🦀 🦀 TuskLang Rust Deployment Strategies

Rust Documentation

🦀 TuskLang Rust Deployment Strategies

"We don't bow to any king" - Rust Edition

Master deployment strategies for TuskLang Rust applications. From Docker containers to Kubernetes clusters, from cloud platforms to edge computing - learn how to deploy your applications with zero downtime, maximum performance, and complete reliability.

🐳 Docker Deployment

Basic Dockerfile

Multi-stage build for optimized production image
FROM rust:1.70-alpine AS builder
Install build dependencies
RUN apk add --no-cache musl-dev openssl-dev
WORKDIR /app
Install TuskLang CLI
RUN cargo install tusklang-cli
Copy dependency files
COPY Cargo.toml Cargo.lock ./
Create dummy main.rs to build dependencies
RUN mkdir src && echo "fn main() {}" > src/main.rs
RUN cargo build --release
RUN rm -rf src
Copy source code
COPY src ./src
COPY config.tsk ./
Build the application
RUN cargo build --release
Runtime stage
FROM alpine:latest
Install runtime dependencies
RUN apk add --no-cache ca-certificates tzdata
WORKDIR /app
Copy binary and TSK configuration
COPY --from=builder /app/target/release/app .
COPY --from=builder /usr/local/cargo/bin/tusk /usr/local/bin/
COPY --from=builder /app/config.tsk .
Create non-root user
RUN addgroup -g 1001 -S appgroup && \
    adduser -u 1001 -S appuser -G appgroup
Set ownership
RUN chown -R appuser:appgroup /app
USER appuser
Health check
HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
    CMD tusk health-check config.tsk || exit 1
Expose port
EXPOSE 8080
Run application
CMD ["./app"]

Advanced Dockerfile with Multi-Architecture Support

Use buildx for multi-architecture builds
FROM --platform=$BUILDPLATFORM rust:1.70-alpine AS builder
Install build dependencies
RUN apk add --no-cache musl-dev openssl-dev pkgconfig
WORKDIR /app
Install TuskLang CLI
RUN cargo install tusklang-cli
Copy dependency files
COPY Cargo.toml Cargo.lock ./
Create dummy main.rs to build dependencies
RUN mkdir src && echo "fn main() {}" > src/main.rs
RUN cargo build --release
RUN rm -rf src
Copy source code
COPY src ./src
COPY config.tsk ./
Build the application
RUN cargo build --release
Runtime stage
FROM alpine:latest
Install runtime dependencies
RUN apk add --no-cache ca-certificates tzdata
WORKDIR /app
Copy binary and TSK configuration
COPY --from=builder /app/target/release/app .
COPY --from=builder /usr/local/cargo/bin/tusk /usr/local/bin/
COPY --from=builder /app/config.tsk .
Create non-root user
RUN addgroup -g 1001 -S appgroup && \
    adduser -u 1001 -S appuser -G appgroup
Set ownership
RUN chown -R appuser:appgroup /app
USER appuser
Health check
HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
    CMD tusk health-check config.tsk || exit 1
Expose port
EXPOSE 8080
Run application
CMD ["./app"]

Docker Compose Setup

version: '3.8' services: app: build: context: . dockerfile: Dockerfile ports: - "8080:8080" environment: - APP_ENV=production - DB_PASSWORD=${DB_PASSWORD} - JWT_SECRET=${JWT_SECRET} volumes: - ./config:/app/config:ro - app-logs:/app/logs depends_on: - postgres - redis networks: - app-network restart: unless-stopped deploy: resources: limits: cpus: '2' memory: 2G reservations: cpus: '0.5' memory: 512M postgres: image: postgres:15-alpine environment: - POSTGRES_DB=tuskapp - POSTGRES_USER=postgres - POSTGRES_PASSWORD=${DB_PASSWORD} volumes: - postgres-data:/var/lib/postgresql/data - ./init.sql:/docker-entrypoint-initdb.d/init.sql:ro networks: - app-network restart: unless-stopped healthcheck: test: ["CMD-SHELL", "pg_isready -U postgres"] interval: 30s timeout: 10s retries: 3 redis: image: redis:7-alpine command: redis-server --appendonly yes volumes: - redis-data:/data networks: - app-network restart: unless-stopped healthcheck: test: ["CMD", "redis-cli", "ping"] interval: 30s timeout: 10s retries: 3 nginx: image: nginx:alpine ports: - "80:80" - "443:443" volumes: - ./nginx.conf:/etc/nginx/nginx.conf:ro - ./ssl:/etc/nginx/ssl:ro depends_on: - app networks: - app-network restart: unless-stopped volumes: postgres-data: redis-data: app-logs:

