Shopify + Klaviyo + WebEngage → DuckDB → Supabase. A single queryable source of truth for the D2C business, plus a live operator dashboard.
Revenue, channel mix, retention cohorts, Klaviyo flow performance. Auto-updates the moment new data lands.
Tier 1/2/3 metric framework, weekly review protocol, and the playbook tying every metric to a growth lever.