Integrations / concept architecture
Meet teams where their operating evidence already lives.
The concept is designed around source adapters for product analytics, CRM, billing, support and warehouse data.
What it meanssource data
Account and commercial evidence stays attributed to its originating system.
Inspect this section↓Quick answerThe essential answer stays immediate; every next section adds inspectable depth.
01Business systems
CRM, billing and support context.
Account and commercial evidence stays attributed to its originating system.
Why it mattersAccount and commercial evidence stays attributed to its originating system.
How to inspect itVerify it together with its definition, source owner and freshness. A label without that context is not decision evidence.
What it does not proveThis item can support or challenge an interpretation. On its own, it does not establish causality or authorize an action.
02Product data
Usage and journey evidence.
Event streams and modeled warehouse tables can supply behavior patterns and segment context.
Why it mattersEvent streams and modeled warehouse tables can supply behavior patterns and segment context.
How to inspect itVerify it together with its definition, source owner and freshness. A label without that context is not decision evidence.
What it does not proveThis item can support or challenge an interpretation. On its own, it does not establish causality or authorize an action.
03Governance
Access follows source permissions.
A production implementation would require least-privilege access, auditability and retention controls.
Why it mattersA production implementation would require least-privilege access, auditability and retention controls.
How to inspect itVerify it together with its definition, source owner and freshness. A label without that context is not decision evidence.
What it does not proveThis item can support or challenge an interpretation. On its own, it does not establish causality or authorize an action.
Technical questionsSources, constraints, roles and review criteria—without marketing shortcuts.
04Connection states
A source must show more than “connected”.
The product should distinguish planned, authorized, syncing, stale, failed and disconnected states and name the last usable snapshot.
Why it mattersThe product should distinguish planned, authorized, syncing, stale, failed and disconnected states and name the last usable snapshot.
How to inspect itVerify it together with its definition, source owner and freshness. A label without that context is not decision evidence.
What it does not proveThis item can support or challenge an interpretation. On its own, it does not establish causality or authorize an action.
05Minimum data
Start with the smallest source set that can answer one question.
A pilot inventory maps field purpose, definition, access owner, refresh need and retention before collection.
Why it mattersA pilot inventory maps field purpose, definition, access owner, refresh need and retention before collection.
How to inspect itVerify it together with its definition, source owner and freshness. A label without that context is not decision evidence.
What it does not proveThis item can support or challenge an interpretation. On its own, it does not establish causality or authorize an action.
Continue the decision journey
Read the product model