Kubernetes Deployment Planner
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Kubernetes Deployment Planner - Step 2: Configuration Generation

This document outlines the comprehensive and detailed configurations for deploying, managing, scaling, and monitoring your microservices on Kubernetes. This output serves as a foundational deliverable, providing the specific manifest definitions, Helm chart structures, service mesh policies, scaling rules, and observability configurations required for a robust production environment.


1. Kubernetes Deployment Manifests

Kubernetes deployment manifests define how your microservices are deployed, updated, and managed within the cluster. This section covers the core components for deploying your application.

1.1. Deployment Configuration (Deployment Kind)

The Deployment object manages a set of identical pods, ensuring a desired state of your application.

* metadata.name: Unique name for the deployment.

* spec.replicas: Desired number of identical pods.

* spec.selector: Labels used to select pods managed by this deployment.

* spec.template.metadata.labels: Labels applied to the pods created by this deployment (must match spec.selector).

* spec.template.spec.containers:

* name: Container name.

* image: Docker image to use (e.g., my-registry/my-service:v1.0.0).

* ports: Container ports to expose.

* env: Environment variables.

* resources: CPU/Memory requests and limits (crucial for scheduling and stability).

* livenessProbe: Defines when a container should be restarted.

* readinessProbe: Defines when a container is ready to serve traffic.

* spec.strategy: Deployment strategy (e.g., RollingUpdate for zero-downtime updates).

Example Structure (YAML):

text • 1,951 chars
#### Actionable Items:

*   **Chart Creation**: Generate a Helm chart for each microservice using `helm create <chart-name>`.
*   **Templatize Manifests**: Move your Kubernetes deployment, service, and ingress manifests into the `templates/` directory of the Helm chart and replace hardcoded values with Go template variables referencing `values.yaml`.
*   **Define `values.yaml`**: Populate `values.yaml` with sensible defaults for all configurable aspects of your microservice.
*   **Helper Templates**: Utilize `_helpers.tpl` for common labels, full image names, and other reusable logic to maintain consistency.
*   **Testing**: Use `helm lint`, `helm template`, and `helm install --dry-run --debug` to validate your charts before deployment.

---

### 3. Service Mesh Integration (e.g., Istio, Linkerd)

A service mesh provides advanced traffic management, security, and observability features for your microservices without modifying application code. We will focus on Istio as a common example.

#### 3.1. Purpose and Benefits

*   **Traffic Management**: Advanced routing (A/B testing, canary deployments), traffic shifting, retries, timeouts.
*   **Security**: Mutual TLS (mTLS) between services, authorization policies, secure naming.
*   **Observability**: Automatic collection of metrics, logs, and traces for all service-to-service communication.

#### 3.2. Key Service Mesh Components (Istio Examples)

*   **`Gateway`**: Manages inbound and outbound traffic for the mesh, typically configured at the edge of the cluster.
*   **`VirtualService`**: Defines rules for how to route requests to specific services within the mesh.
*   **`DestinationRule`**: Defines policies that apply to traffic intended for a service after routing has occurred (e.g., load balancing, connection pooling, mTLS).
*   **`PeerAuthentication`**: Configures mTLS policy for workloads.

**Example: Exposing a Microservice via Istio Gateway and VirtualService**

Sandboxed live preview

Kubernetes Deployment Planner: Comprehensive Marketing Strategy

This document outlines a comprehensive marketing strategy for the "Kubernetes Deployment Planner" workflow, focusing on target audience analysis, recommended channels, a core messaging framework, and key performance indicators (KPIs) to measure success.


1. Target Audience Analysis

Understanding our prospective users is critical. The "Kubernetes Deployment Planner" addresses specific pain points for professionals operating within cloud-native environments.

1.1 Primary Target Audience:

  • DevOps Engineers / SREs (Site Reliability Engineers):

* Pain Points: Manual configuration errors, time-consuming manifest creation, lack of standardization across teams/projects, complexity of integrating service meshes, challenges with scaling policies, ensuring consistent monitoring. They seek automation, reliability, and efficiency.

* Goals: Streamline CI/CD pipelines, reduce operational overhead, improve deployment consistency, ensure system stability and performance.

  • Cloud Architects / Platform Engineers:

* Pain Points: Designing scalable and resilient Kubernetes architectures, enforcing organizational best practices, managing multi-cluster/multi-cloud deployments, ensuring security and compliance, evaluating and integrating new tools. They need robust, flexible, and opinionated solutions.

* Goals: Build a standardized, secure, and highly available platform for microservices, reduce architectural complexity, accelerate developer onboarding.

  • Software Developers (working with Kubernetes):

* Pain Points: Steep learning curve for Kubernetes YAML, context switching between development and infrastructure concerns, slow feedback loops for deployments, managing application-specific configurations. They desire simplicity and faster iteration.

* Goals: Deploy their applications quickly and reliably without deep Kubernetes expertise, focus more on application logic.

1.2 Secondary Target Audience:

  • CTOs / Engineering Managers / IT Directors:

* Pain Points: High operational costs, slow time-to-market for new features, talent acquisition/retention challenges (due to complexity), ensuring security and compliance, lack of visibility into infrastructure health and performance. They look for strategic advantages and ROI.

* Goals: Improve team productivity, reduce infrastructure costs, accelerate product delivery, enhance system reliability and security.

1.3 Industry Focus:

  • Tech companies (SaaS, FinTech, E-commerce, Gaming)
  • Enterprises undergoing digital transformation
  • Startups scaling their infrastructure rapidly
  • Consulting firms specializing in cloud-native and DevOps

2. Channel Recommendations

To effectively reach our target audience, a multi-channel approach combining digital, community, and strategic partnerships is recommended.

