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AI-200 Data Management Services And Vector Search Practice Question

You are writing a Python application using the Azure Cosmos DB Python SDK to perform a vector search. You execute a parameterized SQL query containing VectorDistance(). What must be passed as a query parameter for the VectorDistance function to evaluate correctly against the container's vector property?

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

A Python list of float values representing the query embedding

When using VectorDistance() in Cosmos DB SQL queries, the target vector must be passed as a parameter array of floats corresponding to the model dimensions.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • A base64 encoded string of the text

    Why it's wrong here

    Query vectors must be passed as numeric arrays.

  • A connection string to Azure OpenAI Service

    Why it's wrong here

    Connection strings belong in client configuration, not inside the vector distance SQL parameter.

  • A Python list of float values representing the query embedding

    Why this is correct

    Cosmos DB expects the query vector parameter to be passed as a list of floats.

  • A file path pointing to a local .npy numpy file

    Why it's wrong here

    Cosmos DB cannot parse local file paths directly in SQL queries.

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Written and reviewed by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

Last reviewed August 2026 · checked against the official Microsoft exam blueprint

This AI-200 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-200 exam.