Digital marketing has transformed the landscape of brand promotion and audience engagement, particularly in the realm of social media. Within this transformation, Twitter has emerged as a pivotal platform for digital marketing strategies. Its dynamic environment, characterized by real-time communication and a diverse user base, offers brands and in