2.1 Digital Marketing:

  • Content Marketing:

* Blog Posts: "How-to" guides (e.g., "Automate Helm Chart Generation with X," "Best Practices for Kubernetes Scaling Policies"), comparative analyses (e.g., "Service Mesh X vs. Y for Microservices"), troubleshooting tips.

* Whitepapers/E-books: Deep dives into advanced topics like "Achieving GitOps with Kubernetes Deployment Planner," "Securing Your Microservices with Integrated Service Meshes."

* Case Studies: Showcase successful implementations, highlighting time savings, error reduction, and increased efficiency for specific use cases.

* Webinars & Video Tutorials: Live demos, step-by-step guides, Q&A sessions, expert interviews.

  • Search Engine Optimization (SEO):

* Keyword Targeting: Focus on long-tail keywords relevant to problem-solving (e.g., "automate Kubernetes manifest generation," "Kubernetes service mesh configuration best practices," "dynamic scaling policies for microservices").

* Technical SEO: Ensure website speed, mobile-friendliness, and structured data for better search visibility.

  • Paid Search (SEM - Google Ads, Bing Ads):

* Targeted Campaigns: Bid on high-intent keywords, competitor keywords, and audience segments (e.g., "DevOps tools," "Kubernetes automation").

* Remarketing: Target users who have visited our site or interacted with our content.

  • Social Media Marketing:

* LinkedIn: Professional networking, thought leadership, company updates, sharing technical content, targeted ads based on job titles (DevOps Engineer, SRE, Cloud Architect).

* Twitter: Industry news, quick tips, engaging with influencers, participating in relevant hashtags (#Kubernetes, #DevOps, #CloudNative).

* Reddit: Engage in communities like r/kubernetes, r/devops, r/cloudnative, providing value and subtly introducing the solution.

  • Email Marketing:

* Nurture Campaigns: For leads generated through content downloads or demo requests, provide valuable follow-up content.

* Product Updates: Announce new features, integrations, and improvements.

* Newsletter: Curated content, industry insights, and exclusive tips.

2.2 Community & Events:

  • Open Source Engagement: Contribute to relevant open-source projects, participate in Kubernetes SIGs (Special Interest Groups), demonstrate expertise.
  • Conferences & Meetups:

* Sponsorship/Speaking Slots: KubeCon + CloudNativeCon, DevOpsDays, local Kubernetes/Cloud-Native meetups.

* Booth Presence: Offer live demos, swag, and direct interaction with the target audience.

  • Workshops & Training: Offer hands-on workshops demonstrating the planner's capabilities, potentially in partnership with training providers.

2.3 Strategic Partnerships:

  • Cloud Providers: Explore integrations and marketplace listings with AWS, GCP, Azure, and other cloud platforms.
  • CI/CD Vendors: Partner with providers like GitLab, Jenkins, Argo CD for seamless integration.
  • Observability Platforms: Collaborate with Datadog, Prometheus, Grafana, New Relic for integrated monitoring solutions.
  • Consulting Firms: Partner with firms specializing in cloud-native adoption and DevOps implementations.

3. Messaging Framework

Our messaging should clearly articulate the value proposition, resonate with the target audience's pain points, and inspire action.

3.1 Core Value Proposition:

"The Kubernetes Deployment Planner empowers DevOps, SREs, and Cloud Architects to simplify, standardize, and accelerate microservices deployments on Kubernetes, ensuring consistency, scalability, and operational excellence."

3.2 Key Benefits & Differentiators:

  • Automated & Error-Free Deployments: Generate production-ready Kubernetes manifests, Helm charts, and configurations automatically, drastically reducing manual errors and deployment time.

Message:* "Eliminate YAML fatigue and manual configuration errors. Deploy with confidence, every time."

  • Standardization & Best Practices: Enforce organizational standards, security policies, and architectural best practices across all deployments.

Message:* "Ensure consistency across teams and environments. Bake in best practices from day one."

  • Seamless Service Mesh Integration: Effortlessly configure and integrate popular service meshes (e.g., Istio, Linkerd) for enhanced traffic management, security, and observability.

Message:* "Unlock advanced microservices capabilities with built-in service mesh configurations."

  • Intelligent Scaling & Resilience: Implement dynamic scaling policies (HPA, VPA) and high-availability patterns for robust, performant applications.

Message:* "Build resilient, auto-scaling microservices that adapt to demand."

  • Integrated Monitoring & Observability: Automatically generate monitoring configurations for popular tools, providing immediate visibility into application health and performance.

Message:* "Gain instant insights. Deploy with integrated monitoring for proactive problem-solving."

  • Accelerated Time-to-Market: Empower developers to deploy faster and focus on innovation, reducing the operational burden.

Message:* "Go from code to production faster. Empower your teams to innovate."

3.3 Taglines / Headlines:

  • "Kubernetes Deployments, Perfected."
  • "Automate, Standardize, Scale: Your Kubernetes Deployment Blueprint."
  • "From Code to Cloud: Flawless Kubernetes Microservices, Every Time."
  • "Unlock the Full Potential of Your Kubernetes Ecosystem."

3.4 Calls to Action (CTAs):

  • "Get Started Free"
  • "Request a Personalized Demo"
  • "Explore Features & Integrations"
  • "Download the Guide: Kubernetes Deployment Best Practices"
  • "Join Our Community"

4. Key Performance Indicators (KPIs)

Measuring the effectiveness of our marketing strategy is crucial for continuous improvement.

