The answer is to deploy the AI resource in the region where the data originates and configure data retention and deletion policies. Deploying in the data’s origin region directly satisfies GDPR data residency requirements by ensuring personal data never leaves the data subject’s geographic area, a principle known as data localization. Configuring retention and deletion policies then fulfills GDPR’s storage limitation and right to erasure obligations, giving you control over the lifecycle of sensitive data. On the AI-102 exam, this scenario tests your understanding of how Azure AI services like Cognitive Services or Azure OpenAI handle data sovereignty; a common trap is assuming encryption alone suffices for residency compliance. Remember the memory tip: “Localize first, then lifecycle” — always anchor the resource to the data’s region before managing how long it stays.
AI-102 Plan and manage an Azure AI solution Practice Question
This AI-102 practice question tests your understanding of plan and manage an azure ai solution. 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.
You need to design an Azure AI solution that processes sensitive customer data. The solution must comply with GDPR and data residency requirements. Which TWO actions should you take?
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Deploy the AI resource in the region where the data originates
Option D is correct because deploying the AI resource in the region where the data originates ensures compliance with GDPR data residency requirements, which mandate that personal data must not leave the geographic region of the data subject. This directly addresses the principle of data localization, a core GDPR obligation for controllers and processors.
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.
✗
Enable customer-managed keys (CMK) for the AI resource
Why it's wrong here
CMK is an additional security measure but not specifically required by GDPR.
✗
Use Microsoft Entra ID for authentication
Why it's wrong here
Authentication method is not specific to GDPR compliance.
✗
Use a private endpoint to connect to the AI resource
Why it's wrong here
Private endpoint secures traffic but does not guarantee data residency.
✓
Deploy the AI resource in the region where the data originates
Why this is correct
Ensures data residency.
Related concept
Read the scenario before looking for a memorised answer.
✓
Configure data retention and deletion policies
Why this is correct
GDPR requires the right to erasure and data lifecycle management.
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 confuse security controls (CMK, private endpoints, Entra ID) with data residency and compliance requirements, assuming any security measure satisfies GDPR, when in fact GDPR specifically mandates geographic data localization and retention policies.
Detailed technical explanation
How to think about this question
GDPR Article 45 and 46 require that personal data transferred outside the European Economic Area (EEA) must have adequate safeguards. By deploying the Azure AI resource in the same region as the data origin, you avoid cross-border data transfer entirely, simplifying compliance. Azure regions are isolated by design, and data at rest remains within the region unless explicitly replicated; this is enforced by Azure's data residency guarantees, such as the Germany North and West Europe regions for EU data.
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 company's IT admin needs to give a contractor read-only access to production logs without sharing account credentials. Using role-based access control (RBAC) and temporary scoped permissions — not a permanent shared password — is the correct pattern. Questions like this test whether you can apply least-privilege access across cloud identity services.
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.
Plan and manage an Azure AI solution — This question tests Plan and manage an Azure AI solution — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Deploy the AI resource in the region where the data originates — Option D is correct because deploying the AI resource in the region where the data originates ensures compliance with GDPR data residency requirements, which mandate that personal data must not leave the geographic region of the data subject. This directly addresses the principle of data localization, a core GDPR obligation for controllers and processors.
What should I do if I get this AI-102 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.
About these practice questions
Courseiva creates original exam-style practice questions with explanations and wrong-answer analysis. It does not publish real exam questions, exam dumps, or protected exam content. Learn why practice questions differ from exam dumps →
Share a tip, memory trick, or ask about the reasoning behind this question. Do not post real exam questions, leaked content, braindumps, or copyrighted exam material. Comments are moderated and may be removed without notice.
This AI-102 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 AI-102 exam.
Question Discussion
Share a tip, memory trick, or ask about the reasoning behind this question. Do not post real exam questions, leaked content, braindumps, or copyrighted exam material. Comments are moderated and may be removed without notice.
Sign in to join the discussion.