networks: app-network: driver: bridge

Production Configuration (`config.tsk`)

app_name: "TuskApp"
version: "1.0.0"
environment: @env("APP_ENV", "production")
[server]
host: "0.0.0.0"
port: 8080
workers: @if($environment == "production", 4, 1)
[database]
host: @env("DB_HOST", "postgres")
port: @env("DB_PORT", 5432)
name: @env("DB_NAME", "tuskapp")
user: @env("DB_USER", "postgres")
password: @env("DB_PASSWORD")
ssl_mode: @if($environment == "production", "require", "disable")
[cache]
redis_host: @env("REDIS_HOST", "redis")
redis_port: @env("REDIS_PORT", 6379)
redis_db: @env("REDIS_DB", 0)
ttl: "5m"
[security]
jwt_secret: @env("JWT_SECRET")
bcrypt_rounds: 12
session_timeout: "24h"
[logging]
level: @if($environment == "production", "info", "debug")
format: @if($environment == "production", "json", "text")
file: @if($environment == "production", "/app/logs/app.log", "console")
[monitoring]
metrics_port: 9090
health_check_interval: "30s"
prometheus_enabled: true[deployment]
docker_image: "tuskapp:latest"
container_name: "tuskapp"
restart_policy: "unless-stopped"

☸️ Kubernetes Deployment

Basic Kubernetes Manifests

ConfigMap for TSK configuration
apiVersion: v1
kind: ConfigMap
metadata:
  name: tuskapp-config
  namespace: default
data:
  config.tsk: |
    app_name: "TuskApp"
    version: "1.0.0"
    environment: "production"
    
    [server]
    host: "0.0.0.0"
    port: 8080
    workers: 4
    
    [database]
    host: "postgres-service"
    port: 5432
    name: "tuskapp"
    user: "postgres"
    password: "${DB_PASSWORD}"
    
    [cache]
    redis_host: "redis-service"
    redis_port: 6379
    ttl: "5m"
    
    [security]
    jwt_secret: "${JWT_SECRET}"
    
    [logging]
    level: "info"
    format: "json"
    file: "/app/logs/app.log"

Secret for sensitive data
apiVersion: v1
kind: Secret
metadata:
  name: tuskapp-secrets
  namespace: default
type: Opaque
data:
  db-password: <base64-encoded-password>
  jwt-secret: <base64-encoded-jwt-secret>

Deployment
apiVersion: apps/v1
kind: Deployment
metadata:
  name: tuskapp
  namespace: default
  labels:
    app: tuskapp
spec:
  replicas: 3
  selector:
    matchLabels:
      app: tuskapp
  template:
    metadata:
      labels:
        app: tuskapp
    spec:
      containers:
      - name: app
        image: tuskapp:latest
        ports:
        - containerPort: 8080
        env:
        - name: APP_ENV
          value: "production"
        - name: DB_PASSWORD
          valueFrom:
            secretKeyRef:
              name: tuskapp-secrets
              key: db-password
        - name: JWT_SECRET
          valueFrom:
            secretKeyRef:
              name: tuskapp-secrets
              key: jwt-secret
        volumeMounts:
        - name: config
          mountPath: /app/config
        - name: logs
          mountPath: /app/logs
        resources:
          requests:
            memory: "256Mi"
            cpu: "250m"
          limits:
            memory: "512Mi"
            cpu: "500m"
        livenessProbe:
          httpGet:
            path: /health
            port: 8080
          initialDelaySeconds: 30
          periodSeconds: 10
        readinessProbe:
          httpGet:
            path: /ready
            port: 8080
          initialDelaySeconds: 5
          periodSeconds: 5
      volumes:
      - name: config
        configMap:
          name: tuskapp-config
      - name: logs
        emptyDir: {}

