Microsoft DP-800 Exam Dumps

Get All Developing AI-Enabled Database Solutions Exam Questions with Validated Answers

DP-800 Pack
Vendor: Microsoft
Exam Code: DP-800
Exam Name: Developing AI-Enabled Database Solutions
Exam Questions: 61
Last Updated: May 10, 2026
Related Certifications: SQL AI Developer Associate
Exam Tags: Intermediate
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Free Microsoft DP-800 Exam Actual Questions

Question No. 1

You need to recommend a solution to lesolve the slow dashboard query issue. What should you recommend?

Show Answer Hide Answer
Correct Answer: B

The best recommendation is B because the slow query filters on FleetId and returns LastUpdatedUtc, EngineStatus, and BatteryHealth. A nonclustered index with FleetId as the key column allows the optimizer to perform an index seek instead of a clustered index scan, and including the other selected columns makes the index covering, which reduces extra lookups and I/O. Microsoft's SQL Server indexing guidance states that a nonclustered index with included columns can significantly improve performance when all query columns are available in the index, because the optimizer can satisfy the query directly from the index.

The query is:

SELECT VehicleId, LastUpdatedUtc, EngineStatus, BatteryHealth FROM dbo.VehicleHealthSummary WHERE FleetId = @FleetId ORDER BY LastUpdatedUtc DESC;

Among the given choices, FleetId is the most important search argument because it appears in the WHERE predicate. Microsoft's index design guidance recommends putting columns used for searching in the key and using nonkey included columns to cover the rest of the query efficiently.

Why the other options are weaker:

A is not appropriate because changing the clustered index to LastUpdatedUtc would not target the main filter predicate on FleetId, and a table can have only one clustered index.

C makes LastUpdatedUtc the key, which is poor for a query whose primary filter is FleetId.

D is not the right answer here because the query requirement does not specify only recent rows, and filtered indexes are meant for a well-defined subset; this option also uses a time-based expression that is not aligned to the stated query pattern.

Strictly speaking, the most optimal design for both filtering and ordering would usually be a composite key like (FleetId, LastUpdatedUtc), but since that is not one of the available options, B is the correct exam answer.


Question No. 2

You have an Azure SQL database.

You deploy Data API builder (DAB) to Azure Container Apps by using the mcr.nicrosoft.com/azure-databases/data-api-builder:latest image.

You have the following Container Apps secrets:

* MSSQL_COMNECTiON_STRrNG that maps to the SQL connection string

* DAB_C0HFT6_BASE64 that maps to the DAB configuration

You need to initialize the DAB configuration to read the SQL connection string.

Which command should you run?

Show Answer Hide Answer
Correct Answer: B

Data API builder supports reading the database connection string from an environment variable by using the syntax:

@env('MSSQL_CONNECTION_STRING')

Microsoft's DAB documentation explicitly shows that @env('MSSQL_CONNECTION_STRING') tells Data API builder to read the connection string from an environment variable at runtime.

That fits this scenario because Azure Container Apps secrets are typically exposed to the container as environment variables. Microsoft's Azure Container Apps documentation states that environment variables can reference secrets, and DAB's Azure Container Apps deployment guidance shows a secret being mapped into an environment variable that DAB then reads.

Why the other options are wrong:

A and D incorrectly point the connection string to DAB_CONFIG_BASE64, which is the config payload secret, not the SQL connection string.

C uses secretref: syntax inside dab init, but DAB expects the connection string parameter in the config to use the environment-variable reference syntax @env(...). The secretref: pattern is for Azure Container Apps environment variable configuration, not for the DAB CLI connection-string argument itself.

So the correct command is:

dab init --database-type mssql --connection-string '@env('MSSQL_CONNECTION_STRING')' --host-mode Production --config dab-config.json


Question No. 3

You need to recommend a solution that will resolve the ingestion pipeline failure issues. Which two actions should you recommend? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

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Correct Answer: D, E

The two correct actions are D and E because the ingestion failures are caused by malformed JSON and duplicate payloads, and these two controls address those two problems directly. Microsoft's JSON documentation states that SQL Server and Azure SQL support validating JSON with ISJSON, and Microsoft specifically recommends using a CHECK constraint to ensure JSON text stored in a column is properly formatted.

For the duplicate-payload issue, creating a unique index on a hash of the payload is the appropriate design. Microsoft documents using hashing functions such as HASHBYTES to hash column values, and SQL Server allows a deterministic computed column to be used as a key column in a UNIQUE constraint or unique index. That makes a persisted hash-based computed column plus a unique index a practical and exam-consistent way to reject duplicate payloads efficiently.

The other options do not solve the stated root causes:

Snapshot isolation addresses concurrency behavior, not malformed JSON or duplicate payload detection.

A trigger to rewrite malformed JSON is not the right integrity control and is brittle.

Foreign key constraints enforce referential integrity, not JSON validity or duplicate-payload prevention


Question No. 4

You need to design a generative Al solution that uses a Microsoft SOL Server 2025 database named DB1 as a data source. The solution must generate responses that meet the following requirements:

* Ait' grounded In the latest transactional and reference data stored in D61

* Do NOT require retraining or fine-tuning the language model when the data changes

* Can include citations or references to the source data used in the response

Which scenario is the best use case for implementing a Retrieval Augmented Generation (RAG) pattern? More than one answer choice may achieve the goal. Select the BEST answer

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Correct Answer: C

The best use case for RAG is answering user questions based on company-specific knowledge. Microsoft defines RAG as a pattern that augments a language model with a retrieval system that provides grounding data at inference time, which is exactly what you need when responses must be based on the latest transactional and reference data, must avoid retraining/fine-tuning, and should be able to include citations or references to source data.

The other options do not fit as well:

summarizing free-form user input does not inherently require retrieval from DB1,

training a custom model contradicts the requirement to avoid retraining/fine-tuning,

generating marketing slogans is a creative generation task, not a grounding-and-citation scenario. RAG is specifically strong when answers must come from your organization's own changing knowledge.


Question No. 5

You have a Microsoft SQL Server 2025 instance that contains a database named SalesDB SalesDB supports a Retrieval Augmented Generation (RAG) pattern for internal support tickets. The SQL Server instance runs without any outbound network connectivity.

You plan to generate embeddings inside the SQL Server instance and store them in a table for vector similarity queries.

You need to ensure that only a database user account named AlApplicationUser can run embedding generation by using the model.

Which two actions should you perform? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Show Answer Hide Answer
Correct Answer: C, D

Because the SQL Server 2025 instance has no outbound network connectivity, the embedding model cannot rely on a remote REST endpoint such as Azure AI Foundry or Azure OpenAI. Microsoft's CREATE EXTERNAL MODEL documentation includes a local deployment pattern using ONNX Runtime running locally with local runtime/model paths. That is the right design when embeddings must be generated inside the SQL Server instance without external network access. Microsoft explicitly documents a local ONNX Runtime example for SQL Server 2025 and notes the required local runtime setup and model path configuration.

The permission requirement is handled by granting the application user access to use the external embeddings model. Microsoft's AI_GENERATE_EMBEDDINGS documentation states that, as a prerequisite, you must create an external model of type EMBEDDINGS that is accessible via the correct grants, roles, and/or permissions. Among the choices, the exam-appropriate action is to grant execute permission on the external model project to AlApplicationUser so only that database user can run embedding generation through the model.


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