Audience and data setup
Data Extensions for Salesforce Marketing Cloud teams.
How Campaign Builder supports audience planning, scoped Data Extension reads, and Factory Data Extension creation for Salesforce Marketing Cloud campaign execution.
What it supports
Concrete workflow support, not generic AI copy.
This use case is grounded in implemented Campaign Builder routes, agents, shared SFMC clients, and documented review boundaries.
Campaign Agent produces audience direction and a Data Extension plan as part of a Bruno-compatible campaignSpec.
Factory supports standard and custom Data Extension creation paths for campaign production workflows.
Audience and email preview flows can read scoped Data Extension rows or search sendable Data Extensions where configured.
SFMC SOAP helpers support ContinueRequest paging and token refresh during Data Extension row access.
Implementation map
What technical evaluators can trace.
Factory Data Extension routes include `POST /api/v1/factory/data-extensions` and `POST /api/v1/factory/data-extensions/custom`.
Email Agent preview routes include Data Extension lookup paths for sendable audience selection and preview variants.
Security review documentation identifies Data Extension access in audience analytics and factory-style production flows.
Shared REST/SOAP SFMC clients handle row reads, token refresh, and request tracing for Marketing Cloud operations.
Review boundaries
Where Campaign Builder stops before launch risk.
Boundary
Data Extension operations require authenticated account or workspace Marketing Cloud credentials.
Boundary
Rows are accessed through scoped SFMC clients rather than unrestricted database access.
Boundary
Campaign Builder helps prepare audience structures; send eligibility and launch decisions remain reviewed in Marketing Cloud.
FAQ
Evaluation questions for Data Extensions.
Can Campaign Builder create Data Extensions?
Yes. Factory includes standard and custom Data Extension creation routes for configured campaign production workflows.
Can it inspect existing Data Extension rows?
Where configured and authorized, shared SFMC clients support scoped Data Extension row reads used by audience and preview workflows.
Next step
Review this workflow against your SFMC setup.
Bring one existing campaign, journey, email, Content Builder process, or Data Extension workflow to the demo so the evaluation can stay concrete.