Service
apiVersion: v1
kind: Service
metadata:
  name: tuskapp-service
  namespace: default
spec:
  selector:
    app: tuskapp
  ports:
  - protocol: TCP
    port: 80
    targetPort: 8080
  type: ClusterIP

Ingress
apiVersion: networking.k8s.io/v1
kind: Ingress
metadata:
  name: tuskapp-ingress
  namespace: default
  annotations:
    nginx.ingress.kubernetes.io/rewrite-target: /
    cert-manager.io/cluster-issuer: "letsencrypt-prod"
spec:
  tls:
  - hosts:
    - tuskapp.example.com
    secretName: tuskapp-tls
  rules:
  - host: tuskapp.example.com
    http:
      paths:
      - path: /
        pathType: Prefix
        backend:
          service:
            name: tuskapp-service
            port:
              number: 80

Advanced Kubernetes Setup with Helm

values.yaml replicaCount: 3 image: repository: tuskapp tag: latest pullPolicy: IfNotPresent service: type: ClusterIP port: 80 ingress: enabled: true className: nginx annotations: nginx.ingress.kubernetes.io/rewrite-target: / cert-manager.io/cluster-issuer: "letsencrypt-prod" hosts: - host: tuskapp.example.com paths: - path: / pathType: Prefix tls: - secretName: tuskapp-tls hosts: - tuskapp.example.com resources: limits: cpu: 500m memory: 512Mi requests: cpu: 250m memory: 256Mi autoscaling: enabled: true minReplicas: 2 maxReplicas: 10 targetCPUUtilizationPercentage: 80 targetMemoryUtilizationPercentage: 80 config: app_name: "TuskApp" version: "1.0.0" environment: "production" server: host: "0.0.0.0" port: 8080 workers: 4 database: host: "postgres-service" port: 5432 name: "tuskapp" user: "postgres" cache: redis_host: "redis-service" redis_port: 6379 ttl: "5m" security: bcrypt_rounds: 12 session_timeout: "24h" logging: level: "info" format: "json" monitoring: metrics_port: 9090 health_check_interval: "30s" prometheus_enabled: true

secrets: db_password: "" jwt_secret: ""

templates/deployment.yaml
apiVersion: apps/v1
kind: Deployment
metadata:
  name: {{ include "tuskapp.fullname" . }}
  labels:
    {{- include "tuskapp.labels" . | nindent 4 }}
spec:
  {{- if not .Values.autoscaling.enabled }}
  replicas: {{ .Values.replicaCount }}
  {{- end }}
  selector:
    matchLabels:
      {{- include "tuskapp.selectorLabels" . | nindent 6 }}
  template:
    metadata:
      labels:
        {{- include "tuskapp.selectorLabels" . | nindent 8 }}
    spec:
      containers:
        - name: {{ .Chart.Name }}
          image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}"
          imagePullPolicy: {{ .Values.image.pullPolicy }}
          ports:
            - name: http
              containerPort: 8080
              protocol: TCP
          env:
            - name: APP_ENV
              value: {{ .Values.config.environment | quote }}
            - name: DB_PASSWORD
              valueFrom:
                secretKeyRef:
                  name: {{ include "tuskapp.fullname" . }}-secrets
                  key: db-password
            - name: JWT_SECRET
              valueFrom:
                secretKeyRef:
                  name: {{ include "tuskapp.fullname" . }}-secrets
                  key: jwt-secret
          volumeMounts:
            - name: config
              mountPath: /app/config
            - name: logs
              mountPath: /app/logs
          resources:
            {{- toYaml .Values.resources | nindent 12 }}
          livenessProbe:
            httpGet:
              path: /health
              port: http
            initialDelaySeconds: 30
            periodSeconds: 10
          readinessProbe:
            httpGet:
              path: /ready
              port: http
            initialDelaySeconds: 5
            periodSeconds: 5
      volumes:
        - name: config
          configMap:
            name: {{ include "tuskapp.fullname" . }}-config
        - name: logs
          emptyDir: {}

