959 lines
21 KiB
Markdown
959 lines
21 KiB
Markdown
---
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title: 'DevOps自动化策略:构建高效的持续集成与持续部署流水线'
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description: 'DevOps自动化是现代软件开发的核心。本文详细介绍如何构建完整的CI/CD流水线,实现代码从提交到生产的全自动化部署。'
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excerpt: 'DevOps自动化是现代软件开发的核心。本文详细介绍如何构建完整的CI/CD流水线...'
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category: 'tech'
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tags: ['DevOps', 'CI/CD', '自动化', 'Docker', 'Kubernetes']
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author: '合肥懂云DevOps团队'
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date: '2024-01-24'
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image: '/images/news/devops-automation-strategy.webp'
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locale: 'zh-CN'
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slug: 'devops-automation-strategy'
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featured: false
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---
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# DevOps自动化策略:构建高效的持续集成与持续部署流水线
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DevOps文化正在改变软件开发和运维的方式,通过自动化工具和流程,实现快速、可靠的软件交付。本文将深入探讨DevOps自动化的策略、工具和最佳实践。
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## DevOps自动化概述
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DevOps自动化是指通过工具和技术自动化软件开发、测试、部署和运维过程,实现持续集成(CI)和持续部署(CD)。
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### 核心价值
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- **提升交付速度**:自动化减少手工操作,加快发布周期
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- **降低错误率**:标准化流程减少人为错误
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- **提高质量**:自动化测试确保代码质量
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- **增强可靠性**:一致的部署过程提高系统稳定性
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- **优化资源利用**:自动化监控和扩缩容
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## CI/CD流水线架构
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### 持续集成(CI)
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代码提交后自动触发的构建和测试流程:
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```yaml
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# .github/workflows/ci.yml
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name: Continuous Integration
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on:
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push:
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branches: [ main, develop ]
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pull_request:
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branches: [ main ]
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jobs:
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test:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v3
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- name: Setup Node.js
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uses: actions/setup-node@v3
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with:
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node-version: '18'
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cache: 'npm'
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- name: Install dependencies
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run: npm ci
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- name: Run tests
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run: npm test
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- name: Run linting
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run: npm run lint
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- name: Build application
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run: npm run build
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- name: Upload coverage
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uses: codecov/codecov-action@v3
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```
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### 持续部署(CD)
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自动化部署到不同环境:
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```yaml
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# .github/workflows/cd.yml
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name: Continuous Deployment
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on:
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push:
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branches: [ main ]
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jobs:
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deploy:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v3
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- name: Build Docker image
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run: |
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docker build -t ${{ secrets.REGISTRY_URL }}/app:${{ github.sha }} .
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docker push ${{ secrets.REGISTRY_URL }}/app:${{ github.sha }}
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- name: Deploy to staging
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run: |
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kubectl set image deployment/app app=${{ secrets.REGISTRY_URL }}/app:${{ github.sha }}
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kubectl rollout status deployment/app
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- name: Run integration tests
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run: npm run test:integration
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- name: Deploy to production
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if: success()
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run: |
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kubectl set image deployment/app app=${{ secrets.REGISTRY_URL }}/app:${{ github.sha }} -n production
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```
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## 基础设施即代码(IaC)
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### Terraform
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使用Terraform管理云基础设施:
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```hcl
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# main.tf
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provider "aws" {
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region = var.aws_region
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}
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# VPC配置
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resource "aws_vpc" "main" {
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cidr_block = "10.0.0.0/16"
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enable_dns_hostnames = true
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enable_dns_support = true
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tags = {
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Name = "main-vpc"
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Environment = var.environment
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}
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}
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# 子网配置
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resource "aws_subnet" "public" {
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count = length(var.availability_zones)
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vpc_id = aws_vpc.main.id
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cidr_block = "10.0.${count.index + 1}.0/24"
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availability_zone = var.availability_zones[count.index]
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map_public_ip_on_launch = true
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tags = {
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Name = "public-subnet-${count.index + 1}"
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Type = "public"
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}
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}
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# EKS集群
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resource "aws_eks_cluster" "main" {
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name = var.cluster_name
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role_arn = aws_iam_role.cluster.arn
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version = var.kubernetes_version
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vpc_config {
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subnet_ids = aws_subnet.public[*].id
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}
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depends_on = [
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aws_iam_role_policy_attachment.cluster-AmazonEKSClusterPolicy,
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]
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}
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# 节点组
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resource "aws_eks_node_group" "main" {
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cluster_name = aws_eks_cluster.main.name
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node_group_name = "main-nodes"
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node_role_arn = aws_iam_role.nodes.arn
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subnet_ids = aws_subnet.public[*].id
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scaling_config {
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desired_size = var.node_desired_size
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max_size = var.node_max_size
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min_size = var.node_min_size
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}
