Objective 2.1

DP-700

Design and implement loading patterns

Objective 2.1 sits in Ingest and transform data, which carries 33% of the DP-700 Fabric Data Engineer exam. The questions below are original, written from the official objective title above, and each explanation cites the Microsoft Azure page it rests on.

Objective title verbatim from the official objectives. Microsoft Azure exam page

A worked example

Shown solved, with the whole explanation open: this is what every question here carries.

2-1Ingest and transform data

A team stores modeled dimensional data for BI reporting and needs full multi-table ACID transactions in T-SQL. Which item fits?

LakehouseThe lakehouse does not support multi-table transactions.
KQL databaseA KQL database targets streaming analytics, not T-SQL DML.
WarehouseCorrect · your answerCorrect.
EventstreamAn eventstream routes events, not transactional loads.

Correct.

Concept

Lakehouse and warehouse share a SQL engine but differ on transactions and tooling; multi-table ACID T-SQL work belongs to the warehouse.

Why C

The warehouse is T-SQL developed with full multi-table ACID transaction support.

Source

Fabric Data Warehouse is primarily developed with T-SQL, and shares a large surface area based on the SQL Database Engine, with full multi-table ACID transaction support, materialized views, functions, and stored procedures.

Microsoft Learn, What Is Fabric Data Warehouse?, checked August 2026
#2-1

Now you: objective 2.1 questions

No account needed. The explanation opens when you answer.

Sample question 1 of 3

2-1Ingest and transform data

With the SQL analytics endpoint, T-SQL commands can do what?

Sample question 2 of 3

2-1Ingest and transform data

A warehouse needs data from a mirrored database and another warehouse in one T-SQL query. Which capability enables this?

Sample question 3 of 3

2-1Ingest and transform data

Which store is the ideal fit for star or snowflake schemas and governed semantic models for BI?

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Read the sources

These are the official pages the questions above cite. Reading them is studying the objective from the primary source, which is what the explanations point you toward anyway.

More objectives in Ingest and transform data