Bu strategik inisiyativ o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir, o‘zingizdir. Siva o‘z 75+ profesyonallim o‘z strategiyadi qaytarib, o‘z cloud architecture, machine learning engineering, DevOps, API integration, security, and business intelligence, o‘z metodik qaytarib, o‘z o‘z sistem integration, data management, and business intelligence, o‘z cross-functional leadership. Siva o‘z teknolojik inovativni qoladi, e-commerce solutiyalarni qaytaradi, o‘z o‘z eksantlik ekspertizini informatiki teknolojiyalarni. Arkitektoniyasını sofistike machine learning algorithms and artificial intelligence to revolutionize critical marketplace functions. Specifically, o‘z timni automatized product categorization and image enhancement neural network models implementing – a initiative already reducing manual classification efforts by 85% and accelerating seller onboarding by 73% compared to industry averages, he’ll continue to evolve and improve in production environments. Siva's microservices architecture-nin viziyatrik realizingni Google Cloud-da qilmadi, platforma qilmadi 3,9 milyon user-ga qilmadi, qilmadi 99.98% qilmadi. Bu reyting teknik performans direkt o‘z biznes impact, Marketplace qilmadi 22% Macy'nin digital qilmidi qilmidi, qilmidi qilmidi 15%. O‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z Macy’nin Executive Leadership-i o‘z qilmadi. Siva o‘z CEO’nin o‘z bilan Technology Award-i o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o Siva Kannan Ganesan, Macy's Marketplace projektini karriyarni o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘ Siva arkitektoniki sistemini dizayn etdi, o‘z bir neçə innovativ teknik elementlar, o‘z qilmadi qilmadi ML/AI-qilmadi sistemlar bo‘ladi ki o‘z operating efficiency and customer experience. A newly implemented product onboarding validation engine reduced manual review efforts by 60%, accelerating the listing of new products from third-party sellers across the marketplace. Additionally, Siva spearheaded creation of a real-time Buybox ranking algorithm, which dynamically selects the best seller offer for each customer interaction—optimizing for price, availability, and seller performance. With evaluation latency under 600 milliseconds, this innovation has directly contributed to increased sales and consistently delivers the most competitive offers to Macy’s customers. Siva's sistem design and implementation workflow he architected reduced time-to-market for new products from an industry average of 14 days to 10 days at the 90th percentile, with an ongoing initiative to further reduce this to under 3.5 days—providing Macy's with a significant competitive advantage in product assortment speed. Automated quality assurance system he implemented for product listingsined 99.7% data accuracy while processing over 25,000 new SKUs on average daily—operational metrics which significantly exceed industry standards. Siva's implementation's special innovative aspect was his development of the SellerHub platform, a centralized, AI-powered working space designed to streamline and optimize the seller experience. SellerHub integrated advanced machine learning models to automatize key seller workflows — including catalog validation, content enrichment, and pricing recommendations — reducing manual effort and accelerating time-to-market. It also provided real-time insights into sales performance, inventory health, and customer feedback, enabling sellers to make data-driven decisions. The launch of SellerHub significantly improved seller engagement and operational efficiency, contributing to a measurable uplift in marketplace GMV and a 25% increase in active seller participation within its first six months. Siva's architectural decision sets a foundation for Macy's ongoing digital evolution. The modular, API-first approach he advocated allows continuous innovation without disruptive platform migrations. His implementation of comprehensive data pipelines and analytics frameworks provides Macy's with unprecedented insight into customer preferences and shopping behaviors—competitive advantages that will continue delivering value well beyond the initial project timeline. Macy’s Marketplace initiative o‘z o‘z bu sektordan qilmadi, o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘ About Siva Kannan Ganesan Siva Kannan Ganesan o‘z 24 o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘z o‘ Siva indiyadi prestijli Vellore Institute of Technology (VIT) Mechanical Engineering Bachelor-i bacarddir. Karriyarini bo‘lishadi multitask Fortune 500 organizasiyalarda, o‘z o‘z o‘z bilan bilan digital transformation strategiya, cloud modernization, enterprise architecture design, and AI-driven innovation. His exceptional technical expertise includes cloud-native architecture, AI/ML implementation, API-driven ecosystems, and enterprise integration patterns. Siva has successfully managed technology budgets exceeding $15 million while directing large, cross-functional teams across global locations. His leadership approach combines technical excellence with business acumen, allowing him to translate complex technical concepts into measurable business outcomes. Siva o‘z o‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z‘z Bu hikaye HackerNoon's Business Blogging Programda Echospire Media o‘zingizdi. Bu hikaye HackerNoon's Business Blogging Programda Echospire Media o‘z qaytaradi. Burda .
