data-engineering

Vector Databases for AI Teams — Picking Without Hype

June 28, 2026 · 5 min read · Altaris AI Academy

Start with your neighbours

If your data already lives in Postgres, pg_vector should be the default. Ejecting to a specialized store adds an operational surface you will regret.

The five questions

  • How many vectors will you have in eighteen months?
  • What is your query latency budget?
  • Do you need hybrid search (vector plus keyword) in one query?
  • What is your data-residency requirement?
  • Who is on call when it breaks?

When to leave pg_vector

More than fifty million vectors, sub-fifty-millisecond p99 latency requirements, or a team that cannot own Postgres tuning. Otherwise, stay.

Canadian data residency

If you are pinned to Canada, the market is smaller than you think. Verify residency claims — several vendors advertise Canadian regions that are still cross-border for control plane operations.