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instance_types = [var.node_instance_type]
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depends_on = [
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aws_iam_role_policy_attachment.nodes-AmazonEKSWorkerNodePolicy,
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aws_iam_role_policy_attachment.nodes-AmazonEKS_CNI_Policy,
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aws_iam_role_policy_attachment.nodes-AmazonEC2ContainerRegistryReadOnly,
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]
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}
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```
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### Helm Charts
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使用Helm管理Kubernetes应用:
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```yaml
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# Chart.yaml
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apiVersion: v2
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name: myapp
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description: A Helm chart for my application
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type: application
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version: 0.1.0
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appVersion: "1.0.0"
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---
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# values.yaml
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replicaCount: 3
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image:
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repository: myregistry/myapp
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tag: latest
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pullPolicy: IfNotPresent
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service:
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type: ClusterIP
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port: 80
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ingress:
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enabled: true
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annotations:
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kubernetes.io/ingress.class: nginx
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cert-manager.io/cluster-issuer: letsencrypt-prod
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hosts:
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- host: myapp.example.com
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paths:
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- path: /
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pathType: Prefix
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tls:
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- secretName: myapp-tls
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hosts:
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- myapp.example.com
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resources:
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limits:
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cpu: 500m
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memory: 512Mi
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requests:
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cpu: 250m
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memory: 256Mi
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autoscaling:
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enabled: true
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minReplicas: 2
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maxReplicas: 10
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targetCPUUtilizationPercentage: 70
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---
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# templates/deployment.yaml
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apiVersion: apps/v1
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kind: Deployment
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metadata:
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name: {{ include "myapp.fullname" . }}
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labels:
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{{- include "myapp.labels" . | nindent 4 }}
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spec:
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{{- if not .Values.autoscaling.enabled }}
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replicas: {{ .Values.replicaCount }}
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{{- end }}
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selector:
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matchLabels:
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{{- include "myapp.selectorLabels" . | nindent 6 }}
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template:
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metadata:
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labels:
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{{- include "myapp.selectorLabels" . | nindent 8 }}
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spec:
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containers:
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- name: {{ .Chart.Name }}
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image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}"
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imagePullPolicy: {{ .Values.image.pullPolicy }}
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ports:
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- name: http
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containerPort: 8080
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protocol: TCP
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livenessProbe:
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httpGet:
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path: /health
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port: http
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readinessProbe:
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httpGet:
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path: /ready
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port: http
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resources:
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{{- toYaml .Values.resources | nindent 12 }}
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```
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## 容器化策略
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### Docker最佳实践
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```dockerfile
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# Dockerfile
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FROM node:18-alpine AS builder
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WORKDIR /app
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# 复制package.json和package-lock.json
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COPY package*.json ./
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# 安装依赖
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RUN npm ci --only=production
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# 复制源代码
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COPY . .
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# 构建应用
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RUN npm run build
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# 生产镜像
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FROM node:18-alpine AS production
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WORKDIR /app
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# 创建非root用户
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RUN addgroup -g 1001 -S nodejs
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RUN adduser -S nextjs -u 1001
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# 复制构建产物
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COPY --from=builder --chown=nextjs:nodejs /app/dist ./dist
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COPY --from=builder --chown=nextjs:nodejs /app/node_modules ./node_modules
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COPY --from=builder --chown=nextjs:nodejs /app/package.json ./
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# 切换到非root用户
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USER nextjs
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# 暴露端口
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EXPOSE 3000
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# 健康检查
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HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
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CMD curl -f http://localhost:3000/health || exit 1
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# 启动应用
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CMD ["node", "dist/index.js"]
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```
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### 镜像安全扫描
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```yaml
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# .github/workflows/security.yml
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name: Security Scan
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on:
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push:
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branches: [ main ]
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jobs:
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scan:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v3
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- name: Build image
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run: docker build -t myapp:latest .
