Data & AI

Multi-Tenant Vector Database Setup

Data & AI Pipelines diagram · made in Skemio

Multi-tenant vector architecture diagram showing client requests routed by auth context to tenant namespaces and metadata-filtered shared vector indices with isolation checks.
Multi-tenant vector architecture diagram showing client requests routed by auth context to tenant namespaces and metadata-filtered shared vector indices with isolation checks.
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What it shows

  • Metadata filtering is cost-effective but risks leakage if bugs occur.
  • Logical namespaces offer isolation within a single index efficiently.
  • Dedicated indices per tenant maximize isolation but inflate infra cost.

The takeaway

Choose metadata filters for scale, namespaces for balance, and silos for strict compliance.

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