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⚡ AI Lessons

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Full Observability in Istio: Metrics with Prometheus/Grafana + Distributed Tracing with Jaeger
Observability is the ability to understand the internal state of a system from its external outputs....

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Traffic Management in Istio: Circuit Breaking & Rate Limiting with DestinationRule
One of Istio's most powerful features is the ability to configure circuit breaking and rate limiting...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Istio & Envoy Service Mesh Architecture: How the Control Plane and Data Plane Work Together
If you've worked with Istio, you've probably heard terms like "control plane," "data plane," "Pilot,"...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
client-go Deep Dive: Operator in Practice — Building a Canary Release Controller
In the previous article we defined the Canary CRD. Now we build the Operator: the controller that...

Dev.to · James Lee
☁️ DevOps & Cloud
3mo ago
client-go Deep Dive: CRD — Extending the Kubernetes API with Custom Resources
In the previous seven articles we've thoroughly explored the Informer framework — Reflector,...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
client-go Deep Dive: EventBroadcaster — How Kubernetes Records and Distributes Cluster Events
In the previous article we covered WorkQueue — the retry and rate-limiting backbone of controllers....

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
client-go Deep Dive: WorkQueue — The Reliable Task Queue for Kubernetes Controllers
In the previous article we saw how Indexer stores and indexes resource objects for fast local...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
client-go Deep Dive: Indexer — Fast In-Memory Resource Storage with Custom Indexing
In the previous article we saw that HandleDeltas routes every event to two destinations — one of them...

Dev.to · James Lee
☁️ DevOps & Cloud
3mo ago
client-go Deep Dive: DeltaFIFO — The Event Queue Behind Informer
In the previous article we saw how Reflector calls List/Watch and feeds events downstream. The...

Dev.to · James Lee
☁️ DevOps & Cloud
3mo ago
client-go Deep Dive: Reflector — How Kubernetes Syncs Resources from the API Server
In the previous article we saw that Informer's core mechanism is List/Watch. The component...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
client-go Deep Dive: Informer — The Core of Kubernetes Controller Development
If you've ever built a Kubernetes controller — or wondered how kube-controller-manager keeps...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Kubernetes Data Access Flow: How Network Traffic Moves Inside and Outside the Cluster
In the previous article we saw how kubelet orchestrates storage, network, and compute resources to...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Kubernetes Resource Orchestration: How kubelet Prepares Storage, Network & Compute for Every Pod
In the previous article we covered how kube-scheduler selects the optimal node for a Pod through its...

Dev.to · James Lee
☁️ DevOps & Cloud
3mo ago
Kubernetes Resource Scheduling: Filtering, Scoring & Priority Preemption
In the previous article we traced the full CRUD control flow in Kubernetes. We saw that resource...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Kubernetes Control Flow: How Resources Are Created, Deleted, Modified & Queried
In the previous article we covered Kubernetes' logical architecture — two node types, their...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Kubernetes Logical Architecture: Control Plane vs Worker Nodes & Why the Control Plane Runs kubelet Too
In the previous article we looked at Kubernetes from the bottom up — hardware, OS, container runtime,...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Kubernetes Architecture Overview: Control Plane, Worker Nodes & the Container Stack
Kubernetes is often described as a "container orchestration platform," but that description barely...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Tekton + Argo CD: Building a Complete GitOps Pipeline End-to-End
We've covered Tekton for CI and Argo CD for CD separately. Now let's bring them together. This final...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Argo CD Application Updates & Rollbacks: GitOps-Driven Version Control in Practice
In the previous article, we deployed the Guestbook application to two clusters using Argo CD. Now...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Argo CD Application Management: Deploy to Multiple Clusters with a Unified View
In the previous article, we got Argo CD installed and running. Now let's use it. This article covers...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Argo CD Installation & Configuration: From Zero to Running in 10 Minutes
In the previous article, we covered Argo CD's core concepts and three-component architecture. Now...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Argo CD Core Concepts & Architecture: The GitOps CD Engine for Kubernetes
We've covered GitOps principles, Tekton for CI, and how to build a complete build pipeline. Now it's...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Tekton in Practice: Building a Java CI/CD Pipeline from Scratch
In the previous articles, we covered Tekton's components and execution model. Now it's time to get...

Dev.to · James Lee
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Tekton Concept Model: Steps, Tasks, Pipelines and How They Actually Run
In the previous article, we introduced Tekton's 7 components and 5 resource objects. Now let's go...
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