At Life360, I build scalable release-validation systems for 125+ backend services, including canary testing, ArgoCD promotion pipelines, and automated verification gates. I also reduced test development time by approximately 80% through Generative AI tools that generate functional test code.
I've led EC2-to-EKS migration validation across 17+ services with zero regression incidents and built API, web, and mobile automation frameworks at Stockpile, eBay, Cisco, and HCL. I combine Java, Python, cloud infrastructure, CI/CD, and risk-based testing to improve release confidence and software delivery quality.

