Integrations
VectorFin works with
your existing data stack
One source of truth — Apache Iceberg on GCS, exposed via the Polaris REST catalog and a REST API. Free-tier paths (Python, DuckDB) work out of the box. Pro paths (Snowflake, Databricks, pyiceberg) self-serve except for a one-time GCS grant we run for your service account. BigQuery via Analytics Hub is in preview.
Supported Platforms
Python
Query VectorFin embeddings and signals from Python via the REST API. Works on every plan, including Free.
Apache Iceberg
Connect to the VectorFin Polaris REST catalog with pyiceberg or any Iceberg client. Pro/Enterprise — catalog auth is self-serve; raw data scans require a one-time GCS grant from support.
Snowflake
Mount VectorFin tables in Snowflake via the Polaris REST catalog. Pro/Enterprise — Polaris credential is self-serve; the Snowflake EXTERNAL_VOLUME service account needs a one-time grant from VectorFin support.
Databricks
Add VectorFin as a foreign Polaris catalog in Unity Catalog. Pro/Enterprise — Polaris credential is self-serve; raw GCS reads need a one-time SA grant from support.
DuckDB
Pull VectorFin signals into DuckDB via the REST API for fast local analytics. Works on every plan; no infrastructure required.
BigQuery
Native Analytics Hub listing is on the roadmap (Q3 2026). Today, load via the REST API on a schedule. The snippets below show the planned shape.
dbt
Layer dbt models on top of VectorFin tables once they're mounted in your warehouse. Pre-requisite: Snowflake or Databricks integration completed (including the support grant).
Integration Comparison
| Platform | Required Tier | Setup | Status | Path |
|---|---|---|---|---|
| Python (REST API) | Free | 2 min | Self-serve | REST API |
| DuckDB (REST + local) | Free | 5 min | Self-serve | REST API |
| pyiceberg / Apache Iceberg | Pro | 15 min | Self-serve + 1× grant | Polaris REST + GCS |
| Snowflake | Pro | 20 min | Self-serve + 1× grant | Polaris REST + GCS |
| Databricks | Pro | 25 min | Self-serve + 1× grant | Unity Catalog ← Polaris |
| dbt | Pro | 30 min | After Snowflake/Databricks | Models on warehouse |
| BigQuery | Pro | — | Preview (Q3 2026) | Analytics Hub (planned) |
Ready to connect?
Start with the free tier. Upgrade to Pro for Iceberg catalog access.