DistributionEmerging Pattern

Layer multiple attribution methods to triangulate conversion sources on platforms with poor tracking

When platforms have weak native attribution (like YouTube), combine multiple tracking methods to triangulate true conversion sources: passive tracking (UTMs), active user verification (unique coupon codes via support), and onboarding surveys. This provides data confidence for optimization decisions despite platform limitations.

When to use

When using distribution channels with poor native attribution and you need conversion data to decide which content to amplify or creators to invest in

Don't do this

Relying on single tracking method (e.g., only UTMs) that captures <5% of conversions, or making amplification decisions without attribution data

1 Founder Who Did This

1
Arvoby Vasco

Implemented three-layer tracking: (1) UTMs in video descriptions (~1% click-through), (2) video-specific coupon codes retrieved by asking support chat to mention the video, (3) onboarding questionnaire showing creator faces when user selects 'came from YouTube'

Result:Triangulated conversion data despite YouTube's tracking challenges, enabling informed decisions about which videos to amplify with paid ads
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