PostgreSQL pgvector vs Qdrant Cloud

PostgreSQL pgvector vs Qdrant Cloud: side-by-side comparison of two search platforms (non-memory) systems — architecture, taxonomy, license, pricing, MCP/A2A support, and direct edges.

PostgreSQL pgvector · Qdrant Cloud

Cost & capability

PostgreSQL pgvectorQdrant Cloud
Cost tiersearched not foundsearched not found
$/Mtok inputsearched not foundsearched not found
$/Mtok outputsearched not foundsearched not found

Where they differ (4)

Rows where both sides have data and the values disagree — the shortlist of dimensions that actually distinguish these two systems.

PostgreSQL pgvectorQdrant Cloud
TypePostgres vector extensionManaged Qdrant cloud
Created20212022
LicensePostgreSQLsearched not found
Fundingsearched not found$37.8M Series A 2024-01 (Spark Capital led).

At a glance

PostgreSQL pgvectorQdrant Cloud
SectionSearch platforms (non-memory) Search platforms (non-memory)
TierT1 T1
TypePostgres vector extension Managed Qdrant cloud
Created2021 2022
Latest releasesearched not found searched not found
LicensePostgreSQL searched not found
GitHubsearched not found searched not found
Pricingsearched not found searched not found
Fundingsearched not found $37.8M Series A 2024-01 (Spark Capital led).
Backend storagesearched not found searched not found
Deploymentsearched not found searched not found
API surfacesearched not found searched not found
Embeddingsearched not found searched not found
Multi-tenancysearched not found searched not found
MCPsearched not found searched not found
A2Asearched not found searched not found
OpenTelemetrysearched not found searched not found
Optimised forsearched not found searched not found
Anti-fitsearched not found searched not found

Taxonomy

AxisPostgreSQL pgvectorQdrant Cloud
storagen/an/a
retrievaln/an/a
persistencen/an/a
updaten/an/a
unitn/an/a
governancen/an/a
conflictn/an/a

Pros & cons

PostgreSQL pgvector

Pros: searched not found

Cons: searched not found

Qdrant Cloud

Pros: searched not found

Cons: searched not found

Rows last verified 2026-05-14 / 2026-05-14. Data is CC-BY-4.0 — see how to read this.