Do You Really Need a Vector DB, or Just a KV Store?
Pinecone and Milvus are powerful, but complex. Discover how a simple KV store can handle basic embedding lookups and meta-data.
BaseKV Team••6 min read
aidatabasecomparison
Do You Really Need a Vector DB, or Just a KV Store?
Vector databases are surrounded by hype. However, if your AI application mainly retrieves exact document chunks or stores pre-computed answers, a vector database is massive overkill. A key-value store can hold embedding metadata or chunk text efficiently, keeping your architecture lean and mean.
Why This Matters Now
When discussing ai in 2026, the trend strongly points towards simplified architecture. Keeping overhead low allows you to iterate faster without managing complex databases.
Try a simpler approach. Start with BaseKV.