Starting point
Campaigns relied on broad segmentation and messages that were not sensitive to customer timing. Relevant offers for one profile could arrive in the wrong channel, at the wrong moment, or in an unfavorable context. That reduced conversion, increased communication noise, and made marketing waste purchase opportunities in a category heavily influenced by weather, frequency, and seasonality.