Engineering-led mid-market: SQL-first reverse-ETL over marketer-self-service tooling

recommendation.engineering-led-mid-market-sql-first-reverse-etl ↗

For a mid-market organization ($25M–$500M revenue, 50K–1M profiles) where data engineering or IT holds RACI-Accountable for CDP selection and already operates a CDW with dbt pipelines, the recommended direction is SQL-first composable reverse-ETL — Hightouch or Fivetran Activations (formerly Census) — rather than marketer-self-service packaged CDPs or point-solution CEPs wired directly to production systems.