4.1 Awareness & Reach:

  • Website Traffic: Unique visitors, page views, bounce rate (overall and by channel).
  • Social Media Engagement: Followers, likes, shares, comments, reach, impressions.
  • Brand Mentions: Number of mentions in blogs, news, forums.
  • Search Engine Rankings: Position for key target keywords.
  • Content Downloads: Number of whitepaper, e-book, or guide downloads.

4.2 Lead Generation & Acquisition:

  • Lead Volume: Number of MQLs (Marketing Qualified Leads) and SQLs (Sales Qualified Leads).
  • Conversion Rates:

* Website visitor to lead.

* Lead to demo request/free trial signup.

* Free trial signup to activated user.

  • Cost Per Lead (CPL): Marketing spend / number of leads.
  • Customer Acquisition Cost (CAC): Total sales and marketing spend / number of new customers.
  • Demo Requests: Number of scheduled product demonstrations.

4.3 Engagement & Retention:

  • Product Activation Rate: Percentage of free trial users who complete initial setup or key actions.
  • Feature Adoption Rate: How many users utilize core features (e.g., manifest generation, service mesh configuration).
  • Time Spent in Product: Average session duration for active users.
  • Webinar Attendance & Completion Rates.
  • Email Open & Click-Through Rates.
  • Customer Feedback: NPS (Net Promoter Score), CSAT (Customer Satisfaction Score).
  • Churn Rate: Percentage of customers who stop using the service over a given period.

4.4 Revenue & Business Impact:

  • Monthly Recurring Revenue (MRR) / Annual Recurring Revenue (ARR).
  • Customer Lifetime Value (CLTV).
  • Sales Cycle Length: Time from lead generation to closed-won.
  • ROI of Marketing Campaigns.

By consistently tracking these KPIs, we can refine our marketing efforts, optimize resource allocation, and ensure the "Kubernetes Deployment Planner" achieves its market potential.

yaml

1. Gateway (defines the entry point into the mesh)

apiVersion: networking.istio.io/v1beta1

kind: Gateway

metadata:

name: my-microservice-gateway

namespace: istio-system # Or your application namespace

spec:

selector:

istio: ingressgateway # Selects the Istio Ingress Gateway pod

servers:

- port:

number: 80

name: http

protocol: HTTP

hosts:

- "api.example.com"

- port:

number: 443

name: https

protocol: HTTPS

hosts:

- "api.example.com"

tls:

mode: SIMPLE

credentialName: my-microservice-tls # Kubernetes Secret for TLS


2. Virtual

gemini Output

Kubernetes Deployment Planner: Comprehensive Deployment Deliverables

This document outlines the detailed Kubernetes deployment manifests, Helm charts, service mesh configurations, scaling policies, and monitoring configurations tailored for your microservices. This output provides a structured and actionable framework for deploying, managing, and observing your applications within a Kubernetes environment.


1. Core Kubernetes Deployment Manifests

This section details the fundamental Kubernetes resources required for deploying and exposing your microservices.

1.1. Deployment (Stateless Microservices)

Manages a replicated set of pods, ensuring desired state and enabling rolling updates.


# deployment.yaml
apiVersion: apps/v1
kind: Deployment
metadata:
  name: [microservice-name]-deployment
  namespace: [my-app-namespace]
  labels:
    app: [microservice-name]
spec:
  replicas: 3 # Recommended starting replica count, adjustable via HPA
  selector:
    matchLabels:
      app: [microservice-name]
  template:
    metadata:
      labels:
        app: [microservice-name]
    spec:
      containers:
      - name: [microservice-name]
        image: [your-docker-registry]/[microservice-name]:[version] # e.g., myregistry.com/auth-service:1.0.0
        ports:
        - containerPort: 8080 # Or your application's specific port
        envFrom:
        - configMapRef:
            name: [microservice-name]-config # Reference to a ConfigMap for non-sensitive data
        - secretRef:
            name: [microservice-name]-secrets # Reference to a Secret for sensitive data
        resources:
          requests: # Minimum resources required
            cpu: "100m"
            memory: "128Mi"
          limits: # Maximum resources allowed
            cpu: "500m"
            memory: "512Mi"
        livenessProbe: # Checks if the container is running and healthy
          httpGet:
            path: /healthz # Or your application's health endpoint
            port: 8080
          initialDelaySeconds: 15
          periodSeconds: 20
        readinessProbe: # Checks if the container is ready to serve traffic
          httpGet:
            path: /ready # Or your application's readiness endpoint
            port: 8080
          initialDelaySeconds: 5
          periodSeconds: 10
      imagePullSecrets: # If your registry requires authentication
      - name: regcred # Name of the Secret containing Docker registry credentials

1.2. Service (ClusterIP)

Exposes your deployment within the cluster, providing a stable internal IP address and DNS name.


# service.yaml
apiVersion: v1
kind: Service
metadata:
  name: [microservice-name]-service
  namespace: [my-app-namespace]
  labels:
    app: [microservice-name]
spec:
  selector:
    app: [microservice-name]
  ports:
  - protocol: TCP
    port: 80 # Service port
    targetPort: 8080 # Container port
  type: ClusterIP # Internal to the cluster

1.3. Ingress

Manages external access to services in the cluster, typically HTTP/S routes. Requires an Ingress Controller (e.g., NGINX, GKE Ingress).


