Vector Databases in Production: What Nobody Tells You
Infrastructure 12 min read

Vector Databases in Production: What Nobody Tells You

Tomás Reyes
2026-02-14

ANN indexes, embedding drift, and the operational complexity that vendors hide in their benchmarks.

Vector database vendors love to show you recall benchmarks. What they don’t show you is what happens at 3am when your embedding model gets retrained and your index silently returns garbage for six hours before anyone notices.

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