☁️ Cloud Platform Deployment

AWS ECS Deployment

task-definition.json
{
  "family": "tuskapp",
  "networkMode": "awsvpc",
  "requiresCompatibilities": ["FARGATE"],
  "cpu": "512",
  "memory": "1024",
  "executionRoleArn": "arn:aws:iam::123456789012:role/ecsTaskExecutionRole",
  "taskRoleArn": "arn:aws:iam::123456789012:role/ecsTaskRole",
  "containerDefinitions": [
    {
      "name": "tuskapp",
      "image": "123456789012.dkr.ecr.us-east-1.amazonaws.com/tuskapp:latest",
      "portMappings": [
        {
          "containerPort": 8080,
          "protocol": "tcp"
        }
      ],
      "environment": [
        {
          "name": "APP_ENV",
          "value": "production"
        },
        {
          "name": "DB_HOST",
          "value": "tuskapp-db.cluster-xyz.us-east-1.rds.amazonaws.com"
        }
      ],
      "secrets": [
        {
          "name": "DB_PASSWORD",
          "valueFrom": "arn:aws:secretsmanager:us-east-1:123456789012:secret:tuskapp/db-password"
        },
        {
          "name": "JWT_SECRET",
          "valueFrom": "arn:aws:secretsmanager:us-east-1:123456789012:secret:tuskapp/jwt-secret"
        }
      ],
      "logConfiguration": {
        "logDriver": "awslogs",
        "options": {
          "awslogs-group": "/ecs/tuskapp",
          "awslogs-region": "us-east-1",
          "awslogs-stream-prefix": "ecs"
        }
      },
      "healthCheck": {
        "command": ["CMD-SHELL", "tusk health-check /app/config/config.tsk || exit 1"],
        "interval": 30,
        "timeout": 5,
        "retries": 3,
        "startPeriod": 60
      }
    }
  ]
}

ecs-service.yaml
apiVersion: ecs/v1
kind: Service
metadata:
  name: tuskapp-service
spec:
  cluster: tuskapp-cluster
  taskDefinition: tuskapp
  desiredCount: 3
  launchType: FARGATE
  networkConfiguration:
    awsvpcConfiguration:
      subnets:
        - subnet-12345678
        - subnet-87654321
      securityGroups:
        - sg-12345678
      assignPublicIp: ENABLED
  loadBalancers:
    - targetGroupArn: arn:aws:elasticloadbalancing:us-east-1:123456789012:targetgroup/tuskapp-tg/1234567890123456
      containerName: tuskapp
      containerPort: 8080
  deploymentConfiguration:
    maximumPercent: 200
    minimumHealthyPercent: 100
  autoScalingPolicies:
    - policyName: cpu-scaling
      targetTrackingScalingPolicyConfiguration:
        predefinedMetricSpecification:
          predefinedMetricType: ECSServiceAverageCPUUtilization
        targetValue: 70.0
        scaleInCooldown: 300
        scaleOutCooldown: 300

