Halloween is one of the most commercially significant seasons in the USA and UK, with consumers eagerly purchasing costumes, decorations, candies, and themed products. For businesses, understanding seasonal demand and popular product categories is critical to optimize inventory, marketing strategies, and sales forecasts. Traditional market research methods are often slow, expensive, and limited in scope.