I’m Darius Williams, and for eight years I’ve architected automation pipelines for subscription and e-commerce businesses. I begin by mapping all customer interactions—site visits, purchase triggers, email engagement—then translate those into multi-step drip sequences with conditional splits. I implement dynamic product recommendations powered by real-time data feeds and tiered loyalty messaging that adjusts based on customer status. Through rigorous testing and performance tuning, I’ve helped clients boost automated revenue by up to 40% and reduce manual campaign efforts by over 50%.
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