# ingress.yaml
apiVersion: networking.k8s.io/v1
kind: Ingress
metadata:
  name: [microservice-name]-ingress
  namespace: [my-app-namespace]
  annotations:
    # Example for NGINX Ingress Controller
    nginx.ingress.kubernetes.io/rewrite-target: /
    # Add other annotations as needed (e.g., cert-manager for TLS)
    # cert-manager.io/cluster-issuer: "letsencrypt-prod"
spec:
  ingressClassName: nginx # Specify your Ingress Controller class
  rules:
  - host: [microservice-name].yourdomain.com # e.g., api.yourdomain.com
    http:
      paths:
      - path: / # Or a specific path like /auth
        pathType: Prefix
        backend:
          service:
            name: [microservice-name]-service
            port:
              number: 80 # Service port
  tls: # Optional: for HTTPS
  - hosts:
    - [microservice-name].yourdomain.com
    secretName: [microservice-name]-tls-secret # Secret containing your TLS certificate

1.4. ConfigMap and Secret

For managing non-sensitive and sensitive configuration data, respectively.


# configmap.yaml
apiVersion: v1
kind: ConfigMap
metadata:
  name: [microservice-name]-config
  namespace: [my-app-namespace]
data:
  APP_ENV: production
  LOG_LEVEL: info
  DATABASE_HOST: postgres-service.database-namespace.svc.cluster.local # Example for internal DB

# secret.yaml (Example using stringData, for direct manifest creation. For production, use 'kubectl create secret' or external secret management)
apiVersion: v1
kind: Secret
metadata:
  name: [microservice-name]-secrets
  namespace: [my-app-namespace]
type: Opaque # Or kubernetes.io/dockerconfigjson for image pull secrets
stringData: # Use stringData for convenience, but for production, base64 encode 'data' field
  DATABASE_PASSWORD: mySecurePassword123!
  API_KEY: abcdef123456

2. Helm Charts Structure and Usage

Helm simplifies the deployment and management of Kubernetes applications by packaging them into reusable "charts."

2.1. Benefits of Helm

  • Package Management: Defines, installs, and upgrades complex Kubernetes applications.
  • Templating: Uses Go templates to parameterize Kubernetes manifests, allowing environment-specific configurations.
  • Release Management: Tracks releases, enables rollbacks, and manages dependencies.
  • Version Control: Charts are versioned, promoting consistency and reproducibility.

2.2. Typical Helm Chart Structure


[microservice-name]-chart/
├── Chart.yaml             # Metadata about the chart (name, version, description)
├── values.yaml            # Default configuration values for the chart
├── templates/             # Directory containing Kubernetes manifest templates
│   ├── _helpers.tpl       # Reusable template snippets
│   ├── deployment.yaml    # Deployment manifest template
│   ├── service.yaml       # Service manifest template
│   ├── ingress.yaml       # Ingress manifest template
│   ├─��� configmap.yaml     # ConfigMap manifest template
│   └── secret.yaml        # Secret manifest template (often managed externally)
├── charts/                # Optional: Subcharts (dependencies)
└── README.md              # Documentation for the chart

2.3. Example values.yaml


# values.yaml
replicaCount: 3

image:
  repository: [your-docker-registry]/[microservice-name]
  tag: "1.0.0"
  pullPolicy: IfNotPresent
  pullSecrets:
    - name: regcred

service:
  type: ClusterIP
  port: 80
  targetPort: 8080

ingress:
  enabled: true
  className: nginx
  host: [microservice-name].yourdomain.com
  annotations: {} # Add specific annotations here
  tls:
    enabled: true
    secretName: [microservice-name]-tls-secret

resources:
  requests:
    cpu: "100m"
    memory: "128Mi"
  limits:
    cpu: "500m"
    memory: "512Mi"

config:
  appEnv: production
  logLevel: info
  databaseHost: postgres-service.database-namespace.svc.cluster.local

secrets: # Handle secrets securely, e.g., via Kubernetes Secrets, Vault, or external-secrets operator
  databasePassword: "" # Should be populated from a secure source, not directly here
  apiKey: ""

2.4. Example templates/deployment.yaml (simplified with Helm templating)


# templates/deployment.yaml
apiVersion: apps/v1
kind: Deployment
metadata:
  name: {{ include "[microservice-name]-chart.fullname" . }}
  namespace: {{ .Release.Namespace }}
  labels:
    {{- include "[microservice-name]-chart.labels" . | nindent 4 }}
spec:
  replicas: {{ .Values.replicaCount }}
  selector:
    matchLabels:
      {{- include "[microservice-name]-chart.selectorLabels" . | nindent 6 }}
  template:
    metadata:
      labels:
        {{- include "[microservice-name]-chart.selectorLabels" . | nindent 8 }}
    spec:
      {{- if .Values.image.pullSecrets }}
      imagePullSecrets:
        {{- toYaml .Values.image.pullSecrets | nindent 8 }}
      {{- end }}
      containers:
      - name: {{ .Chart.Name }}
        image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}"
        imagePullPolicy: {{ .Values.image.pullPolicy }}
        ports:
        - containerPort: {{ .Values.service.targetPort }}
        envFrom:
        - configMapRef:
            name: {{ include "[microservice-name]-chart.fullname" . }}-config
        # - secretRef: # Reference secret if managed by Helm, but prefer external secret management
        #     name: {{ include "[microservice-name]-chart.fullname" . }}-secrets
        resources:
          {{- toYaml .Values.resources | nindent 12 }}
        livenessProbe:
          httpGet:
            path: /healthz
            port: {{ .Values.service.targetPort }}
          initialDelaySeconds: 15
          periodSeconds: 20
        readinessProbe:
          httpGet:
            path: /ready
            port: {{ .Values.service.targetPort }}
          initialDelaySeconds: 5
          periodSeconds: 10

3. Service Mesh Integration (Istio Example)

A service mesh like Istio provides advanced traffic management, security, and observability capabilities for microservices.

