Product capabilities

Choose the model that fits your workflow

Start with one capability and expand through the same governed platform.

Query immutable observed-data releases with source coverage and lineage.

Scope realistic additional rows from an observed release with explicit lineage and review.

How it works

A controlled path from input to result

Business and technical teams share one observable delivery contract.

Versioned inputs and configuration

Validation before downstream delivery

Idempotent jobs and explicit states

API, batch, and signed webhook delivery

Product-specific usage metering

Auditable access and billing state

Implementation flow

Choose inputs, outputs, limits, and the acceptance policy.

Run representative Sandbox cases and inspect failures as well as successes.

Promote the versioned setup and monitor usage, delivery, and billing state.

Data destinations

Publish the same traceable dataset contract through managed database and lakehouse destinations.

PostgreSQL · Managed pilot

Transactional database materialization for normalized records. Part of the required operation profile is available in a managed pilot.

Parquet · Managed pilot

Versioned columnar release files for analytics and downstream processing. Part of the required operation profile is available in a managed pilot.

Apache Iceberg · Managed pilot

Versioned lakehouse tables and snapshot queries. Part of the required operation profile is available in a managed pilot.

S3-compatible storage · Planned

Object-store delivery with explicit endpoint and secret-reference controls. The required operation profile is not yet complete.

BigQuery · Managed pilot

BigQuery batch delivery for managed analytical materializations. Part of the required operation profile is available in a managed pilot.

Snowflake · Managed pilot

Snowflake batch and merge delivery for managed warehouse materializations. Part of the required operation profile is available in a managed pilot.

Use real inputs and success criteria from your workflow.