Question 1

Your company is building a modern data warehouse. You need to ingest 5 TB of raw JSON data daily from an external REST API, perform complex machine learning transformations on the data, and load the cleansed data into an Azure Synapse Analytics dedicated SQL pool.

The data engineering team prefers writing transformations in Python and Scala. The orchestration team prefers a visual, drag-and-drop interface for scheduling and monitoring the end-to-end pipeline.

Which TWO services should you combine to meet these requirements? (Select TWO)

Accepted Answer

Identify the service for visual orchestration (ADF) and the service for big data Python/Scala transformations (Databricks).

Question 2

What mistakes do candidates make on this AZ-305 question?

Accepted Answer

Trying to use Data Factory Mapping Data Flows for the transformations. While visual, it doesn't meet the requirement of the engineering team wanting to write Python/Scala code.

How to approach this question

Full Answer

Common mistakes

Practice the full Azure Solutions Architect Expert AZ-305 Practice Exam 2

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