Attribution Modeling Engineering Guides

Why observational attribution models and platform dashboards inflate ROAS by measuring correlation rather than causation: designing matched-market geo-holdout tests, synthetic counterfactual baselines with CausalImpact, and exposing non-incremental retargeting and branded search cannibalization.

How enterprise engineering and growth teams bridge the chasm between web analytics and CRM revenue: deploying first-party HttpOnly edge cookies immune to Safari ITP, asynchronous ClickHouse event streaming, and W-shaped multi-touch attribution webhooks mapping organic clicks directly to signed contracts.