
Kamal gives you dead-simple deploys over SSH. Flux CD gives you self-healing GitOps on Kubernetes. Both are great tools — but only one of them notices when your container crashes at 3 AM. Here's when to use which.
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Push-based deployment with Terraform and Helm reprocesses your entire infrastructure to update one container tag. Locked state buckets, stuck Helm releases, and developer bottlenecks are the real cost. GitOps with Flux CD separates what changes often from what changes rarely.
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How we debugged intermittent 'Session not found' errors in a Spring AI MCP server on GKE — and why switching to stateless transport is the right answer for Kubernetes deployments.
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How we migrated from the traditional Flux bootstrap approach to the Flux Operator on GKE Autopilot, managed entirely with Terraform — and why a single FluxInstance CRD replaces 660KB of generated YAML.
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Vendor-locked APM agents create costly dependencies. Learn why OpenTelemetry is the better path — and how to auto-instrument your Kubernetes workloads with the OTel Operator's Instrumentation CRD.
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