For teams of 50+ working on the same stack

The delivery layer between your people and your data stack

Point us at raw data you don't yet understand. Get profiling, quality contracts, pipeline blueprints, dimensional models, lineage, and evidence packs—backed by runs, versioning, and change control.

Any source: files, folders, zips, or live connectors
Data Quality: Profile → Rules → Validate
Medallion delivery: Land → Stage → Persist → Unify
Lineage + Conversion workbench
Runs, history, diff, and evidence packs
Built for 50+ person delivery teams
Pipeline Cockpit
Landsucceeded
Tables12
Last run2m ago
Stagerunning
Tables8
Last runRunning...
Persistidle
Tables0
Last run
Unifyidle
Tables0
Last run
Pipeline Progress50%
Built for:
Data Engineering
Analytics Eng
Data Architecture
Governance
Migration
BI

Outputs you can ship

Every run produces real deliverables—not dashboards, not reports. Artefacts your team can review, approve, and ship.

Contracts

Data dictionary + DQ rule packs for every source

Pipeline Blueprints

Land/Stage/Persist design outputs with DDL

Unify Models

Conceptual → Logical → Physical with ERDs

Lineage Diagrams

Source-to-target flow documentation

Conversion Output

Translated SQL + test plan for migrations

Evidence Pack

Zipped artefacts for delivery sign-off

How it works

Five steps from unfamiliar data to shipped artefacts. Each step generates outputs you can use immediately.

Step 1

Sources

  • Upload filesets/datasets
  • Connect S3/GitHub (roadmap)
  • Version tracking
Step 2

Contracts

  • Auto-profile data
  • Generate DQ rules
  • Build data dictionary
Step 3

Pipeline

  • Land/Stage/Persist layers
  • Generate DDL + transforms
  • Reconciliation checks
Step 4

Unify

  • Conceptual model
  • Logical model
  • Physical DDL
Step 5

Exports

  • Download artefacts
  • Evidence packs
  • PR-ready assets

Integrations

We sit above your stack—we don't replace it. Connect to the warehouses, catalogs, and repos you already use.

File Uploads
Supported

Direct upload via UI

S3
Supported

Connect to S3 buckets

Supabase
Supported

Built on Supabase

GitHub
Roadmap

Sync with repos

dbt
Roadmap

Import dbt models

Snowflake
Roadmap

Native connector

Databricks
Roadmap

Unity integration

Glue Catalog
Roadmap

AWS metadata

Built for teams

When 50+ people touch the same warehouses, repos, and catalogs, tribal knowledge doesn't scale. You need observable delivery.

Run History

Available

Every run is tracked with inputs, outputs, and timing. Replay and compare.

Versioning & Diff

Partial

Track changes to contracts, models, and outputs. See what changed between runs.

Ownership & Approvals

Roadmap

Assign owners to pipelines and require sign-off before shipping.

Audit Trail

Roadmap

Complete history of who did what, when. Export for compliance.

Run History
Live
RUN-042succeeded
2m ago
RUN-041succeeded
1h ago
RUN-040failed
3h ago
RUN-039succeeded
5h ago

Ready to ship faster?

Turn unfamiliar data into governed, analytics-ready assets. Start with a single project and see the difference observable delivery makes.