Marketing-Led CDP Operations

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An organization where marketing owns and directly operates the CDP activation layer — building audiences, configuring journeys, and deploying AI-powered decisioning — without requiring data engineering participation in day-to-day CDP operation. Data engineering provides the warehouse foundation (BigQuery, Snowflake, or Databricks) and data contracts; marketing operates on top. This operational profile is the primary selection signal for marketer-accessible composable CDPs (GrowthLoop, BrazeAI Decisioning Studio) over data-engineering-first tools (Hightouch, Fivetran Activations).