Web Reference: Aug 12, 2025 · What Are Vector Databases? Once we turn text into vectors, we need a place to store and search them efficiently — that’s where vector databases come in. Oct 9, 2025 · A vector database is a specialized type of database designed to store, index and search high dimensional vector representations of data known as embeddings. Mar 26, 2026 · In this article, you will learn how vector databases work, from the basic idea of similarity search to the indexing strategies that make large-scale retrieval practical. Topics we will cover include: How embeddings turn unstructured data into vectors that can be searched by similarity. How vector databases support nearest neighbor search, metadata filtering, and hybrid retrieval. How indexing ...
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