stop feature for the SQL endpoint.

C. They can turn on the Auto Stop feature for the SQL endpoint. To minimize the total running time of the SQL endpoint used in the refresh schedule of their dashboard while ensuring that it only runs when necessary, the data engineer can turn on the Auto Stop feature for the SQL endpoint. This feature will automatically stop the SQL endpoint when it is idle for a specified period, reducing costs by avoiding unnecessary running time. Option C allows you to efficiently manage the SQL endpoint's lifecycle, ensuring it's active only when needed, which aligns with the goal of minimizing running time and associated costs. Option B (setting the dashboard's SQL endpoint to be serverless) can also be a valid approach, as it allows the SQL endpoint to be provisioned on-demand and incurs costs only when queries are executed. However, it depends on the specific requirements of your dashboard and queries. Options A, D, and E do not directly address the goal of minimizing the SQL endpoint's running time while ensuring it runs when necessary.

C is correct.

https://docs.databricks.com/en/clusters/clusters-manage.html#automatic-termination

C The Auto Stop feature automatically terminates the compute resources (cluster) associated with the SQL endpoint after a specified period of inactivity. By enabling this feature, the SQL endpoint will be automatically stopped when it is no longer needed, reducing the total running time and associated costs.

Correct answer