Personalization Beyond Recommendations
Modern personalization combines behavioral signals, product metadata, and inventory constraints.
Key Signals
- Session depth
- Recency-frequency-monetary patterns
- Category affinity
Dynamic Decision Engine
Use real-time scoring with business rules for margin and stock protection.
Personalization fails when it ignores operational reality like stockouts and shipping latency.