Personalization remains a cornerstone of modern customer experience strategies, but the true value emerges when it is underpinned by robust, real-time data integration and sophisticated algorithmic models. This article explores how to implement data-driven personalization within customer journey mapping at an advanced level, providing concrete, step-by-step guidance on technical execution, troubleshooting, and strategic alignment. We