# Nanxi Li > Software Engineer at LinkedIn Location: Santa Clara, California, United States Profile: https://flows.cv/nanxi ## Work Experience ### Staff Software Engineer @ LinkedIn Jan 2022 – Present | 山景城, CA Staff Software Engineer — Ads Optimization (Bidding Pacing, Centralized Allocation, Deep-Funnel ML) | 2022–2025 Tech lead across ads delivery optimization product: bidding, pacing, centralized allocation for sponsored messaging, and deep funnel (Conversion API + CRM) —partnering with PM/DS/AI/Attribution/Privacy to ship GA launches and measurable revenue/ROI gains. • Dynamic Budget Optimization (DBO): led a cross-functional workgroup (5 ENG, 1 AI, 1DS) to take full stack product to GA; improved delivery reliability via pacing/pipeline hardening to reduce over/under-delivery risk. DBO is a real-time budget allocation and pacing system that optimizes spend across campaigns and time to meet advertiser objectives while minimizing over-/under-delivery under marketplace constraints (budget, schedule, supply). ### Senior Software Engineer @ Apple Jan 2021 – Jan 2022 ### Software Engineer @ Apple Jan 2017 – Jan 2021 | Sunnyvale ## Education ### Master of Information Technology Carnegie Mellon University ## Contact & Social - LinkedIn: https://linkedin.com/in/nanxi-li --- Source: https://flows.cv/nanxi JSON Resume: https://flows.cv/nanxi/resume.json Last updated: 2026-04-12