FIRST-PARTY DATA / KLAVIYO + WHITEBOXX AI
Choose the next
lifecycle marketing test.
Build a Klaviyo reporting workflow that compares campaign or flow results and identifies a specific test for the marketing team.
THE ANALYTICAL TASK
Which campaign or flow change should you test?
The next lifecycle test should start with measured results from comparable sends. A campaign list alone cannot show how the audience responded.
Choose the campaigns or flows, comparison period, delivered audience and attribution window. We build the required performance reporting, then compare the results to identify test opportunities.
THE OUTPUT
A campaign review with a proposed experiment.
The brief identifies the audience, change and success measure for each proposed test. It keeps attributed revenue separate from revenue shown to be incremental.
INPUTS AND DEFINITIONS
Define the sends, audience and attribution window.
| Input or measure | What to establish |
|---|---|
| Send population | Use a consistent eligible or delivered denominator. |
| Engagement | Define the open, click or other event being counted. |
| Attribution | Record the attribution window and avoid presenting it as causal lift. |
CUSTOM INTEGRATION BUILD
Add the performance reporting connection.
This requires a custom reporting integration. Existing code retrieves campaign inventories; performance retrieval and calculations need to be added.
The comparison must account for reporting coverage and privacy-related measurement changes. Editing flows or publishing messages requires a separate operating workflow.
PILOT ACCEPTANCE
How should you evaluate a Klaviyo integration?
| Check | Evidence to review |
|---|---|
| Fix the reporting window | Keep campaign or flow identifiers, eligible recipients and attribution windows with the results. Compare against an accepted Klaviyo report. |
| Inspect the denominator | Distinguish sends, delivered messages, opens, clicks and attributed purchases. A changed audience can alter a rate even when the creative is unchanged. |
| Separate attribution from lift | Use the review to propose a marketing experiment. Attributed revenue alone does not establish the incremental effect of sending the campaign. |
PLANNING THE IMPLEMENTATION
Is this a ready-to-use Klaviyo connection?
Klaviyo integration is a custom implementation scope. Start with an approved input for the analytical task, then implement and validate the required connection, calculations and refresh. The design on this page does not establish that your account is connected or that the complete workflow is deployed.
Use the pilot evaluation guide