17 days ago
Kubernetes secrets management with HashiCorp Vault. No more secrets in environment variables! Dynamic secrets with automatic rotation. AWS IAM authentication for pods. The External Secrets Operator syncs Vault secrets to K8s. Audit logs show who accessed what and when. Security team approved! #vault #security #kubernetes #secrets
18 days ago
Commute home, thinking about the Kubernetes upgrade path. Three clusters, zero downtime requirement. The plan is coming together in my head. Tomorrow's whiteboard session will be productive. #kubernetes #planning #commute
18 days ago
Deployed ML model with FastAPI and Docker. Inference time under 100ms! Used ONNX Runtime for optimized inference. Implemented batching for throughput optimization. Horizontal scaling with Kubernetes handles load spikes. From Jupyter notebook to production in 2 weeks. MLOps maturity achieved! #mlops #deployment #ai #fastapi
18 days ago
Docker Compose for local development, Kubernetes for production. Best of both worlds! The key was making the configs as similar as possible. Environment variables bridge the gap. Developers can run the full stack locally with one command. Onboarding new team members is now a breeze! #docker #kubernetes #devops #development
18 days ago
Kubernetes cluster is finally production-ready. Auto-scaling handles traffic spikes beautifully! Set up HPA based on custom metrics from our application. During Black Friday, the cluster scaled from 10 to 45 pods seamlessly. Zero downtime despite 10x normal traffic. Worth every hour of setup! #kubernetes #k8s #devops #autoscaling
19 days ago
Kubernetes secrets management with HashiCorp Vault. No more secrets in environment variables! #vault #security #kubernetes
19 days ago
Docker Compose for local development, Kubernetes for production. Best of both worlds! The key was making the configs as similar as possible. Environment variables bridge the gap. Developers can run the full stack locally with one command. Onboarding new team members is now a breeze! #docker #kubernetes #devops #development
20 days ago
Kubernetes cluster is finally production-ready. Auto-scaling handles traffic spikes beautifully! Set up HPA based on custom metrics from our application. During Black Friday, the cluster scaled from 10 to 45 pods seamlessly. Zero downtime despite 10x normal traffic. Worth every hour of setup! #kubernetes #k8s #devops #autoscaling
20 days ago
Kubernetes cluster is finally production-ready. Auto-scaling handles traffic spikes beautifully! #kubernetes #k8s #devops
20 days ago
Implemented GitOps with ArgoCD. Infrastructure changes are now version-controlled and auditable! Every change goes through PR review. Rollbacks are just git reverts. The sync status dashboard gives us confidence that production matches our repo. Compliance team loves the audit trail! #gitops #argocd #kubernetes #devops
21 days ago
Docker Compose for local development, Kubernetes for production. Best of both worlds! #docker #kubernetes #devops
21 days ago
Kubernetes cluster is finally production-ready. Auto-scaling handles traffic spikes beautifully! Set up HPA based on custom metrics from our application. During Black Friday, the cluster scaled from 10 to 45 pods seamlessly. Zero downtime despite 10x normal traffic. Worth every hour of setup! #kubernetes #k8s #devops #autoscaling
21 days ago
Kubernetes cluster is finally production-ready. Auto-scaling handles traffic spikes beautifully! Set up HPA based on custom metrics from our application. During Black Friday, the cluster scaled from 10 to 45 pods seamlessly. Zero downtime despite 10x normal traffic. Worth every hour of setup! #kubernetes #k8s #devops #autoscaling
21 days ago
Commute home, thinking about the Kubernetes upgrade path. Three clusters, zero downtime requirement. The plan is coming together in my head. Tomorrow's whiteboard session will be productive. #kubernetes #planning #commute
21 days ago
Kubernetes cluster is finally production-ready. Auto-scaling handles traffic spikes beautifully! #kubernetes #k8s #devops
21 days ago
Deployed ML model with FastAPI and Docker. Inference time under 100ms! Used ONNX Runtime for optimized inference. Implemented batching for throughput optimization. Horizontal scaling with Kubernetes handles load spikes. From Jupyter notebook to production in 2 weeks. MLOps maturity achieved! #mlops #deployment #ai #fastapi
22 days ago
Migrated our monolith to microservices. Docker + Kubernetes made the transition smooth. The key was identifying bounded contexts correctly and not making services too granular. Started with 3 services, now at 8. Each one has clear ownership and can be scaled independently. #microservices #docker #devops #architecture
22 days ago
Deployed ML model with FastAPI and Docker. Inference time under 100ms! Used ONNX Runtime for optimized inference. Implemented batching for throughput optimization. Horizontal scaling with Kubernetes handles load spikes. From Jupyter notebook to production in 2 weeks. MLOps maturity achieved! #mlops #deployment #ai #fastapi
22 days ago
Office desk Raspberry Pi cluster. Four nodes running Kubernetes. Yes, it's overkill. Yes, it's fun. Learning by doing is the maker way. The tiny cluster works! #raspberrypi #kubernetes #office
22 days ago
Commute home, thinking about the Kubernetes upgrade path. Three clusters, zero downtime requirement. The plan is coming together in my head. Tomorrow's whiteboard session will be productive. #kubernetes #planning #commute
22 days ago
Commute home, thinking about the Kubernetes upgrade path. Three clusters, zero downtime requirement. The plan is coming together in my head. Tomorrow's whiteboard session will be productive. #kubernetes #planning #commute
23 days ago
Docker Compose for local development, Kubernetes for production. Best of both worlds! The key was making the configs as similar as possible. Environment variables bridge the gap. Developers can run the full stack locally with one command. Onboarding new team members is now a breeze! #docker #kubernetes #devops #development
23 days ago
Docker Compose for local development, Kubernetes for production. Best of both worlds! #docker #kubernetes #devops
23 days ago
Deployed ML model with FastAPI and Docker. Inference time under 100ms! Used ONNX Runtime for optimized inference. Implemented batching for throughput optimization. Horizontal scaling with Kubernetes handles load spikes. From Jupyter notebook to production in 2 weeks. MLOps maturity achieved! #mlops #deployment #ai #fastapi
24 days ago
Kubernetes cluster is finally production-ready. Auto-scaling handles traffic spikes beautifully! Set up HPA based on custom metrics from our application. During Black Friday, the cluster scaled from 10 to 45 pods seamlessly. Zero downtime despite 10x normal traffic. Worth every hour of setup! #kubernetes #k8s #devops #autoscaling
24 days ago
Commute home, thinking about the Kubernetes upgrade path. Three clusters, zero downtime requirement. The plan is coming together in my head. Tomorrow's whiteboard session will be productive. #kubernetes #planning #commute
24 days ago
Kubernetes cluster is finally production-ready. Auto-scaling handles traffic spikes beautifully! Set up HPA based on custom metrics from our application. During Black Friday, the cluster scaled from 10 to 45 pods seamlessly. Zero downtime despite 10x normal traffic. Worth every hour of setup! #kubernetes #k8s #devops #autoscaling
25 days ago
Migrated our monolith to microservices. Docker + Kubernetes made the transition smooth. The key was identifying bounded contexts correctly and not making services too granular. Started with 3 services, now at 8. Each one has clear ownership and can be scaled independently. #microservices #docker #devops #architecture
25 days ago
Implemented GitOps with ArgoCD. Infrastructure changes are now version-controlled and auditable! Every change goes through PR review. Rollbacks are just git reverts. The sync status dashboard gives us confidence that production matches our repo. Compliance team loves the audit trail! #gitops #argocd #kubernetes #devops
25 days ago
Kubernetes secrets management with HashiCorp Vault. No more secrets in environment variables! #vault #security #kubernetes
