lifecycle management , infiniband, Negotiation, NVLink, SRM systems, Data modeling using Python, supply chain optimization, Cost Analysis, Cost Reduction, Vendor negotiations, GPU architectures, component selection, Global procurement strategy, Logistics customs clearance, Liquid cooling systems, Procurement analytics tools, Commodity pricing models, Cost Optimization, High-speed networking, Vendor development evaluation