Google Cloud Run Deployment

cloud-run.yaml
apiVersion: serving.knative.dev/v1
kind: Service
metadata:
  name: tuskapp
  namespace: default
spec:
  template:
    metadata:
      annotations:
        autoscaling.knative.dev/minScale: "2"
        autoscaling.knative.dev/maxScale: "10"
        autoscaling.knative.dev/target: "70"
    spec:
      containerConcurrency: 80
      timeoutSeconds: 300
      containers:
      - image: gcr.io/my-project/tuskapp:latest
        ports:
        - containerPort: 8080
        env:
        - name: APP_ENV
          value: "production"
        - name: DB_HOST
          value: "10.0.0.1"
        - name: DB_PASSWORD
          valueFrom:
            secretKeyRef:
              name: tuskapp-secrets
              key: db-password
        - name: JWT_SECRET
          valueFrom:
            secretKeyRef:
              name: tuskapp-secrets
              key: jwt-secret
        resources:
          limits:
            cpu: "1000m"
            memory: "1Gi"
          requests:
            cpu: "500m"
            memory: "512Mi"
        livenessProbe:
          httpGet:
            path: /health
            port: 8080
          initialDelaySeconds: 30
          periodSeconds: 10
        readinessProbe:
          httpGet:
            path: /ready
            port: 8080
          initialDelaySeconds: 5
          periodSeconds: 5

Azure Container Instances

azure-container-instance.yaml
apiVersion: 2019-12-01
location: eastus
properties:
  containers:
  - name: tuskapp
    properties:
      image: myregistry.azurecr.io/tuskapp:latest
      ports:
      - port: 8080
        protocol: TCP
      environmentVariables:
      - name: APP_ENV
        value: "production"
      - name: DB_HOST
        value: "tuskapp-db.database.windows.net"
      - name: DB_PASSWORD
        secureValue: "{{DB_PASSWORD}}"
      - name: JWT_SECRET
        secureValue: "{{JWT_SECRET}}"
      resources:
        requests:
          memoryInGB: 1
          cpu: 0.5
        limits:
          memoryInGB: 2
          cpu: 1
      volumeMounts:
      - name: config
        mountPath: /app/config
      - name: logs
        mountPath: /app/logs
  volumes:
  - name: config
    azureFile:
      shareName: tuskapp-config
      storageAccountName: tuskappstorage
      storageAccountKey: "{{STORAGE_ACCOUNT_KEY}}"
  - name: logs
    azureFile:
      shareName: tuskapp-logs
      storageAccountName: tuskappstorage
      storageAccountKey: "{{STORAGE_ACCOUNT_KEY}}"
  osType: Linux
  restartPolicy: Always
  ipAddress:
    type: Public
    ports:
    - protocol: TCP
      port: 8080
  tags:
    environment: production
    app: tuskapp

🔄 CI/CD Pipeline

GitHub Actions Pipeline

.github/workflows/deploy.yml
name: Deploy TuskApp
on:
  push:
    branches: [ main ]
  pull_request:
    branches: [ main ]
env:
  REGISTRY: ghcr.io
  IMAGE_NAME: ${{ github.repository }}
jobs:
  test:
    runs-on: ubuntu-latest
    steps:
    - uses: actions/checkout@v3
    
    - name: Setup Rust
      uses: actions-rs/toolchain@v1
      with:
        toolchain: stable
        override: true
    
    - name: Install TuskLang CLI
      run: cargo install tusklang-cli
    
    - name: Validate TSK configuration
      run: tusk validate config.tsk
    
    - name: Run tests
      run: cargo test --all-features
    
    - name: Run integration tests
      run: cargo test --test integration_tests
    
    - name: Run performance tests
      run: cargo test --test performance_tests
  build:
    needs: test
    runs-on: ubuntu-latest
    if: github.ref == 'refs/heads/main'
    
    steps:
    - uses: actions/checkout@v3
    
    - name: Setup Docker Buildx
      uses: docker/setup-buildx-action@v2
    
    - name: Log in to Container Registry
      uses: docker/login-action@v2
      with:
        registry: ${{ env.REGISTRY }}
        username: ${{ github.actor }}
        password: ${{ secrets.GITHUB_TOKEN }}
    
