The transition from traditional, search-intent digital advertising to discovery-based short-form video represents a fundamental overhaul of corporate advertising frameworks. In previous iterations of e-commerce, consumers relied on query-based search engines or static social media feeds to locate specific merchandise. Currently, recommendation algorithms process thousands of behavioral data points per second to push highly relevant, shoppable content directly to the user's fe