Your question is Azure Databricks Use Case. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
When would you use Azure Databricks?
Asked in the technical round stage. The interviewer expected practical understanding of Azure Databricks and how it fits into data and machine learning architectures. This topic was identified by the OP as something to know for the Data & AI CSA loop.
Explain when you would choose Azure Databricks over alternatives such as Azure Synapse Analytics, Azure Data Factory, Azure Machine Learning, or standalone Spark. Address the workload characteristics, architecture, cost, governance, and operational tradeoffs that influence the decision.