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- name: Run Trivy vulnerability scanner
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uses: aquasecurity/trivy-action@master
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with:
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image-ref: 'myapp:latest'
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format: 'sarif'
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output: 'trivy-results.sarif'
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- name: Upload Trivy scan results
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uses: github/codeql-action/upload-sarif@v2
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with:
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sarif_file: 'trivy-results.sarif'
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```
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## 监控与观测
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### Prometheus + Grafana
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```yaml
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# prometheus.yml
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global:
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scrape_interval: 15s
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evaluation_interval: 15s
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rule_files:
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- "alert.rules"
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alerting:
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alertmanagers:
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- static_configs:
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- targets:
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- alertmanager:9093
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scrape_configs:
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- job_name: 'prometheus'
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static_configs:
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- targets: ['localhost:9090']
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- job_name: 'node'
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static_configs:
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- targets: ['node-exporter:9100']
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- job_name: 'application'
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kubernetes_sd_configs:
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- role: pod
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relabel_configs:
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- source_labels: [__meta_kubernetes_pod_annotation_prometheus_io_scrape]
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action: keep
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regex: true
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- source_labels: [__meta_kubernetes_pod_annotation_prometheus_io_path]
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action: replace
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target_label: __metrics_path__
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regex: (.+)
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---
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# alert.rules
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groups:
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- name: example
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rules:
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- alert: HighCPUUsage
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expr: 100 - (avg by (instance) (rate(node_cpu_seconds_total{mode="idle"}[5m])) * 100) > 80
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for: 5m
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labels:
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severity: warning
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annotations:
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summary: "High CPU usage detected"
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description: "CPU usage is above 80% for more than 5 minutes"
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- alert: HighMemoryUsage
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expr: (node_memory_MemTotal_bytes - node_memory_MemAvailable_bytes) / node_memory_MemTotal_bytes * 100 > 85
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for: 5m
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labels:
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severity: warning
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annotations:
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summary: "High memory usage detected"
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description: "Memory usage is above 85% for more than 5 minutes"
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```
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### 日志聚合
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```yaml
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# fluentd-config.yaml
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apiVersion: v1
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kind: ConfigMap
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metadata:
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name: fluentd-config
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data:
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fluent.conf: |
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<source>
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@type tail
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path /var/log/containers/*.log
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pos_file /var/log/fluentd-containers.log.pos
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tag kubernetes.*
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read_from_head true
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<parse>
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@type json
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time_format %Y-%m-%dT%H:%M:%S.%NZ
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</parse>
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</source>
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<filter kubernetes.**>
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@type kubernetes_metadata
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</filter>
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<match **>
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@type elasticsearch
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host elasticsearch
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port 9200
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logstash_format true
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logstash_prefix fluentd
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logstash_dateformat %Y%m%d
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include_tag_key true
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type_name access_log
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tag_key @log_name
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flush_interval 1s
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</match>
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```
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## 自动化测试策略
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### 测试金字塔
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```javascript
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// 单元测试
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describe('User Service', () => {
