中文
Senior Product Manager · London, UK

TAO
FENG

AI-Native PM · Three-Sided Marketplaces · Ranking & Ads Judgment

Profile

Product leader who pairs strong customer judgment with deep marketplace and ranking experience.

Eight years at Meta shipping ranking, ads delivery, and measurement. I unify fragmented product layers into single platforms and balance merchant / advertiser ROI against customer experience — resetting a goal when it stops serving the customer.

I work AI-native across discovery and prototyping, and drive cross-functional execution that turns ambiguous strategy into shipped, measured products.

Marketplace Ads Ranking & Recommendation Experimentation Measurement Platform Unification Product Strategy SQL / Python Cross-Functional Execution
Impact by the Numbers
8 yrs
At Meta shipping ranking, ads delivery & measurement
~$7B
Marketplace ads growth strategy owned to 2028
0→38%
Of Meta revenue made eligible by aligning 12+ teams
$24.8B
Ad spend across 9 global measurement programs

Experience

Meta London, UK · 2018 – Present
Senior Product Manager, Core Ads Ranking & Delivery
Product-Centric Ads · Product Ranking & Delivery Optimization · 2025 – Present
  • Own strategy for ads delivery optimization across ranking, product signals, measurement, and ML model performance.
  • Define and drive a ~$7B marketplace ads growth strategy to close the Dynamic Ads spend gap by 2028.
  • Designed 4 experiment tracks (audience, product liquidity, signal isolation, bestseller effects) with hypotheses, guardrails, and sequencing.
  • Built a product health framework (audits, dashboards, alerts) to surface delivery quality issues and improve roadmap decisions.
  • Lead platform unification across multi-pixel support, conversion location selection, and cross-surface consistency — a "build once, deploy everywhere" engine replacing surface-specific builds.
Senior Product Manager, Destination Optimization
Core Ads Growth · Post-Click Optimization via ML Ranking · 2024 – 2025
  • Led Destination Optimization from beta to GA across web, app, and on-platform post-click routing.
  • Launched one of Meta Monetization's fastest-growing products, reaching 70%+ adoption/retention in 3 months (vs 50% exit criterion).
  • Scaled product eligibility from 0% to 38% of Meta revenue by aligning 12+ cross-functional teams.
  • Drove transition from heuristic logic to personalized ML ranking while balancing business metrics and user-experience guardrails.
Principal Technical Program Manager, Business Engineering
Third-Party Measurement & Monetization Technologies · 2020 – 2024
  • Owned Meta's third-party measurement partner ecosystem across 9 global programs and ~$24.8B in ad spend.
  • Maintained all programs as sole owner after team reduction (3 TPM to 1), preserving partner operations and delivery.
  • Reduced debugging cycles from days to hours; increased TechOps ownership from 10% to 75% via dashboards and runbooks.
  • Built automation that saved 2 TPM FTE and 3 SWE-years; led crisis-response workstreams protecting billions in advertiser revenue.
R&D Integration Lead, Marketing Science
Measurement Partnerships · 2018 – 2020
  • Built panel attribution solutions with GfK / Kantar in EMEA, influencing ~$1B in revenue and scaling measurement capabilities.
  • Led partnership work with Nielsen and WFA on decentralized reach-measurement standards and trial architecture.
Calastone London, UK · 2012 – 2018
Associate Director, Data Services
Data Products for Fund Management Platforms · 2012 – 2018

Built and led a 6-person data analytics function for a global fund platform, owning roadmap and client-facing analytics products for institutional asset managers across UK / EU markets.

Education

Imperial College London
MSc Management
Queen Mary, University of London
BEng Engineering with Management & Law
Beijing University of Posts & Telecommunications
BEng E-Commerce

Additional

Languages

English · Mandarin Chinese

Community

Founded Chinese@FB London (89 → 155 members in 3 months); co-led APIs@London MRG (340 → 460 members).