From raw source
to cited answer.
No five-tool stack, no copies between systems. One platform moves your data through five stages — and every stage is open, governed, and yours.
75+ connectors land your data — raw, on a schedule.
Click a source. Databasin creates the pipeline, maps the schema, sets the schedule, and handles retries and change-data-capture. For the 30 native sources, the routes are certified and the gold views are built for you. The rest connect over Generic API (REST/SOAP) or JDBC.
Pipelines bring data in.
Automations put it to work.
Ingestion (step 01) just copies your source data. Automations are a separate engine for everything that happens after — transforming data, building models, running code, and driving other systems. Five task types, chained into stages, on a schedule or a trigger.
Every stage runs on a schedule or a trigger, with retries and full run history.
The result: governed data, in three open tiers.
It all lands in one Apache Iceberg lake you own — open tables, zero proprietary lock-in. Pipelines and automations move your data through the medallion tiers, and your gold layer is built from the questions you actually ask.
Pick the right engine. Never copy the data.
Four open engines point at the same Iceberg tables — one catalog, zero copies. Use the right tool per workload; pay per minute only while a cluster runs, or flat-rate unlimited in your own tenant.
| Engine | Best for | Profile |
|---|---|---|
| Trino | Federated SQL across sources | Interactive |
| Apache Doris | Real-time dashboards & serving | Sub-second OLAP |
| Apache Spark | ML, heavy pipelines, notebooks | Distributed batch |
| DuckDB | Embedded, single-node analytics | In-process |
All four read and write the same open Iceberg tables. Add your own Databricks or Snowflake as a fifth engine — no rip-out.
Talk to your data — with receipts.
Databasin One answers from your governed gold layer in plain English: real charts, interactive dashboards, executive PDFs, and shared workspaces. Every claim ships with the SQL it ran and the tables it touched.
HIPAA-ready by default.
Your security posture, your call.
Every deployment is encrypted, audited, and access-controlled. The hosted cloud is fully HIPAA-ready — most teams start there in five minutes. For the strictest PHI and data-residency needs, run the identical platform inside your own Azure tenant.
The fast path.
Fully managed and HIPAA-ready from day one. Sign up, click a connector, and you're querying in minutes — $50 in credit, no card.
Start Free — $50 CreditStrictest posture.
Install from the Azure Marketplace — the whole platform inside your walls. Your storage, your keys, your network, no data egress.
Talk to us about self-installCo-created at Washington University School of Medicine — built where the data was real, and regulated.