Influencer Marketing Report: Three Metrics for Three Program Types

Bren Daniel, a nine-year influencer marketing veteran who built Caraway's ambassador program from scratch, breaks down exactly which metrics deserve your attention depending on whether you are running affiliate, paid, or campaign-level activations.

For affiliate programs, she argues that clicks and revenue are the only numbers that truly matter at scale, because tracking every piece of published content becomes nearly impossible once a program grows. She draws a clear line between directly attributed revenue, tracked through codes and links in a tool like Superfiliate, and broader reach metrics that matter more for campaign-level reporting. On the paid side, she explains that comparing projected versus actual performance is critical because a missed view-count estimate quietly inflates your real CPM and distorts future budget planning.

She also flags customer lifetime value as an emerging priority, predicting that as Facebook algorithm reach declines and creator economy complexity grows, LTV will shift from a nice-to-have to a core influencer marketing report metric.

Watch to see how Bren recommends balancing all three layers without losing sight of what actually scales revenue.