At Microsoft, I coordinated application remediation and onboarding for enterprise customers and ISVs across Microsoft 365, Copilot, Windows on Arm, and Security. I resolved 25+ high-severity compatibility cases and product bugs, and supported remediation of risks affecting an estimated 200,000+ devices.
I coordinated Sentinel Connector solutions from technical validation through publication in the Microsoft Marketplace. For a cybersecurity ISV's Microsoft Sentinel Solution, I worked with the ISV, Sentinel architect, and publishing teams to ship on schedule ahead of a security conference; the solution was featured on Microsoft's official Sentinel blog and Microsoft Marketplace.
At Amazon, I led an 80-person EMEA Machine Learning operations team and delivered efficiency improvements, including a program that lifted KPIs by 20% and a multi-site Kaizen initiative that improved process efficiency by 30%. Earlier, I defined workforce-planning standards adopted across EMEA sites and partnered with engineering to automate workforce-management systems.

