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Microsoft DP-800 Exam Dumps - Actual Questions Answers

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  • Last Update: May 6, 2026
  • Questions: 61 questions with Expert Explanation
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Microsoft DP-800 Exam Prep: Making Database Solutions That Use AI

Master vector databases, RAG integration, and AI-driven database architecture.

Why Professionals Prefer DumpsMate to Regular DP-800 Dumps

The DP-800 exam is the most up-to-date test for data engineering in 2026. You need to know a lot about how to combine Large Language Models (LLMs) with business data. Standard "brain dumps" don't always work here because they don't have the technical background for complicated Vector Search and RAG (Retrieval-Augmented Generation) situations.

DumpsMate has a Professional Learning Suite. We don't just give you the answers; we also give you the Microsoft-certified references and architectural logic you need to pass the test and make AI database solutions that are ready for production.

DumpsMate Premium vs. Standard Dumps

Find out why Azure Data Engineers and AI Architects choose our DP-800 material:

Feature

Generic "Brain Dumps"

DumpsMate Premium Suite

Architectural Depth

No context provided.

Detailed logic on Vector Indexing & AI Orchestration.

Accuracy

Unverified/Outdated.

100% Verified by Microsoft Certified Solutions Architects.

Objective Mapping

Random questions.

Strictly aligned with the DP-800 2026 Blueprint.

Reference Material

None.

Citations from Microsoft Learn & Azure Architecture Center.

Scenario Prep

Simple MCQ only.

Complex logic for Case Studies and Lab-style questions.

Update Status

Stale content.

Updated for May 2026 AI Services & SDK changes.

Master the DP-800 Exam Domains

Our practice engine covers the entire Microsoft DP-800 syllabus, so you can be sure you're ready for every technical requirement:

  • Domain 1.0: Designing database architectures that are ready for AI: deciding between vector databases, NoSQL, and relational AI extensions.
  • Domain 2.0: Combine AI Services with Data: Use Azure OpenAI, Semantic Kernel, and LangChain with business data stores.
  • Domain 3.0: Create RAG and Vector Search Solutions: Learn how to use embeddings, cosine similarity, and hybrid search indexing.
  • Domain 4.0: Optimize AI Database Performance: Scaling vector search, managing token costs, and optimizing latency.
  • Domain 5.0: Security & Responsible AI: using data masking for LLMs, protecting PII, and setting safety limits for AI.

Real-Style Learning: A Sample Question and Expert Logic

DP-800 Questions and Answers

Question # 1

You have an Azure SQL database named SalesDB

You have a Data API builder (DAB) instance that exposes the following entities in SalesDB

• A table entity named Order mapped to a table named dbo. Orders

• A stored procedure entity named FinalizeOrder mapped to a stored procedure named dbo.usp_FinalizeOrder

The DAB runtime configuration includes the following permissions.

1

Client requests include a Microsoft Entra access token. The client also sends HTTP header x-MS-APl-ROlE: operations for both REST and GraphQL requests.

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

1

Question # 2

You have an Azure subscription. The subscription contains an Azure SQL database named SalesDB and an Azure App Service app named sales-api. sales-api uses virtual network integration to a subnet named vnet-prod/subnet-app and reads from SalesDB

You need to configure authentication and network access to meet the following requirements:

• Ensure that sales-api connects to SalesDB by using passwordless authentication.

• Ensure that all the database traffic remains within the subscription.

The solution must minimize administrative effort

What should you configure? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

2

Question # 3

You have an Azure SQL database named SalesDB that contains tables named Sales.Orders and Sales.OrderLines. Both tables contain sales data

You have a Retrieval Augmented Generation (RAG) service that queries SalesDB to retrieve order details and passes the results to a large language model (ILM) as JSON text. The following is a sample of the JSON.

3

You need to return one 1SON document per order that includes the order header fields and an array of related order lines. The LIM must receive a single JSON array of orders, where each order contains a lines property that is a JSON array of line Items.

Which transact-SQL commands should you use to produce the required JSON shape from the relational tables? To answer, drag the appropriate commands to the correct operations. Each command may be used once, more than once, or not at all. Vou may need to drag the split bar between panes or scroll to view content.

NOTE: Each correct selection is worth one point.

3

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DumpsMate Unique Practice Questions

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Microsoft DP-800 Exam Dumps FAQs

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There are no particular requisites for taking this exam. Only the exam candidates should have required knowledge on the content of the Microsoft DP-800 Exam syllabus. They should also develop their hand-on exposure on the all topics.

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The procedure to apply for this exam is very simple. You have to visit Microsoft official website to buy this exam. The price is subject to change any time.

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