Why Your RAG System Needs a Graph Database (Not Just Vectors)

📰 Dev.to · Nathaniel Hamlett

Vector search finds what's similar. Graph traversal finds what's connected. I built a system with both — 3M vectors and 252K graph nodes — and the graph catches an entire class of queries that vectors miss.

Published 12 Mar 2026
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