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it('should create user successfully', async () => {
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const userData = { name: 'John', email: 'john@example.com' };
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const user = await userService.createUser(userData);
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expect(user.id).toBeDefined();
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expect(user.name).toBe(userData.name);
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expect(user.email).toBe(userData.email);
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});
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});
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// 集成测试
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describe('API Integration', () => {
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it('should create and retrieve user', async () => {
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const userData = { name: 'Jane', email: 'jane@example.com' };
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// 创建用户
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const createResponse = await request(app)
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.post('/api/users')
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.send(userData)
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.expect(201);
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const userId = createResponse.body.id;
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// 获取用户
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const getResponse = await request(app)
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.get(`/api/users/${userId}`)
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.expect(200);
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expect(getResponse.body.name).toBe(userData.name);
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});
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});
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// E2E测试
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describe('E2E Tests', () => {
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it('should complete user registration flow', async () => {
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await page.goto('/register');
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await page.fill('#name', 'Test User');
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await page.fill('#email', 'test@example.com');
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await page.fill('#password', 'password123');
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await page.click('#register-button');
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await expect(page).toHaveURL('/dashboard');
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await expect(page.locator('#welcome-message')).toContainText('Welcome, Test User');
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});
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});
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```
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### 性能测试
|
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```javascript
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// k6 性能测试
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import http from 'k6/http';
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import { check, sleep } from 'k6';
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export let options = {
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stages: [
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{ duration: '2m', target: 100 }, // 2分钟内逐渐增加到100用户
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{ duration: '5m', target: 100 }, // 保持100用户5分钟
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{ duration: '2m', target: 200 }, // 2分钟内增加到200用户
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{ duration: '5m', target: 200 }, // 保持200用户5分钟
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{ duration: '2m', target: 0 }, // 2分钟内减少到0用户
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],
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thresholds: {
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http_req_duration: ['p(99)<1500'], // 99%的请求在1.5秒内完成
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http_req_failed: ['rate<0.1'], // 错误率低于10%
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},
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};
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export default function () {
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let response = http.get('https://api.example.com/users');
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check(response, {
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'status is 200': (r) => r.status === 200,
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'response time < 500ms': (r) => r.timings.duration < 500,
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});
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sleep(1);
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}
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```
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## 环境管理
|
||
|
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### 多环境配置
|
||
|
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```yaml
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# environments/dev.yaml
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apiVersion: v1
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||
kind: Namespace
|
||
metadata:
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name: dev
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||
---
|
||
apiVersion: apps/v1
|
||
kind: Deployment
|
||
metadata:
|
||
name: myapp
|
||
namespace: dev
|
||
spec:
|
||
replicas: 1
|
||
template:
|
||
spec:
|
||
containers:
|
||
- name: app
|
||
image: myapp:dev
|
||
env:
|
||
- name: NODE_ENV
|
||
value: "development"
|
||
- name: DATABASE_URL
|
||
value: "postgres://dev-db:5432/myapp"
|
||
resources:
|
||
requests:
|
||
memory: "256Mi"
|
||
cpu: "250m"
|
||
limits:
|
||
memory: "512Mi"
|
||
cpu: "500m"
|
||
|
||
---
|
||
# environments/prod.yaml
|
||
apiVersion: v1
|
||
kind: Namespace
|
||
metadata:
|
||
name: production
|
||
---
|
||
apiVersion: apps/v1
|
||
kind: Deployment
|
||
metadata:
|
||
name: myapp
|
||
namespace: production
|
||
spec:
|
||
replicas: 3
|
||
template:
|
||
spec:
|
||
containers:
|
||
- name: app
|
||
image: myapp:prod
|
||
env:
|
||
- name: NODE_ENV
|
||
value: "production"
|
||
- name: DATABASE_URL
|
||
valueFrom:
|
||
secretKeyRef:
|
||
name: db-secret
|
||
key: url
|
||
resources:
|
||
requests:
|
||
memory: "512Mi"
|
||
cpu: "500m"
|
||
limits:
|
||
memory: "1Gi"
|
||
cpu: "1000m"
|
||
```
|
||
|
||
### 配置管理
|
||
|
||
```yaml
|
||
# kustomization.yaml
|
||
apiVersion: kustomize.config.k8s.io/v1beta1
|
||
kind: Kustomization
|
||
|
||
resources:
|
||
- deployment.yaml
|
||
- service.yaml
|
||
- ingress.yaml
|
||
|
||
configMapGenerator:
|
||
- name: app-config
|
||
envs:
|
||
- config.env
|
||
|
||
secretGenerator:
|
||
- name: app-secrets
|
||
envs:
|
||
- secrets.env
|
||
|
||
images:
|
||
- name: myapp
|
||
newTag: v1.0.0
|
||
|
||
replicas:
|
||
- name: myapp
|
||
count: 3
|
||
```
|
||
|
||
## 安全自动化
|
||
|
||
### 密钥管理
|
||
|
||
```yaml
|
||
# sealed-secrets.yaml
|
||
apiVersion: bitnami.com/v1alpha1
|
||
kind: SealedSecret
|
||
metadata:
|
||
name: app-secrets
|
||
namespace: default
|
||
spec:
|
||
encryptedData:
|
||
database-password: AgBy3i4OJSWK+PiTySYZZA9rO43cGDEQAM...
|
||
api-key: AgBy3i4OJSWK+PiTySYZZA9rO43cGDEQAM...
