MLOps
& DevOps Excellence
Cloud Architect & Platform Engineer with more than 10 years of experience building and operating scalable platforms.
Architect, migrate, and optimize AWS and Azure infrastructure that scales with your ambitions. Focused on enhancing service availability and streamlining operations in complex AI and cloud environments.
Provided Services
Hands-on platform engineering, DevOps, and SRE consulting that helps engineering teams ship faster, run more reliable systems, and build infrastructure that scales with the organization.
Platform Engineering
- Design your platform strategy and architecture
- Build golden paths and self-service standards
- Deliver platform roadmaps and governance models
- GitOps workflows for the entire Kubernetes platform
Internal Developer Portals
- Build production-ready Backstage deployments from scratch
- Service catalogs, software templates, custom plugins, technical documentation
- Integrate with your CI/CD, Kubernetes, and cloud infrastructure
- Solutions for Day-0, Day-1, and Day-2 challenges
AI Agents & Infrastructure
- Custom AI agents tailored to your workflows
- SDLC automation and operational decision-making
- Integrate agent platforms with your Kubernetes and DevOps stack
- LLM and MCP gateway integration, kagent, and agent-to-agent orchestration
DevOps & Automation
- Build CI/CD pipelines that ship faster and safer
- GitHub Actions, Helm charts, Terraform modules, custom tooling
- Comprehensive testing, security scanning, secrets management
- Reduce manual work, catch issues early, deploy with confidence
Private & Public Cloud
- Deploy production Kubernetes on AWS, GCP, or Azure
- Multi-cloud and hybrid environments with Terraform/OpenTofu
- Network security, compliance controls, disaster recovery
- Fully documented with monitoring, logging, backups, and runbooks
Site Reliability Engineering (SRE)
- Define SLIs/SLOs, build incident response, establish on-call rotations
- Deploy observability stacks with actionable dashboards and alerts
- Reduce MTTR through automation and capacity planning
- Measurable improvements in uptime and incident resolution
Hands-on experience with
Featured Certifications
These certifications reflect my commitment to keeping pace with evolving cloud platforms, Kubernetes, and infrastructure tools. Each has strengthened practical skills that support client work, from cloud architecture and Kubernetes operations to security best practices.
DevOps Modernization for Platform Engineers
Introduction to AI/ML Toolkits with Kubeflow
Understanding GitOps with Argo CD
GitOps at Scale
Introduction to Backstage - Developer Portals Made Easy
PromQL Zero to Hero Navigator
Kubernetes Monitoring Learning Path
PagerDuty Essentials
Cilium Advanced Gateway API Use Cases
AI/ML Guardian
Curation: The Gateway to Security
Data Warehousing Professional
Featured Work
Building and scaling mission-critical cloud infrastructure across diverse industries.
Telecommunications
Multi-cloud LLM/RAG platform migration across Azure, AWS, and on-premises Kubernetes with GDPR, HIPAA, and PCI DSS compliance.
E-Commerce & Logistics
Self-hosted Kubernetes migrations reducing costs by 40%.
Marine Robotics
GPU-accelerated ML training on AKS with Karpenter auto-scaling, reducing compute costs by 70% for computer vision workloads.
Research
HPC Kubernetes clusters for data science teams, federated learning with differential privacy for medical AI on edge devices.
Industrial IoT & Energy
Large-scale ETL and ML pipelines on Databricks forecasting 900K+ time series for real-time fuel optimization.
Featured Projects
Open-source tools and frameworks showcasing technical depth and practical impact.
doKa seca
framework for bootstrapping cloud-native platforms using Kubernetes in Docker (Kind)
github-k8s-operator
kubernetes operator for managing gitHub repositories (golang)
k8sResourceResizer
ArgoCD compatible tool for resizing kubernetes resource limits and requests based on historical usage patterns
helm-charts
collection of Helm charts for deploying applications on Kubernetes
Latest Insights
Technical deep-dives, tutorials, and lessons learned from building infrastructure at scale.
Bridging the Gap: Implementing GitOps Bridge Pattern with Kind
Traditional approaches to Kubernetes management often create a disconnect between two critical phases: the …
Introducing Future Perspectives: A new initiative to update our world view
As we navigate the complexities of our rapidly changing world, it’s more important than ever to engage in …
Beyond MTTR: Rethinking Recovery Metrics for Enhanced Software Performance
Let’s examine the reasons why focusing solely on Mean Time To Recovery (MTTR) might not be the most effective …
Ready to build something great?
Whether you're looking to implement MLOps, modernize your CI/CD pipelines, or architect a cloud-native platform, I'm here to help.
