The rapid pace of trend evolution in online retail has made real-time data essential for competitive fashion brands. To maintain relevance and optimize inventory, companies must react swiftly to new arrivals, flash sales, and shifting customer preferences. Fast fashion intelligence scraping (SHEIN, Myntra, Shopee) has emerged as a key tactic to uncover emerging patterns, analyze market positioning, and enhance merchandising strategies.