Measurement changes can alter behavior before they alter performance.
A clearer view of credit may still disrupt the habits built around an older view of success.
Who you’d be doing this for
“If the dashboard says our revenue vanished, I need to know whether the business changed or the ruler did.”
Ritva Virtanen · VP of Ecommerce
Uses lifecycle attribution reporting to defend retention spend and campaign priorities at a high-volume home-goods brand.
What is at stake
The blended model shifts reported revenue by more than 20% for some high-volume merchants, even though their order volume is stable. You choose who migrates first and what you tell them before the old numbers stop comparing.
Why it isn’t already fixed
Every obvious fix costs something else. That’s the part you’d have to decide.
- measurement accuracy vs. merchant continuity
- peak-season stability vs. transparent change
- broad adoption vs. exception management
- automated signal speed vs. verified guidance
- customer value vs. easily credited revenue
Why Klaviyo
At Klaviyo, this can matter because merchants often use attribution signals to decide which customer programs to sustain.
Written with these in mind
Not your kind of problem? 9 more at Klaviyo, or browse every organization.
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.