3.1. Key Benefits

  • Traffic Management: Advanced routing, A/B testing, canary deployments, fault injection.
  • Security: Mutual TLS (mTLS) by default, authorization policies.
  • Observability: Automatic metrics, logs, and traces for all service-to-service communication.
  • Resilience: Retries, timeouts, circuit breaking.

3.2. Istio Resources for Traffic Management

Assuming Istio is already installed and your namespace is injected with the Istio sidecar proxy.


# istio-gateway.yaml (If exposing via Istio Ingress Gateway)
apiVersion: networking.istio.io/v1beta1
kind: Gateway
metadata:
  name: [microservice-name]-gateway
  namespace: [my-app-namespace]
spec:
  selector:
    istio: ingressgateway # Selects the default Istio ingress gateway
  servers:
  - port:
      number: 80
      name: http
      protocol: HTTP
    hosts:
    - "[microservice-name].yourdomain.com"
  - port: # Optional: for HTTPS
      number: 443
      name: https
      protocol: HTTPS
    tls:
      mode: SIMPLE
      credentialName: [microservice-name]-tls-secret # K8s Secret for TLS
    hosts:
    - "[microservice-name].yourdomain.com"

# istio-virtualservice.yaml
apiVersion: networking.istio.io/v1beta1
kind: VirtualService
metadata:
  name: [microservice-name]-vs
  namespace: [my-app-namespace]
spec:
  hosts:
  - "[microservice-name].yourdomain.com" # Or your internal service name for internal routing
  gateways:
  - [microservice-name]-gateway # Link to the Gateway resource, or 'mesh' for internal services
  http:
  - match:
    - uri:
        prefix: / # Or a specific path like /auth
    route:
    - destination:
        host: [microservice-name]-service.[my-app-namespace].svc.cluster.local # Kubernetes Service FQDN
        port:
          number: 80 # Service port

# istio-destinationrule.yaml
apiVersion: networking.istio.io/v1beta1
kind: DestinationRule
metadata:
  name: [microservice-name]-dr
  namespace: [my-app-namespace]
spec:
  host: [microservice-name]-service.[my-app-namespace].svc.cluster.local
  trafficPolicy:
    loadBalancer:
      simple: ROUND_ROBIN
    connectionPool:
      tcp:
        maxConnections: 100
      http:
        http1MaxPendingRequests: 100
        http2MaxRequests: 100
        maxRequestsPerConnection: 10
    outlierDetection: # Example for automatic ejection of unhealthy instances
      consecutiveErrors: 5
      interval: 30s
      baseEjectionTime: 60s
      maxEjectionPercent: 100
  subsets: # Define subsets for canary deployments, A/B testing etc.
  - name: v1
    labels:
      version: v1
  - name: v2
    labels:
      version: v2

4. Scaling Policies (Horizontal Pod Autoscaler - HPA)

HPA automatically scales the number of pods in a deployment or StatefulSet based on observed CPU utilization or other select metrics.


