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RACI Role — Responsible

The practitioner who builds, configures, and operates the CDP stack. Typically a data engineer, marketing operations engineer, or IT implementer. As the most likely primary user of the recommendation agent, the Responsible role needs tactically specific guidance: which vendors support which integration patterns, what engineering team capabilities are required (e.g., dev-team.backend-stream-processing for real-time segmentation), and what the operational complexity of each architectural choice looks like day-to-day.

confidence 82%v1reviewed May 11, 2026raci, responsible, practitioner, data-engineering, marketing-ops, implementation

RACI Role — Responsible

The Responsible role in a CDP decision is the person or team who executes the work — data engineers who build the ingestion pipelines, marketing ops engineers who configure activation workflows, IT implementers who manage vendor contracts and infrastructure. In composable architectures, this role is likely a data engineering team or marketing technology team; in packaged CDP deployments, this role often includes a vendor-provided implementation partner alongside internal ops.

What this role needs from the recommendation agent. Tactical guidance: which dev-team dimensions are required for each architecture choice (e.g., stream processing capability for real-time segmentation, data engineering for CDW-native SQL segments), how complex a given vendor integration is to maintain, what the operational overhead of reverse-ETL vs. packaged activation looks like, and which tradeoffs (tradeoff.cost-predictability, tradeoff.integration-philosophy) are most likely to surface as operational pain points.

Why this is the agent's most common user profile. Executives (Accountable) set direction and approve budgets; practitioners (Responsible) do the research that informs those decisions. The CDP recommendation agent is most commonly queried at the research and evaluation stage — by the person who will have to live with the technical consequences of the decision.

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