Most founders think they know their CAC until they actually try to calculate it and realize three different tools are giving them three different numbers. That's not a tooling problem, it's a definitions problem. If you want to know how to calculate CAC for ecommerce in a way that actually informs budget decisions, you need a formula, a consistent time window, and the discipline to include costs you'd rather ignore.