# hpa.yaml
apiVersion: autoscaling/v2
kind: HorizontalPodAutoscaler
metadata:
  name: [microservice-name]-hpa
  namespace: [my-app-namespace]
spec:
  scaleTargetRef:
    apiVersion: apps/v1
    kind: Deployment
    name: [microservice-name]-deployment
  minReplicas: 3 # Minimum number of pods
  maxReplicas: 10 # Maximum number of pods
  metrics:
  - type: Resource
    resource:
      name: cpu
      target:
        type: Utilization
        averageUtilization: 70 # Target CPU utilization (70%)
  - type: Resource # Optional: Scale on memory, but less common for horizontal scaling
    resource:
      name: memory
      target:
        type: AverageValue
        averageValue: 400Mi # Target average memory usage
  # - type:
kubernetes_deployment_planner.txt
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\n
\n
\n )\n}\nexport default App\n"); zip.file(folder+"src/index.css","*{margin:0;padding:0;box-sizing:border-box}\nbody{font-family:system-ui,-apple-system,sans-serif;background:#f0f2f5;color:#1a1a2e}\n.app{min-height:100vh;display:flex;flex-direction:column}\n.app-header{flex:1;display:flex;flex-direction:column;align-items:center;justify-content:center;gap:12px;padding:40px}\nh1{font-size:2.5rem;font-weight:700}\n"); zip.file(folder+"src/App.css",""); zip.file(folder+"src/components/.gitkeep",""); zip.file(folder+"src/pages/.gitkeep",""); zip.file(folder+"src/hooks/.gitkeep",""); Object.keys(extracted).forEach(function(p){ var fp=p.startsWith("src/")?p:"src/"+p; zip.file(folder+fp,extracted[p]); }); zip.file(folder+"README.md","# "+slugTitle(pn)+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\nnpm install\nnpm run dev\n\`\`\`\n\n## Build\n\`\`\`bash\nnpm run build\n\`\`\`\n\n## Open in IDE\nOpen the project folder in VS Code or WebStorm.\n"); zip.file(folder+".gitignore","node_modules/\ndist/\n.env\n.DS_Store\n*.local\n"); } /* --- Vue (Vite + Composition API + TypeScript) --- */ function buildVue(zip,folder,app,code,panelTxt){ var pn=pkgName(app); var C=cc(pn); var extracted=extractCode(panelTxt); zip.file(folder+"package.json",'{\n "name": "'+pn+'",\n "version": "0.0.0",\n "type": "module",\n "scripts": {\n "dev": "vite",\n "build": "vue-tsc -b && vite build",\n "preview": "vite preview"\n },\n "dependencies": {\n "vue": "^3.5.13",\n "vue-router": "^4.4.5",\n "pinia": "^2.3.0",\n "axios": "^1.7.9"\n },\n "devDependencies": {\n "@vitejs/plugin-vue": "^5.2.1",\n "typescript": "~5.7.3",\n "vite": "^6.0.5",\n "vue-tsc": "^2.2.0"\n }\n}\n'); zip.file(folder+"vite.config.ts","import { defineConfig } from 'vite'\nimport vue from '@vitejs/plugin-vue'\nimport { resolve } from 'path'\n\nexport default defineConfig({\n plugins: [vue()],\n resolve: { alias: { '@': resolve(__dirname,'src') } }\n})\n"); zip.file(folder+"tsconfig.json",'{"files":[],"references":[{"path":"./tsconfig.app.json"},{"path":"./tsconfig.node.json"}]}\n'); zip.file(folder+"tsconfig.app.json",'{\n "compilerOptions":{\n "target":"ES2020","useDefineForClassFields":true,"module":"ESNext","lib":["ES2020","DOM","DOM.Iterable"],\n "skipLibCheck":true,"moduleResolution":"bundler","allowImportingTsExtensions":true,\n "isolatedModules":true,"moduleDetection":"force","noEmit":true,"jsxImportSource":"vue",\n "strict":true,"paths":{"@/*":["./src/*"]}\n },\n "include":["src/**/*.ts","src/**/*.d.ts","src/**/*.tsx","src/**/*.vue"]\n}\n'); zip.file(folder+"env.d.ts","/// \n"); zip.file(folder+"index.html","\n\n\n \n \n "+slugTitle(pn)+"\n\n\n
\n \n\n\n"); var hasMain=Object.keys(extracted).some(function(k){return k==="src/main.ts"||k==="main.ts";}); if(!hasMain) zip.file(folder+"src/main.ts","import { createApp } from 'vue'\nimport { createPinia } from 'pinia'\nimport App from './App.vue'\nimport './assets/main.css'\n\nconst app = createApp(App)\napp.use(createPinia())\napp.mount('#app')\n"); var hasApp=Object.keys(extracted).some(function(k){return k.indexOf("App.vue")>=0;}); if(!hasApp) zip.file(folder+"src/App.vue","\n\n\n\n\n"); zip.file(folder+"src/assets/main.css","*{margin:0;padding:0;box-sizing:border-box}body{font-family:system-ui,sans-serif;background:#fff;color:#213547}\n"); zip.file(folder+"src/components/.gitkeep",""); zip.file(folder+"src/views/.gitkeep",""); zip.file(folder+"src/stores/.gitkeep",""); Object.keys(extracted).forEach(function(p){ var fp=p.startsWith("src/")?p:"src/"+p; zip.file(folder+fp,extracted[p]); }); zip.file(folder+"README.md","# "+slugTitle(pn)+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\nnpm install\nnpm run dev\n\`\`\`\n\n## Build\n\`\`\`bash\nnpm run build\n\`\`\`\n\nOpen in VS Code or WebStorm.