attribution-analysis

Demand-gen and growth teams running multi-channel campaigns who need deterministic attribution without external API dependencies.

Marketing leaders defending budget allocation to executives, where multi-touch comparison reveals that last-click dramatically undercredits awareness and consideration channels.

Growth leads doing monthly channel performance reviews and trying to understand where unattributed Direct traffic actually comes from.

Marketing teams trying to allocate budget based on actual channel contribution instead of last-click bias, where sales cycle complexity requires multi-touch view.

When measuring campaign effectiveness across channels and deciding budget allocation for paid marketing or performance optimization.