I manage a $1.2B payroll platform at Amazon across 6 APAC markets. At home I run a 49-container homelab and experiment with perfume. I like things that work.
by day
› $1.2B payroll platform across 6 APAC markets
› ISO 20022 payments, API/SFTP integrations
› Fraud detection on 1.5M transactions
by night
› 49-container homelab on bare metal
› Self-hosted Matrix, AI inference, media stack
› Molecular perfumery experiments
Started in Amazon's customer service trenches, where I learned that the fastest way to fix a broken process is to automate it. Built Python and SQL tooling that saved 40 hours a week. Turned quality metrics into QuickSight dashboards. Learned early: data beats opinion every time.
Scaled from individual contributor to cross-functional leader. Revamped India's background check process—cutting turnaround from 4 months to 1. Grew a team from 10 to 45. Led policy, compliance, and vendor strategy that impacted 120K annual hires. The lesson: you can't engineer your way out of a problem you don't understand.
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