In the contemporary digital marketing ecosystem, the fundamental requirement for companies to maintain a strong internet visibility has become increasingly vital. The rapid proliferation of smartphones and the exponential rise of online shopping habits within the Southeast Asian region have completely rewritten the conventional pathways of customer