\n"); zip.file(folder+".gitignore","node_modules/\ndist/\n.env\n.DS_Store\n*.local\n"); } /* --- Angular (v19 standalone) --- */ function buildAngular(zip,folder,app,code,panelTxt){ var pn=pkgName(app); var C=cc(pn); var sel=pn.replace(/_/g,"-"); var extracted=extractCode(panelTxt); zip.file(folder+"package.json",'{\n "name": "'+pn+'",\n "version": "0.0.0",\n "scripts": {\n "ng": "ng",\n "start": "ng serve",\n "build": "ng build",\n "test": "ng test"\n },\n "dependencies": {\n "@angular/animations": "^19.0.0",\n "@angular/common": "^19.0.0",\n "@angular/compiler": "^19.0.0",\n "@angular/core": "^19.0.0",\n "@angular/forms": "^19.0.0",\n "@angular/platform-browser": "^19.0.0",\n "@angular/platform-browser-dynamic": "^19.0.0",\n "@angular/router": "^19.0.0",\n "rxjs": "~7.8.0",\n "tslib": "^2.3.0",\n "zone.js": "~0.15.0"\n },\n "devDependencies": {\n "@angular-devkit/build-angular": "^19.0.0",\n "@angular/cli": "^19.0.0",\n "@angular/compiler-cli": "^19.0.0",\n "typescript": "~5.6.0"\n }\n}\n'); zip.file(folder+"angular.json",'{\n "$schema": "./node_modules/@angular/cli/lib/config/schema.json",\n "version": 1,\n "newProjectRoot": "projects",\n "projects": {\n "'+pn+'": {\n "projectType": "application",\n "root": "",\n "sourceRoot": "src",\n "prefix": "app",\n "architect": {\n "build": {\n "builder": "@angular-devkit/build-angular:application",\n "options": {\n "outputPath": "dist/'+pn+'",\n "index": "src/index.html",\n "browser": "src/main.ts",\n "tsConfig": "tsconfig.app.json",\n "styles": ["src/styles.css"],\n "scripts": []\n }\n },\n "serve": {"builder":"@angular-devkit/build-angular:dev-server","configurations":{"production":{"buildTarget":"'+pn+':build:production"},"development":{"buildTarget":"'+pn+':build:development"}},"defaultConfiguration":"development"}\n }\n }\n }\n}\n'); zip.file(folder+"tsconfig.json",'{\n "compileOnSave": false,\n "compilerOptions": {"baseUrl":"./","outDir":"./dist/out-tsc","forceConsistentCasingInFileNames":true,"strict":true,"noImplicitOverride":true,"noPropertyAccessFromIndexSignature":true,"noImplicitReturns":true,"noFallthroughCasesInSwitch":true,"paths":{"@/*":["src/*"]},"skipLibCheck":true,"esModuleInterop":true,"sourceMap":true,"declaration":false,"experimentalDecorators":true,"moduleResolution":"bundler","importHelpers":true,"target":"ES2022","module":"ES2022","useDefineForClassFields":false,"lib":["ES2022","dom"]},\n "references":[{"path":"./tsconfig.app.json"}]\n}\n'); zip.file(folder+"tsconfig.app.json",'{\n "extends":"./tsconfig.json",\n "compilerOptions":{"outDir":"./dist/out-tsc","types":[]},\n "files":["src/main.ts"],\n "include":["src/**/*.d.ts"]\n}\n'); zip.file(folder+"src/index.html","\n\n\n \n "+slugTitle(pn)+"\n \n \n \n\n\n \n\n\n"); zip.file(folder+"src/main.ts","import { bootstrapApplication } from '@angular/platform-browser';\nimport { appConfig } from './app/app.config';\nimport { AppComponent } from './app/app.component';\n\nbootstrapApplication(AppComponent, appConfig)\n .catch(err => console.error(err));\n"); zip.file(folder+"src/styles.css","* { margin: 0; padding: 0; box-sizing: border-box; }\nbody { font-family: system-ui, -apple-system, sans-serif; background: #f9fafb; color: #111827; }\n"); var hasComp=Object.keys(extracted).some(function(k){return k.indexOf("app.component")>=0;}); if(!hasComp){ zip.file(folder+"src/app/app.component.ts","import { Component } from '@angular/core';\nimport { RouterOutlet } from '@angular/router';\n\n@Component({\n selector: 'app-root',\n standalone: true,\n imports: [RouterOutlet],\n templateUrl: './app.component.html',\n styleUrl: './app.component.css'\n})\nexport class AppComponent {\n title = '"+pn+"';\n}\n"); zip.file(folder+"src/app/app.component.html","
\n
\n

