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DATABRICKS-CERTIFIED-DATA-ENGINEER-ASSOCIATE · Question #47

A data engineering team has noticed that their Databricks SQL queries are running too slowly when they are submitted to a non-running SQL endpoint. The data engineering team wants this issue to be…

The correct answer is D. They can turn on the Serverless feature for the SQL endpoint. The core problem is startup latency - the SQL endpoint (warehouse) is not running when queries are submitted, so users must wait for it to start. Enabling the Serverless feature eliminates this cold-start delay because Serverless SQL warehouses are pre-warmed by Databricks and…

Submitted by tarun92· Apr 18, 2026Databricks Lakehouse Platform

Question

A data engineering team has noticed that their Databricks SQL queries are running too slowly when they are submitted to a non-running SQL endpoint. The data engineering team wants this issue to be resolved. Which of the following approaches can the team use to reduce the time it takes to return results in this scenario?

Options

  • AThey can turn on the Serverless feature for the SQL endpoint and change the Spot Instance Policy
  • BThey can turn on the Auto Stop feature for the SQL endpoint.
  • CThey can increase the cluster size of the SQL endpoint.
  • DThey can turn on the Serverless feature for the SQL endpoint.
  • EThey can increase the maximum bound of the SQL endpoint's scaling range.

How the community answered

(33 responses)
  • A
    3% (1)
  • B
    3% (1)
  • D
    91% (30)
  • E
    3% (1)

Explanation

The core problem is startup latency - the SQL endpoint (warehouse) is not running when queries are submitted, so users must wait for it to start. Enabling the Serverless feature eliminates this cold-start delay because Serverless SQL warehouses are pre-warmed by Databricks and start almost instantly. Auto Stop controls when an idle warehouse shuts down (not startup speed), increasing cluster size improves query performance (not startup time), and scaling range affects concurrency - none of these address the cold-start problem.

Topics

#Databricks SQL Endpoint#Serverless Compute#Performance Optimization#Cold Start

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