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1Z0-1127-25 Practice Question: Building LLM Applications with RAG and Vector Search

A developer is building a RAG pipeline using OCI Data Science and wants to store vector embeddings. Which OCI service is optimized for vector search and can be used as a vector store?

⚠ Common exam trap

Test-takers frequently confuse OCI Autonomous Database's ability to store vectors with being optimized for vector search, overlooking that OpenSearch is purpose-built for high-performance vector similarity search with native k-NN support.

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

OCI OpenSearch

B is correct because OCI OpenSearch is a fully managed, search and analytics engine that natively supports k-nearest neighbor (k-NN) search on dense vector embeddings. It provides optimized indexing and querying for high-dimensional vectors, making it the ideal vector store for a RAG pipeline in OCI Data Science.

Answer analysis

Option-by-option breakdown

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

  • OCI Autonomous Database

    Why it's wrong here

    While Autonomous Database has AI Vector Search, OpenSearch is more commonly used for dedicated vector stores in RAG pipelines.

  • OCI OpenSearch

    Why this is correct

    OCI OpenSearch includes a vector database plugin for k-NN similarity search, making it a suitable vector store.

  • OCI Object Storage

    Why it's wrong here

    Object Storage is for storing files, not for similarity search on vectors.

  • OCI Streaming

    Why it's wrong here

    Streaming is for real-time data ingestion, not for storing or querying vectors.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

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