In the contemporary digital marketing ecosystem, the critical importance for businesses to cultivate a formidable online presence has reached unprecedented levels. The rapid proliferation of smartphones and the massive surge in e-commerce adoption within the Southeast Asian region have drastically shifted the traditional consumer journey. Consumers