I've built production deployment platforms at BlueMarvel AI using Docker, Azure Container Registry, Azure App Services, Azure DevOps, GitHub Actions, REST APIs, and MongoDB.
I automate zero-downtime Blue-Green releases, GitOps deployments with ArgoCD, Kubernetes, and Helm, plus version-based release gates, validation, and rollback workflows.
At Creospark, I standardized CI/CD and Terraform practices, reducing deployment errors by approximately 30% and release cycles by approximately 50%. I also operated Azure landing zones, AKS, OpenShift, networking, security controls, and hybrid-cloud application environments.
Across Air Canada and eClerx Services, I've supported Azure and AWS infrastructure, enterprise networking, observability, PostgreSQL, Redis, RabbitMQ, and incident response. I also bring hands-on RAG experience in prompt design, structured retrieval, AI-assisted workflow automation, and AI output evaluation.

