cloud-native-engineer

Original：🇺🇸 English

Translated

The definitive skill for building and deploying high-performance, distributed systems using Cloud Native standards (Dapr, Redis, Microservices). Use when a project requires professional-grade architecture, cross-service communication, elastic scaling, and sub-second agentic latency. Mandatory for flawless deployments on Kubernetes (Local or Cloud).

1installs

Sourcecodewithsaffy/skills

Added on2026-02-14

NPX Install

npx skill4agent add codewithsaffy/skills cloud-native-engineer

SKILL.md Content

View Translation Comparison →

Cloud Native Engineer (Master Skill)

This skill transforms Claude into an elite Cloud Native Architect capable of delivering production-ready distributed systems.

Core Capabilities

Strategic Domain Decomposition: Logic for splitting any monolith into clear microservice boundaries.
Standardized Dapr Infrastructure: Reliable, ready-to-use configurations for Pub/Sub, State, and Jobs.
Flawless K8s Orchestration: Deterministic deployment workflows that avoid DNS, Auth, and Probe failures.
Agentic Performance (Sub-Second): Engineering patterns for ultra-fast AI interactions.

Workflows and Procedures

1. Architectural Planning

Analyze service boundaries and define the shared communication backbone.

Guidance: MICROSERVICES.md (Domain splitting & Payload standards).

2. Infrastructure & Containerization

Build elite, secure, and lean images before rolling out the backbone.

Docker Best Practices: DOCKER_BEST_PRACTICES.md.
Backbone Setup: DAPR_CONFIG.md (Redis-first Pub/Sub and State yaml).

3. Fail-Proof Deployment (Mandatory Sequence)

Follow the EXACT order of operations to ensure 100% success.

Deployment Guide: DEPLOYMENT_GUIDE.md.
Manifest Standards: MANIFEST_STANDARDS.md.

4. Automated Orchestration

Use the "Low Freedom" scripts to automate repetitive tasks.

Deploy Minikube: scripts/deploy_minikube.ps1.
Verify Cluster: scripts/verify_cluster.ps1.

5. Diagnostic Excellence

Diagnose "Silent Failures" using the troubleshooting matrix.

Matrix: TROUBLESHOOTING.md.

6. AI Acceleration (SaaS Specialty)

Implement the persistent MCP pattern for sub-second chatbot responses.

Reference: LATENCY_OPTIMIZATION.md.

Elite Checklist for Agents

Network-Parity: Internal calls use K8s service names (
```
http://service:port
```
).
Probe-Resilience: Liveness probes have enough delay for sidecar startup.
Cluster-Auth:
```
JWKS_URL
```
points to the internal ingress/service.
Warm-Start: AI Tools are pre-initialized in the application lifespan.