Features

Infrastructure intelligence and trusted metrics, together at launch.

Everything data engineers and business leaders need in one open-source workspace. Deep stack understanding, canonical KPIs, and Company Brain reasoning, no waiting for the next release.

Workspace

The technical foundation for data teams

Context-aware editors wired to your live catalog, a semantic graph that stays fresh from metadata crawls, and unified infrastructure understanding across orchestration and warehouse layers.

Self-host with Docker in minutes: metadata-only, credentials never leave your network.

  • Stack-aware SQL, dbt, and Python editors with inline lineage
  • Living catalog from Snowflake, dbt, Airflow, and 40+ connectors
  • Cross-layer impact analysis in seconds, not Slack threads
  • Apache 2.0 · RBAC · audit logs · VPC-ready deployment
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Metrics & Trust Layer

Canonical KPIs for operators and leaders

Define revenue, churn, and activation once with full lineage to source tables then push certified definitions to every BI tool, notebook, and agent in your org.

Reconciliation and audit trails built in, so finance and product finally agree on the same number.

  • One source of truth per KPI with certification workflow
  • Standardize across Looker, Tableau, Hex, and custom apps
  • End metric drift with override detection and steward alerts
  • Exportable reconciliation for board prep and compliance
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AI & Agents

Reasoning over infrastructure and business context

Infrastructure-aware AI that reads your manifests and metric definitions before answering cited lineage, not prompt guessing.

Company Brain spans technical debugging and executive questions; specialized agents draft docs, tests, and PR-ready fixes.

  • Ask about dependencies, schema impact, and test failures, grounded
  • Company Brain: "Why did churn move?" with pipeline + metric context
  • Docs, test, debug, and ops agents with human-in-the-loop review
  • Plain-English queries over stack and certified KPIs
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