Need Vector Database

System Design AI interview question · Hard difficulty

When do you need a vector database?hard

Type
conceptual
Topic
need-vector-database
Frequency
common
Tags
need, vector, database
Answer

Use one when semantic search over many embeddings must be fast and scalable.

Explanation

Vector databases support approximate nearest neighbor search, metadata filtering, indexing, and operational management for retrieval systems.

Follow-upHow do metadata filters affect retrieval?