    - name: Extract metadata
      id: meta
      uses: docker/metadata-action@v4
      with:
        images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
        tags: |
          type=ref,event=branch
          type=ref,event=pr
          type=semver,pattern={{version}}
          type=semver,pattern={{major}}.{{minor}}
          type=sha
    
    - name: Build and push Docker image
      uses: docker/build-push-action@v4
      with:
        context: .
        platforms: linux/amd64,linux/arm64
        push: true
        tags: ${{ steps.meta.outputs.tags }}
        labels: ${{ steps.meta.outputs.labels }}
        cache-from: type=gha
        cache-to: type=gha,mode=max
  deploy-staging:
    needs: build
    runs-on: ubuntu-latest
    if: github.ref == 'refs/heads/main'
    environment: staging
    
    steps:
    - name: Deploy to staging
      run: |
        echo "Deploying to staging environment"
        # Add your staging deployment commands here
        kubectl set image deployment/tuskapp tuskapp=${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}:${{ github.sha }}  deploy-production:
    needs: build
    runs-on: ubuntu-latest
    if: github.ref == 'refs/heads/main'
    environment: production
    
    steps:
    - name: Deploy to production
      run: |
        echo "Deploying to production environment"
        # Add your production deployment commands here
        kubectl set image deployment/tuskapp tuskapp=${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}:${{ github.sha }}

GitLab CI/CD Pipeline

.gitlab-ci.yml stages: - test - build - deploy variables: DOCKER_DRIVER: overlay2 DOCKER_TLS_CERTDIR: "/certs" test: stage: test image: rust:1.70 before_script: - cargo install tusklang-cli script: - tusk validate config.tsk - cargo test --all-features - cargo test --test integration_tests - cargo test --test performance_tests coverage: '/All tests passed/' build: stage: build image: docker:20.10.16 services: - docker:20.10.16-dind before_script: - docker login -u $CI_REGISTRY_USER -p $CI_REGISTRY_PASSWORD $CI_REGISTRY script: - docker build -t $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA . - docker push $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA - | if [ "$CI_COMMIT_BRANCH" = "$CI_DEFAULT_BRANCH" ]; then docker tag $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA $CI_REGISTRY_IMAGE:latest docker push $CI_REGISTRY_IMAGE:latest fi only: - main deploy-staging: stage: deploy image: alpine:latest before_script: - apk add --no-cache curl - curl -LO "https://dl.k8s.io/release/$(curl -L -s https://dl.k8s.io/release/stable.txt)/bin/linux/amd64/kubectl" - chmod +x kubectl - mv kubectl /usr/local/bin/ script: - kubectl config set-cluster k8s --server="$KUBE_URL" --insecure-skip-tls-verify=true - kubectl config set-credentials admin --token="$KUBE_TOKEN" - kubectl config set-context default --cluster=k8s --user=admin - kubectl config use-context default - kubectl set image deployment/tuskapp tuskapp=$CI_REGISTRY_IMAGE:$CI_COMMIT_SHA -n staging environment: name: staging only: - main

deploy-production: stage: deploy image: alpine:latest before_script: - apk add --no-cache curl - curl -LO "https://dl.k8s.io/release/$(curl -L -s https://dl.k8s.io/release/stable.txt)/bin/linux/amd64/kubectl" - chmod +x kubectl - mv kubectl /usr/local/bin/ script: - kubectl config set-cluster k8s --server="$KUBE_URL" --insecure-skip-tls-verify=true - kubectl config set-credentials admin --token="$KUBE_TOKEN" - kubectl config set-context default --cluster=k8s --user=admin - kubectl config use-context default - kubectl set image deployment/tuskapp tuskapp=$CI_REGISTRY_IMAGE:$CI_COMMIT_SHA -n production environment: name: production when: manual only: - main

