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Microsoft DP-800 Exam - Topic 1 Question 6 Discussion

Posted by Linwood on Mar 30, 2026 at 09:46 PM

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

Suggested 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.


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12 comments · newest first
AS
Ashlee 3 months ago
Option A could work too, but C is more aligned with the requirements.
HE
Herschel 3 months ago
Agreed! C fits the RAG pattern perfectly. No retraining needed.
LA
Latricia 3 months ago
I think option C is the best. It uses company-specific knowledge effectively.
BE
Bethanie 4 months ago
Not sure if RAG is the right fit for marketing slogans, though.
SA
Salina 4 months ago
Totally agree with C! It’s all about that company-specific knowledge.
AL
Alesia 4 months ago
Wait, why would you train a model on historical data? That sounds off.
CR
Craig 5 months ago
I think A could work too, but C is stronger.
TI
Timmy 6 months ago
C is definitely the best choice here!
JU
Justa 6 months ago
I’m a bit confused about B. Training a custom model seems like it would require retraining, which goes against the exam's requirements. So, I guess that one is out.
ME
Melodie 7 months ago
I practiced a similar question last week, and I think C is definitely the strongest choice here. It directly ties into using the database for specific knowledge.
SI
Silva 7 months ago
I feel like A could be a good option too, especially since it involves user input. But does it really align with the need for citations from the database?
NA
Nada 7 months ago
I remember we discussed RAG patterns in class, but I'm not entirely sure which scenario fits best. I think it might be C, but I need to double-check the requirements.
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