Route the campaign to the channel the user actually configured
Approve the channel identifier and observed user-controlled behavior on existing installations, not only fresh test devices.
Read the lesson →THE CREATIVE FIELDBOOK / SNS MEDIA TECH
Practical lessons
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Separate accepted push requests from displayed and opened messages
Build a stage-specific report with explicit platform coverage, denominators and reporting delays.
Read the lesson →Release the push campaign without turning retries into a second burst
Create a bounded send ledger and retry policy that preserves message validity and prevents avoidable repeat submissions.
Read the lesson →Make the regional and product forecasts describe one total
Accept a coherent forecast across business views without disguising inconsistent scopes or forcing predictions to meet a target.
Read the lesson →Check what the forecast becomes after reversing its transformation
Preserve the meaning of a mean, median or quantile when a forecasting pipeline returns predictions to business units.
Read the lesson →Show which choices create the brand-health score
Accept a composite score only when its components, weights, missing-data treatment and sensitivity remain visible.
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