Debugging and Deploying — Databricks Certified Data Engineer Professional

Official references for this objective

• Databricks — Deploying and Monitoring Agents on Databricks | Databricks

  You will start by learning how to deploy agents in batch mode using AI Functions and integrate them into data pipelines.

• Databricks — AI_DIAGNOSE: Automating Spark Job Debugging With LLM Agents | Databricks

  retrieves distributed logs, and analyzes job failures

• Databricks — Closing the Agent Quality Loop Through Observability in Production | Databricks

  feed production traffic into larger, more targeted evaluation sets as a CI gate, and ship repeatably with Declarative Automation Bundles

• Databricks — Ship It! Code, Deploy, and Scale Your First Databricks App | Databricks

  connecting to data, configuring secure authentication, and mastering production workflows to ensure your app is scalable and governed