Warehouse-first means dedupe, enrichment, scoring, and identity resolution happen in BigQuery or Snowflake, then validated results sync to your CRM. The CRM becomes an operational interface, not a database.
This architecture survives tool changes. Swap enrichment providers, migrate CRMs, add new channels, and the logic layer stays intact.