|
||
template:
|
||
metadata:
|
||
name: app-secrets
|
||
namespace: default
|
||
type: Opaque
|
||
```
|
||
|
||
### 漏洞扫描
|
||
|
||
```yaml
|
||
# .github/workflows/security.yml
|
||
name: Security Scan
|
||
|
||
on:
|
||
schedule:
|
||
- cron: '0 2 * * *' # 每天凌晨2点运行
|
||
|
||
jobs:
|
||
vulnerability-scan:
|
||
runs-on: ubuntu-latest
|
||
|
||
steps:
|
||
- uses: actions/checkout@v3
|
||
|
||
- name: Run dependency check
|
||
run: |
|
||
npm audit --audit-level high
|
||
npm audit fix --force || true
|
||
|
||
- name: Run SAST scan
|
||
uses: github/super-linter@v4
|
||
env:
|
||
DEFAULT_BRANCH: main
|
||
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
|
||
|
||
- name: Run container scan
|
||
run: |
|
||
docker run --rm -v $(pwd):/app -w /app securecodewarrior/docker-security-scan
|
||
```
|
||
|
||
## 性能优化
|
||
|
||
### 构建优化
|
||
|
||
```yaml
|
||
# .github/workflows/build-optimization.yml
|
||
name: Build Optimization
|
||
|
||
on:
|
||
push:
|
||
branches: [ main ]
|
||
|
||
jobs:
|
||
build:
|
||
runs-on: ubuntu-latest
|
||
|
||
steps:
|
||
- uses: actions/checkout@v3
|
||
|
||
- name: Setup build cache
|
||
uses: actions/cache@v3
|
||
with:
|
||
path: |
|
||
~/.npm
|
||
node_modules
|
||
key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
|
||
|
||
- name: Build with BuildKit
|
||
run: |
|
||
DOCKER_BUILDKIT=1 docker build \
|
||
--cache-from=myregistry/myapp:cache \
|
||
--cache-to=myregistry/myapp:cache \
|
||
--target=production \
|
||
-t myapp:latest .
|
||
|
||
- name: Optimize image size
|
||
run: |
|
||
docker run --rm \
|
||
-v /var/run/docker.sock:/var/run/docker.sock \
|
||
wagoodman/dive myapp:latest
|
||
```
|
||
|
||
### 部署优化
|
||
|
||
```yaml
|
||
# deployment-strategy.yaml
|
||
apiVersion: argoproj.io/v1alpha1
|
||
kind: Rollout
|
||
metadata:
|
||
name: myapp
|
||
spec:
|
||
replicas: 5
|
||
strategy:
|
||
canary:
|
||
steps:
|
||
- setWeight: 10
|
||
- pause: {duration: 10s}
|
||
- setWeight: 20
|
||
- pause: {duration: 10s}
|
||
- setWeight: 50
|
||
- pause: {duration: 10s}
|
||
- setWeight: 100
|
||
canaryService: myapp-canary
|
||
stableService: myapp-stable
|
||
trafficRouting:
|
||
nginx:
|
||
stableIngress: myapp-stable
|
||
annotationPrefix: nginx.ingress.kubernetes.io
|
||
additionalIngressAnnotations:
|
||
canary-by-header: X-Canary
|
||
template:
|
||
spec:
|
||
containers:
|
||
- name: app
|
||
image: myapp:v1.0.0
|
||
```
|
||
|
||
## 团队协作
|
||
|
||
### GitOps工作流
|
||
|
||
```yaml
|
||
# .github/workflows/gitops.yml
|
||
name: GitOps Workflow
|
||
|
||
on:
|
||
push:
|
||
branches: [ main ]
|
||
|
||
jobs:
|
||
update-manifests:
|
||
runs-on: ubuntu-latest
|
||
|
||
steps:
|
||
- name: Checkout code
|
||
uses: actions/checkout@v3
|
||
|
||
- name: Update deployment manifests
|
||
run: |
|
||
sed -i 's|image: myapp:.*|image: myapp:${{ github.sha }}|' k8s/deployment.yaml
|
||
|
||
- name: Commit and push changes
|
||
run: |
|
||
git config --local user.email "action@github.com"
|
||
