Streaming ingestion
Ingest from Kafka, webhooks, SDKs and CDC streams with exactly-once delivery and automatic schema detection.

Catalyst combines ingestion, modeling, querying and visualization into one fast, dependable workspace.
Ingest from Kafka, webhooks, SDKs and CDC streams with exactly-once delivery and automatic schema detection.
A vectorized engine with smart caching returns most queries in under 100 milliseconds, even on billions of rows.
Drag-and-drop transforms with branching, retries and dead-letter queues. Export any pipeline as SQL.
Interactive charts, filters and drill-downs. Schedule PDF or CSV reports to any inbox.
Catalyst learns normal patterns in your metrics and flags unusual spikes or drops automatically.
Row-level security, column masking, SSO (SAML/OIDC), SCIM provisioning and a full audit trail.
Query anything over a REST API or embed dashboards inside your own product with signed URLs.
Every query, model and dashboard keeps a full history with diff, restore and Git sync.
Catalyst stores data in a compressed columnar format and pushes filters down to the storage layer. Hot results are cached at the edge, and heavy queries are split across workers automatically.

Native connectors for the sources and destinations teams use most. Need something else? Use our open API.
| Catalyst | Legacy stack | |
|---|---|---|
| Time to first dashboard | Same day | 2–6 weeks |
| Data freshness | Seconds | Hours (batch) |
| Tools to manage | 1 | 4–6 |
| Pricing model | Flat per seat | Compute + storage + seats |
| Support | U.S.-based humans | Ticket queue |
Talk to a real person on our team. We usually reply the same business day.