Abstract This research investigates how changes in public discourse on social media (particularly Twitter. now X) influence financial performance of companies listed on the e-commerce XTCRT index of Borsa Istanbul amid the COVID-19 pandemic. Utilising a unique 4-layer network structure. the study integrates daily closing prices. https://www.sanrioles.shop/product-category/gift-bag-sets/