Sep 3, 2026 · 9 min read
Klaviyo Attributed Revenue: What the Number Actually Means
Every retention agency gets this question eventually: why doesn't Klaviyo's number match Shopify's? Here is the honest answer.
Read the article →Notes for ecommerce retention agencies on Klaviyo attribution, client reporting, and proving flow results without overclaiming credit.
Sep 3, 2026 · 9 min read
Every retention agency gets this question eventually: why doesn't Klaviyo's number match Shopify's? Here is the honest answer.
Read the article →Sep 3, 2026 · 10 min read
Most retention case studies are missing a period, a metric definition, and a source. Here is a structure that keeps all three.
Read the article →Sep 3, 2026 · 8 min read
Total flow revenue goes up when store traffic goes up, whether or not anyone improved anything. One metric survives that. Most do not.
Read the article →Sep 3, 2026 · 8 min read
Anonymous is not a weaker case study — it is often the more credible one, if the method is still visible. Here is how to do it right.
Read the article →Sep 3, 2026 · 9 min read
Klaviyo's own 2026 benchmarks put flow revenue per recipient near 18x campaigns. Here is what that number can and cannot tell one specific account.
Read the article →Sep 3, 2026 · 9 min read
A 14-page monthly report answers questions nobody asked. Here is the shorter structure, and why reporting and proof are not the same thing.
Read the article →Sep 3, 2026 · 7 min read
Same order, three line items, three different conversion counts depending which metric you picked. Most agencies never check.
Read the article →Sep 3, 2026 · 9 min read
"Is this working?" usually means "would we be selling the same without you?" Attribution cannot answer that — here is what can.
Read the article →Sep 3, 2026 · 8 min read
Private keys in a shared password manager is how agencies lose track of who has access to what. Here is the access model that does not.
Read the article →Sep 3, 2026 · 8 min read
225 requests a day sounds like plenty, until a dashboard multiplies accounts by flows by periods. Here is the pattern that does not run out.
Read the article →Sep 3, 2026 · 8 min read
A QBR is the renewal conversation with another name. Here is an agenda that leads with one result instead of twelve metrics.
Read the article →Sep 3, 2026 · 8 min read
Scope and price look the same in every proposal. The part that actually wins the deal is the evidence — and how many proof points is enough.
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