6+ years of experience in engineering, product management, competitive intelligence, market analysis, investment research, consulting, capacity planning, or related analytical role within cloud infrastructure, AI infrastructure, datacenters, or semiconductors. Conduct competitive analysis across hyperscalers, AI infrastructure providers, semiconductor companies, and emerging technology players to understand their strategies, investments, product roadmaps, and sources of competitive advantage.