A data engineer needs to ingest data from a SaaS source and also from files in ADLS Gen2 into the same Unity Catalog table. The SaaS data arrives on a schedule, and the files arrive continuously. The engineer wants to use a declarative pipeline that minimizes manual coding and handles schema evolution. Which approach should the engineer use?

Use COPY INTO for both the SaaS source and the files.

Use Lakeflow Connect Batch Ingestion for the SaaS source and Auto Loader in a Lakeflow Spark Declarative Pipeline for the files, writing both to the same Delta table.

Use Lakeflow Connect Streaming Ingestion for both sources.

Use a notebook with Spark Structured Streaming for both sources.

A data engineer needs to ingest a continuous stream of JSON events from Azure Event Hubs into a Unity Catalog Delta table. The engineer wants to use a Databricks notebook and ensure that the streaming query runs continuously until stopped. Which approach should the engineer use?

Use Auto Loader with Event Hubs as the source.

Use a foreachBatch sink with a batch read from Event Hubs.

Use Spark Structured Streaming with Event Hubs as the source and write to the Delta table with append mode.

Use COPY INTO with Event Hubs as the source.

A data engineering team wants to standardize their ingestion pipelines by defining them as declarative code. They need to support both batch and streaming sources, and they want to use Auto Loader for file-based ingestion. Which tool should they use?

Databricks notebooks with Spark Structured Streaming

Lakeflow Spark Declarative Pipelines

A data engineer needs to set up a streaming pipeline that reads from Azure Event Hubs and writes to a Delta table in Unity Catalog. The engineer wants to use a Databricks notebook with Spark Structured Streaming. Which configuration is required to read from Event Hubs?

Use the `eventhubs` format with connection string and consumer group in the `readStream` options

Use the `kafka` format with bootstrap servers and topic set to the Event Hubs namespace

Use the `parquet` format with the Event Hubs endpoint as the path

Use the `delta` format with the Event Hubs connection string as the path

Which pattern is commonly used to ingest change data capture (CDC) feeds into a Delta table in Unity Catalog, applying inserts, updates, and deletes?

MERGE INTO with a source containing CDC records

Microsoft Certified:Azure Databricks Data Engineer Associate

Domain 3Objective 2

Ingest Data into Unity Catalog DP-750 Practice Questions (Page 8)

Part of the Prepare and process data domain, which accounts for 30–35% of the DP-750 exam. Microsoft does not publish an official question count, but from its 120-minute exam (~50–80 total, ~15–28 in this domain), expect 4–7 from this objective — we provide 44 practice questions to prepare you well beyond it. (estimate)

44questions here

9free pages

11concepts

30–35%of the exam

Questions 36–40

36expert · hard
A data engineer needs to ingest data from a SaaS source and also from files in ADLS Gen2 into the same Unity Catalog table. The SaaS data arrives on a schedule, and the files arrive continuously. The engineer wants to use a declarative pipeline that minimizes manual coding and handles schema evolution. Which approach should the engineer use?
Select an answer first
37application · medium
A data engineer needs to ingest a continuous stream of JSON events from Azure Event Hubs into a Unity Catalog Delta table. The engineer wants to use a Databricks notebook and ensure that the streaming query runs continuously until stopped. Which approach should the engineer use?
Select an answer first
38application · medium
A data engineering team wants to standardize their ingestion pipelines by defining them as declarative code. They need to support both batch and streaming sources, and they want to use Auto Loader for file-based ingestion. Which tool should they use?
Select an answer first
39application · medium
A data engineer needs to set up a streaming pipeline that reads from Azure Event Hubs and writes to a Delta table in Unity Catalog. The engineer wants to use a Databricks notebook with Spark Structured Streaming. Which configuration is required to read from Event Hubs?
Select an answer first
40foundation · easy
Which pattern is commonly used to ingest change data capture (CDC) feeds into a Delta table in Unity Catalog, applying inserts, updates, and deletes?
Select an answer first

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