Containerization (Docker, PCF), GCP), Cloud platforms (AWS, Prometheus, Elk Stack, API design, Grafana, Itil, Azure ML, Kubernetes, Azure, Splunk, CI/CD automation, Automated refactoring, ML platforms, Error frameworks, Monitoring and alerting systems, Error Handling, AI Ops, DevOps practices, Ai, CI/CD pipelines, Automated incident response, AWS SageMaker, Code analysis tools, Observability tools, Feature Flags

Test Data Generation, test automation, Requirements Analysis, Test Design, Test Planning, coverage gap analysis, failure triage, Documentation, automated quality gates, CI integration, refactoring, AI agents, risk discovery

.Net Core, asp.net web api , C#, Apache Kafka, Microservices, Distributed Systems, Rest Apis, SQL Server, Solution Architecture, Event-Driven Architecture