To build long-term moats, attribution models must analyze signals beyond immediate conversions, focusing on sustainable value creation. Key indicators include Customer Lifetime Value (CLTV) per acquisition channel, revealing which sources yield the most profitable long-term customers. Furthermore, models should track cohort retention rates and subsequent engagement metrics, as high retention signifies a strong underlying product-market fit and loyal customer base. The presence of organic search lift and direct traffic increases following paid campaigns suggests successful brand building, a crucial component of a long-term moat. Understanding the incremental impact of each touchpoint on future purchasing behavior, rather than just the last click, is vital for truly attributing value. Finally, consistent analysis of the ratio of CLTV to Customer Acquisition Cost (CAC) across various attribution scenarios directly indicates the sustainability and defensibility of acquisition strategies. More details: https://wifexxxpics.com/ddd/link.php?gr=1&id=9e1f6a&url=https://abcname.com.ua/