- A
Azure Logic Apps
Workflow automation and integration.
- B
Azure Synapse Analytics
Why wrong: Analytics platform, not primarily data integration.
- C
Azure Stream Analytics
Why wrong: Real-time stream processing.
- D
Azure Analysis Services
Why wrong: Semantic modeling.
- E
Azure Data Factory
Cloud-based ETL and data integration service.
Quick Answer
The correct answer is Azure Data Factory and Azure Logic Apps. Azure Data Factory is a cloud-based ETL and data integration service that orchestrates and automates data movement and transformation across diverse data stores, while Azure Logic Apps is a serverless workflow service that integrates apps, data, and services using connectors and triggers, making both ideal for data integration and orchestration. On the Microsoft Azure Data Fundamentals DP-900 exam, this question tests your ability to distinguish between services that move and transform data at scale versus those that coordinate application-level workflows. A common trap is confusing Logic Apps with Power Automate, but remember that Logic Apps is code-first and enterprise-focused, whereas Power Automate is for citizen developers. For a memory tip, think of Data Factory as the “data mover” for ETL pipelines and Logic Apps as the “workflow glue” for connecting systems—together they cover both data and application integration.
DP-900 Describe core data concepts Practice Question
This DP-900 practice question tests your understanding of describe core data concepts. Match the stated requirement to the specific cloud service, access model, or configuration option — many options are valid in isolation but not for this scenario. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.
Which TWO Azure services are primarily used for data integration and orchestration?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
Azure Logic Apps
Azure Logic Apps is correct because it is a serverless workflow service that integrates apps, data, and services using connectors and triggers, making it ideal for data integration and orchestration. Azure Data Factory is correct because it is a cloud-based ETL and data integration service that orchestrates and automates data movement and transformation across various data stores.
Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Azure Logic Apps
Why this is correct
Workflow automation and integration.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Azure Synapse Analytics
Why it's wrong here
Analytics platform, not primarily data integration.
- ✗
Azure Stream Analytics
Why it's wrong here
Real-time stream processing.
- ✗
Azure Analysis Services
Why it's wrong here
Semantic modeling.
- ✓
Azure Data Factory
Why this is correct
Cloud-based ETL and data integration service.
Related concept
Read the scenario before looking for a memorised answer.
Common exam traps
Common exam trap: answer the scenario, not the keyword
The trap here is that candidates often confuse Azure Synapse Analytics (a data warehouse) or Azure Stream Analytics (a real-time processing service) with data integration tools, because they involve data movement or processing, but they are not primarily designed for orchestration and integration.
Detailed technical explanation
How to think about this question
Under the hood, Azure Data Factory uses pipelines and activities to orchestrate data movement and transformation, supporting both code-free and code-based (e.g., Azure Databricks, HDInsight) transformations. Azure Logic Apps leverages a managed connector ecosystem with over 200 connectors, enabling integration with SaaS and on-premises systems via HTTP, REST, and SOAP protocols. A real-world scenario is using Data Factory to copy terabytes of data from an on-premises SQL Server to Azure Blob Storage, then triggering a Logic App to send an email notification upon completion.
KKey Concepts to Remember
- Read the scenario before looking for a memorised answer.
- Find the constraint that changes the correct option.
- Eliminate answers that are true in general but not in this case.
TExam Day Tips
- Watch for words such as best, first, most likely and least administrative effort.
- Review why wrong options are wrong, not only why the correct option is correct.
Key takeaway
Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.
Real-world example
How this comes up in practice
A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.
What to study next
Got this wrong? Here's your next step.
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
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Describe core data concepts — study guide chapter
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Describe core data concepts practice questions
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FAQ
Questions learners often ask
What does this DP-900 question test?
Describe core data concepts — This question tests Describe core data concepts — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Azure Logic Apps — Azure Logic Apps is correct because it is a serverless workflow service that integrates apps, data, and services using connectors and triggers, making it ideal for data integration and orchestration. Azure Data Factory is correct because it is a cloud-based ETL and data integration service that orchestrates and automates data movement and transformation across various data stores.
What should I do if I get this DP-900 question wrong?
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
What is the key concept behind this question?
Read the scenario before looking for a memorised answer.
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Last reviewed: Jun 24, 2026
This DP-900 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the DP-900 exam.
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