🔍 Monitoring and Observability

Prometheus Configuration

prometheus.yml global: scrape_interval: 15s evaluation_interval: 15s rule_files: - "tuskapp-rules.yml" scrape_configs: - job_name: 'tuskapp' static_configs: - targets: ['tuskapp-service:8080'] metrics_path: '/metrics' scrape_interval: 5s

- job_name: 'tuskapp-health' static_configs: - targets: ['tuskapp-service:8080'] metrics_path: '/health' scrape_interval: 30s

tuskapp-rules.yml
groups:
  - name: tuskapp
    rules:
      - alert: HighErrorRate
        expr: rate(http_requests_total{status=~"5.."}[5m]) > 0.1
        for: 2m
        labels:
          severity: warning
        annotations:
          summary: "High error rate detected"
          description: "Error rate is {{ $value }} errors per second"
      - alert: HighResponseTime
        expr: histogram_quantile(0.95, rate(http_request_duration_seconds_bucket[5m])) > 1
        for: 2m
        labels:
          severity: warning
        annotations:
          summary: "High response time detected"
          description: "95th percentile response time is {{ $value }} seconds"      - alert: DatabaseConnectionIssues
        expr: up{job="tuskapp"} == 0
        for: 1m
        labels:
          severity: critical
        annotations:
          summary: "TuskApp is down"
          description: "TuskApp has been down for more than 1 minute"

Grafana Dashboard

{
  "dashboard": {
    "id": null,
    "title": "TuskApp Dashboard",
    "tags": ["tuskapp", "rust"],
    "timezone": "browser",
    "panels": [
      {
        "id": 1,
        "title": "Request Rate",
        "type": "graph",
        "targets": [
          {
            "expr": "rate(http_requests_total[5m])",
            "legendFormat": "{{method}} {{endpoint}}"
          }
        ]
      },
      {
        "id": 2,
        "title": "Response Time",
        "type": "graph",
        "targets": [
          {
            "expr": "histogram_quantile(0.95, rate(http_request_duration_seconds_bucket[5m]))",
            "legendFormat": "95th percentile"
          }
        ]
      },
      {
        "id": 3,
        "title": "Error Rate",
        "type": "graph",
        "targets": [
          {
            "expr": "rate(http_requests_total{status=~\"5..\"}[5m])",
            "legendFormat": "5xx errors"
          }
        ]
      },
      {
        "id": 4,
        "title": "Database Connections",
        "type": "stat",
        "targets": [
          {
            "expr": "tuskapp_database_connections_active",
            "legendFormat": "Active connections"
          }
        ]
      }
    ]
  }
}

🚀 Performance Optimization

Resource Optimization

use tusklang_rust::{parse, Parser};
use std::sync::Arc;// Optimized parser with connection pooling
async fn setup_optimized_parser() -> Result<Arc<Parser>, Box<dyn std::error::Error>> {
    let mut parser = Parser::new();
    
    // Setup database with connection pooling
    let postgres = PostgreSQLAdapter::with_pool(PostgreSQLConfig {
        host: "localhost".to_string(),
        port: 5432,
        database: "tuskapp".to_string(),
        user: "postgres".to_string(),
        password: "secret".to_string(),
        ssl_mode: "disable".to_string(),
    }, PoolConfig {
        max_open_conns: 50,
        max_idle_conns: 20,
        conn_max_lifetime: Duration::from_secs(300),
        conn_max_idle_time: Duration::from_secs(60),
    }).await?;
    
    parser.set_database_adapter(postgres);
    
    // Setup caching
    let redis_cache = RedisCache::new(RedisConfig {
        host: "localhost".to_string(),
        port: 6379,
        db: 0,
    }).await?;
    
    parser.set_cache(redis_cache);
    
    Ok(Arc::new(parser))
}

Health Check Implementation

use actix_web::{get, HttpResponse, Result};
use tusklang_rust::{parse, Parser};
use std::sync::Arc;
#[get("/health")]
async fn health_check(parser: web::Data<Arc<Parser>>) -> Result<HttpResponse> {
    // Check database connectivity
    let db_healthy = match parser.query("SELECT 1").await {
        Ok(_) => true,
        Err(_) => false,
    };
    
