My Journey
From developer to AI solutions architect
Senior Cloud Data Architect - AI/ML Thought Leader
2025DoiT International
Driving the deployment of scalable cloud data architectures and advancing generative AI cost optimization solutions for enterprise clients.
Key Achievements
- Led large-scale AI/ML cloud projects recognized in industry awards and publications
- Published influential articles and technical content on GenAI financial management
- Featured speaker for DoiT on AI adoption and FinOps best practices
Sr. Cloud Data Architect - AI/ML Specialist
2023DoiT International
Tackled complex problems of scale, system design, and cost-efficient AI architectures for Google Cloud and AWS clients.
Key Achievements
- Helped DoiT win Gartner Visionary award for Cloud Financial Management Tools
- Contributed to accelerated enterprise GenAI adoption through expert consultancy
- Helped reduce cloud costs for clients through FinOps automation and cloud optimization
Head of ML DevOps and Cloud Architecture
2022Terramera
Architected hybrid cloud solutions and managed ML DevOps teams to deliver cost-efficient, scalable, and secure data pipelines.
Key Achievements
- Implemented data pipelines with Airflow, Hive, Iceberg, Trino, LakeFS, Ceph, and OpenMetadata
- Reduced AWS bill by 30% through service profiling
- Developed Kubernetes infrastructure for IoT product go-to-market
Site Reliability Manager
2021Coconut Software
Built and led DevOps team supporting enterprise expansion and drove security, automation, and reliability initiatives.
Key Achievements
- Reduced cloud cost by 25% via resource monitoring and automation
- Implemented incident management reducing time to recovery by 80%
- Created infrastructure roadmaps for security and reliability
Sr. Cloud Technical Account Manager
2021Amazon Web Services (AWS)
Provided cloud and AI/ML architecture guidance for highly regulated enterprise clients to enhance reliability and cost optimization.
Key Achievements
- Evaluated and optimized cloud architectures for operational efficiency
- Delivered strategic AI/ML expertise to enterprise customers
Udacity Artificial Intelligence & Deep Learning Nanodegrees
2021Udacity
Completed advanced online courses in deep learning, AI, and cloud architecture.
Key Achievements
- Graduated multiple AI-focused Nanodegrees
- Developed expertise in Python, ML, and finance applications
DevOps Specialist & Business Analytics Manager
2019-2021PayPal
Developed AI-driven automation tools and managed multi-cloud CI/CD pipelines to increase system stability and contact center productivity.
Key Achievements
- Reduced contact center activity by 15% via AI automation
- Implemented DevOps AI strategy for incident detection
- Standardized monitoring tools for stability
Senior Manager, Operational Intelligence - Data Insight & Strategy
2018-2019Hyperwallet
Led Business Analyst team to deliver analytic reports and implemented ML algorithms to enhance customer experience.
Key Achievements
- Reduced operating costs by 20% using automation and service consolidation
- Built machine learning suite to analyze customer trends
Operational Intelligence Manager - Operations & Call Center
2015-2018Hyperwallet
Implemented data processes, built workforce models, and delivered cloud-based analytics to support strategic business operations.
Key Achievements
- Reduced costs through workflow improvements and automation
- Led modernization of contact center systems
Technical Support & Data Analytics Roles
2008-2014NCO Group / eBay / Rogers / TELUS
Started in technical support and progressed into business analyst and operational intelligence roles focused on data insight, infrastructure, and process innovation.
Key Achievements
- Implemented absenteeism management system
- Automated internal audit of metrics via Java
- Created executive dashboards for national operations