Automated real-time Walmart product/pricing data sharpens demand forecasting, boosts competitiveness, and enables smarter market decisions. The challenge was to build a reliable pipeline capable of supporting large-scale, real-time extraction with precision, speed, and complete market visibility something achievable only with advanced scraping and API-driven intelligence.