git config --local user.name "GitHub Action"
|
||
git add k8s/deployment.yaml
|
||
git commit -m "Update image to ${{ github.sha }}"
|
||
git push
|
||
```
|
||
|
||
### 代码审查自动化
|
||
|
||
```yaml
|
||
# .github/workflows/code-review.yml
|
||
name: Code Review Automation
|
||
|
||
on:
|
||
pull_request:
|
||
types: [opened, synchronize]
|
||
|
||
jobs:
|
||
code-quality:
|
||
runs-on: ubuntu-latest
|
||
|
||
steps:
|
||
- uses: actions/checkout@v3
|
||
|
||
- name: Run code quality checks
|
||
run: |
|
||
npm run lint
|
||
npm run test:coverage
|
||
npm run security:check
|
||
|
||
- name: Comment PR
|
||
uses: actions/github-script@v6
|
||
with:
|
||
script: |
|
||
const fs = require('fs');
|
||
const coverage = fs.readFileSync('coverage/lcov.info', 'utf8');
|
||
const coveragePercent = coverage.match(/LF:(\d+)/)[1];
|
||
|
||
github.rest.issues.createComment({
|
||
issue_number: context.issue.number,
|
||
owner: context.repo.owner,
|
||
repo: context.repo.repo,
|
||
body: `## Code Quality Report\n\n- Test Coverage: ${coveragePercent}%\n- Linting: Passed\n- Security Scan: Passed`
|
||
});
|
||
```
|
||
|
||
## 成本优化
|
||
|
||
### 资源管理
|
||
|
||
```yaml
|
||
# resource-optimization.yaml
|
||
apiVersion: v1
|
||
kind: LimitRange
|
||
metadata:
|
||
name: resource-limits
|
||
spec:
|
||
limits:
|
||
- default:
|
||
cpu: 500m
|
||
memory: 512Mi
|
||
defaultRequest:
|
||
cpu: 100m
|
||
memory: 128Mi
|
||
type: Container
|
||
|
||
---
|
||
apiVersion: v1
|
||
kind: ResourceQuota
|
||
metadata:
|
||
name: compute-quota
|
||
spec:
|
||
hard:
|
||
requests.cpu: "4"
|
||
requests.memory: 8Gi
|
||
limits.cpu: "8"
|
||
limits.memory: 16Gi
|
||
persistentvolumeclaims: "10"
|
||
```
|
||
|
||
### 自动扩缩容
|
||
|
||
```yaml
|
||
# vertical-pod-autoscaler.yaml
|
||
apiVersion: autoscaling.k8s.io/v1
|
||
kind: VerticalPodAutoscaler
|
||
metadata:
|
||
name: myapp-vpa
|
||
spec:
|
||
targetRef:
|
||
apiVersion: apps/v1
|
||
kind: Deployment
|
||
name: myapp
|
||
updatePolicy:
|
||
updateMode: "Auto"
|
||
resourcePolicy:
|
||
containerPolicies:
|
||
- containerName: app
|
||
minAllowed:
|
||
cpu: 100m
|
||
memory: 128Mi
|
||
maxAllowed:
|
||
cpu: 1000m
|
||
memory: 1Gi
|
||
```
|
||
|
||
## 最佳实践总结
|
||
|
||
### 文化与流程
|
||
|
||
1. **自动化优先**:任何重复性工作都应该自动化
|
||
2. **失败快速**:早期发现问题,快速反馈
|
||
3. **持续改进**:定期回顾和优化流程
|
||
4. **协作透明**:所有变更都应该可追溯
|
||
|
||
### 技术实践
|
||
|
||
1. **版本控制一切**:代码、配置、基础设施都应该版本化
|
||
2. **环境一致性**:开发、测试、生产环境保持一致
|
||
3. **监控可观测性**:全面的监控和日志记录
|
||
4. **安全左移**:在开发阶段就考虑安全问题
|
||
|
||
### 工具选择
|
||
|
||
1. **标准化工具链**:选择成熟、广泛使用的工具
|
||
2. **云原生优先**:优先选择云原生解决方案
|
||
3. **开源优先**:避免厂商锁定,选择开源工具
|
||
4. **集成友好**:选择易于集成的工具
|
||
|
||
## 总结
|
||
|
||
DevOps自动化是现代软件开发的必然趋势,通过构建完整的CI/CD流水线,可以显著提升开发效率和软件质量。成功实施DevOps自动化需要:
|
||
|
||
1. **文化转变**:建立协作、自动化的团队文化
|
||
2. **工具支持**:选择合适的自动化工具和平台
|
||
3. **流程优化**:持续优化开发和部署流程
|
||
4. **技能培养**:提升团队的DevOps技能和意识
|
||
|
||
通过系统化的DevOps自动化实践,企业可以实现更快的交付速度、更高的软件质量和更稳定的系统运行。
|
||
|
||
如需DevOps自动化解决方案咨询,欢迎联系我们的专业团队。 |