    // Check cache connectivity
    let cache_healthy = match parser.cache_ping().await {
        Ok(_) => true,
        Err(_) => false,
    };
    
    // Check TSK configuration
    let config_healthy = match parser.get_config() {
        Ok(_) => true,
        Err(_) => false,
    };
    
    let overall_healthy = db_healthy && cache_healthy && config_healthy;
    
    let status = if overall_healthy { 200 } else { 503 };
    
    Ok(HttpResponse::build(status)
        .json(json!({
            "status": if overall_healthy { "healthy" } else { "unhealthy" },
            "timestamp": chrono::Utc::now().to_rfc3339(),
            "checks": {
                "database": db_healthy,
                "cache": cache_healthy,
                "configuration": config_healthy
            }
        })))
}#[get("/ready")]
async fn readiness_check(parser: web::Data<Arc<Parser>>) -> Result<HttpResponse> {
    // Check if application is ready to receive traffic
    let ready = match parser.query("SELECT 1").await {
        Ok(_) => true,
        Err(_) => false,
    };
    
    let status = if ready { 200 } else { 503 };
    
    Ok(HttpResponse::build(status)
        .json(json!({
            "ready": ready,
            "timestamp": chrono::Utc::now().to_rfc3339()
        })))
}

🎯 What You've Learned

1. Docker deployment - Multi-stage builds, optimization, and best practices 2. Kubernetes deployment - Manifests, Helm charts, and scaling strategies 3. Cloud platform deployment - AWS ECS, Google Cloud Run, Azure Container Instances 4. CI/CD pipelines - GitHub Actions, GitLab CI/CD, automated testing and deployment 5. Monitoring and observability - Prometheus, Grafana, health checks, and alerting 6. Performance optimization - Resource management, connection pooling, and caching 7. Security best practices - Secrets management, non-root containers, and network policies

🚀 Next Steps

1. Choose your deployment strategy - Select the platform that best fits your needs 2. Set up CI/CD - Implement automated testing and deployment pipelines 3. Configure monitoring - Set up comprehensive monitoring and alerting 4. Optimize performance - Implement resource optimization and caching strategies 5. Plan for scaling - Design your deployment for horizontal scaling and high availability

---

You now have complete deployment mastery with TuskLang Rust! From Docker containers to Kubernetes clusters, from cloud platforms to edge computing - TuskLang gives you the tools to deploy your applications with zero downtime, maximum performance, and complete reliability.

← Back to Rust Documentation View All Docs →

🦀 🦀 TuskLang Rust Deployment Strategies

🦀 TuskLang Rust Deployment Strategies

🐳 Docker Deployment

Basic Dockerfile

Multi-stage build for optimized production image

Install build dependencies

Install TuskLang CLI

Copy dependency files

Create dummy main.rs to build dependencies

Copy source code

Build the application

Runtime stage

Install runtime dependencies

Copy binary and TSK configuration

Create non-root user

Set ownership

Health check

Expose port

Run application

Advanced Dockerfile with Multi-Architecture Support

Use buildx for multi-architecture builds

Install build dependencies

Install TuskLang CLI

Copy dependency files

Create dummy main.rs to build dependencies

Copy source code

Build the application

Runtime stage

Install runtime dependencies

Copy binary and TSK configuration

Create non-root user

Set ownership

Health check

Expose port

Run application

Docker Compose Setup

Production Configuration (config.tsk)

☸️ Kubernetes Deployment

Basic Kubernetes Manifests

ConfigMap for TSK configuration

Secret for sensitive data

Deployment

Service

Ingress

Advanced Kubernetes Setup with Helm

values.yaml

templates/deployment.yaml

☁️ Cloud Platform Deployment

AWS ECS Deployment

task-definition.json

ecs-service.yaml