"+slugTitle(pn)+"

\n

Built with PantheraHive BOS

\n
\n \n
\n"); zip.file(folder+"src/app/app.component.css",".app-header{display:flex;flex-direction:column;align-items:center;justify-content:center;min-height:60vh;gap:16px}h1{font-size:2.5rem;font-weight:700;color:#6366f1}\n"); } zip.file(folder+"src/app/app.config.ts","import { ApplicationConfig, provideZoneChangeDetection } from '@angular/core';\nimport { provideRouter } from '@angular/router';\nimport { routes } from './app.routes';\n\nexport const appConfig: ApplicationConfig = {\n providers: [\n provideZoneChangeDetection({ eventCoalescing: true }),\n provideRouter(routes)\n ]\n};\n"); zip.file(folder+"src/app/app.routes.ts","import { Routes } from '@angular/router';\n\nexport const routes: Routes = [];\n"); Object.keys(extracted).forEach(function(p){ var fp=p.startsWith("src/")?p:"src/"+p; zip.file(folder+fp,extracted[p]); }); zip.file(folder+"README.md","# "+slugTitle(pn)+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\nnpm install\nng serve\n# or: npm start\n\`\`\`\n\n## Build\n\`\`\`bash\nng build\n\`\`\`\n\nOpen in VS Code with Angular Language Service extension.\n"); zip.file(folder+".gitignore","node_modules/\ndist/\n.env\n.DS_Store\n*.local\n.angular/\n"); } /* --- Python --- */ function buildPython(zip,folder,app,code){ var title=slugTitle(app); var pn=pkgName(app); var src=code.replace(/^\`\`\`[\w]*\n?/m,"").replace(/\n?\`\`\`$/m,"").trim(); var reqMap={"numpy":"numpy","pandas":"pandas","sklearn":"scikit-learn","tensorflow":"tensorflow","torch":"torch","flask":"flask","fastapi":"fastapi","uvicorn":"uvicorn","requests":"requests","sqlalchemy":"sqlalchemy","pydantic":"pydantic","dotenv":"python-dotenv","PIL":"Pillow","cv2":"opencv-python","matplotlib":"matplotlib","seaborn":"seaborn","scipy":"scipy"}; var reqs=[]; Object.keys(reqMap).forEach(function(k){if(src.indexOf("import "+k)>=0||src.indexOf("from "+k)>=0)reqs.push(reqMap[k]);}); var reqsTxt=reqs.length?reqs.join("\n"):"# add dependencies here\n"; zip.file(folder+"main.py",src||"# "+title+"\n# Generated by PantheraHive BOS\n\nprint(title+\" loaded\")\n"); zip.file(folder+"requirements.txt",reqsTxt); zip.file(folder+".env.example","# Environment variables\n"); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\npython3 -m venv .venv\nsource .venv/bin/activate\npip install -r requirements.txt\n\`\`\`\n\n## Run\n\`\`\`bash\npython main.py\n\`\`\`\n"); zip.file(folder+".gitignore",".venv/\n__pycache__/\n*.pyc\n.env\n.DS_Store\n"); } /* --- Node.js --- */ function buildNode(zip,folder,app,code){ var title=slugTitle(app); var pn=pkgName(app); var src=code.replace(/^\`\`\`[\w]*\n?/m,"").replace(/\n?\`\`\`$/m,"").trim(); var depMap={"mongoose":"^8.0.0","dotenv":"^16.4.5","axios":"^1.7.9","cors":"^2.8.5","bcryptjs":"^2.4.3","jsonwebtoken":"^9.0.2","socket.io":"^4.7.4","uuid":"^9.0.1","zod":"^3.22.4","express":"^4.18.2"}; var deps={}; Object.keys(depMap).forEach(function(k){if(src.indexOf(k)>=0)deps[k]=depMap[k];}); if(!deps["express"])deps["express"]="^4.18.2"; var pkgJson=JSON.stringify({"name":pn,"version":"1.0.0","main":"src/index.js","scripts":{"start":"node src/index.js","dev":"nodemon src/index.js"},"dependencies":deps,"devDependencies":{"nodemon":"^3.0.3"}},null,2)+"\n"; zip.file(folder+"package.json",pkgJson); var fallback="const express=require(\"express\");\nconst app=express();\napp.use(express.json());\n\napp.get(\"/\",(req,res)=>{\n res.json({message:\""+title+" API\"});\n});\n\nconst PORT=process.env.PORT||3000;\napp.listen(PORT,()=>console.log(\"Server on port \"+PORT));\n"; zip.file(folder+"src/index.js",src||fallback); zip.file(folder+".env.example","PORT=3000\n"); zip.file(folder+".gitignore","node_modules/\n.env\n.DS_Store\n"); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\n## Setup\n\`\`\`bash\nnpm install\n\`\`\`\n\n## Run\n\`\`\`bash\nnpm run dev\n\`\`\`\n"); } /* --- Vanilla HTML --- */ function buildVanillaHtml(zip,folder,app,code){ var title=slugTitle(app); var isFullDoc=code.trim().toLowerCase().indexOf("=0||code.trim().toLowerCase().indexOf("=0; var indexHtml=isFullDoc?code:"\n\n\n\n\n"+title+"\n\n\n\n"+code+"\n\n\n\n"; zip.file(folder+"index.html",indexHtml); zip.file(folder+"style.css","/* "+title+" — styles */\n*{margin:0;padding:0;box-sizing:border-box}\nbody{font-family:system-ui,-apple-system,sans-serif;background:#fff;color:#1a1a2e}\n"); zip.file(folder+"script.js","/* "+title+" — scripts */\n"); zip.file(folder+"assets/.gitkeep",""); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\n## Open\nDouble-click \`index.html\` in your browser.\n\nOr serve locally:\n\`\`\`bash\nnpx serve .\n# or\npython3 -m http.server 3000\n\`\`\`\n"); zip.file(folder+".gitignore",".DS_Store\nnode_modules/\n.env\n"); } /* ===== MAIN ===== */ var sc=document.createElement("script"); sc.src="https://cdnjs.cloudflare.com/ajax/libs/jszip/3.10.1/jszip.min.js"; sc.onerror=function(){ if(lbl)lbl.textContent="Download ZIP"; alert("JSZip load failed — check connection."); }; sc.onload=function(){ var zip=new JSZip(); var base=(_phFname||"output").replace(/\.[^.]+$/,""); var app=base.toLowerCase().replace(/[^a-z0-9]+/g,"_").replace(/^_+|_+$/g,"")||"my_app"; var folder=app+"/"; var vc=document.getElementById("panel-content"); var panelTxt=vc?(vc.innerText||vc.textContent||""):""; var lang=detectLang(_phCode,panelTxt); if(_phIsHtml){ buildVanillaHtml(zip,folder,app,_phCode); } else if(lang==="flutter"){ buildFlutter(zip,folder,app,_phCode,panelTxt); } else if(lang==="react-native"){ buildReactNative(zip,folder,app,_phCode,panelTxt); } else if(lang==="swift"){ buildSwift(zip,folder,app,_phCode,panelTxt); } else if(lang==="kotlin"){ buildKotlin(zip,folder,app,_phCode,panelTxt); } else if(lang==="react"){ buildReact(zip,folder,app,_phCode,panelTxt); } else if(lang==="vue"){ buildVue(zip,folder,app,_phCode,panelTxt); } else if(lang==="angular"){ buildAngular(zip,folder,app,_phCode,panelTxt); } else if(lang==="python"){ buildPython(zip,folder,app,_phCode); } else if(lang==="node"){ buildNode(zip,folder,app,_phCode); } else { /* Document/content workflow */ var title=app.replace(/_/g," "); var md=_phAll||_phCode||panelTxt||"No content"; zip.file(folder+app+".md",md); var h=""+title+""; h+="

"+title+"

"; var hc=md.replace(/&/g,"&").replace(//g,">"); hc=hc.replace(/^### (.+)$/gm,"

$1

"); hc=hc.replace(/^## (.+)$/gm,"

$1

"); hc=hc.replace(/^# (.+)$/gm,"

$1

"); hc=hc.replace(/\*\*(.+?)\*\*/g,"$1"); hc=hc.replace(/\n{2,}/g,"

"); h+="

"+hc+"

Generated by PantheraHive BOS
"; zip.file(folder+app+".html",h); zip.file(folder+"README.md","# "+title+"\n\nGenerated by PantheraHive BOS.\n\nFiles:\n- "+app+".md (Markdown)\n- "+app+".html (styled HTML)\n"); } zip.generateAsync({type:"blob"}).then(function(blob){ var a=document.createElement("a"); a.href=URL.createObjectURL(blob); a.download=app+".zip"; a.click(); URL.revokeObjectURL(a.href); if(lbl)lbl.textContent="Download ZIP"; }); }; document.head.appendChild(sc); } function phShare(){navigator.clipboard.writeText(window.location.href).then(function(){var el=document.getElementById("ph-share-lbl");if(el){el.textContent="Link copied!";setTimeout(function(){el.textContent="Copy share link";},2500);}});}function phEmbed(){var runId=window.location.pathname.split("/").pop().replace(".html","");var embedUrl="https://pantherahive.com/embed/"+runId;var code='';navigator.clipboard.writeText(code).then(function(){var el=document.getElementById("ph-embed-lbl");if(el){el.textContent="Embed code copied!";setTimeout(function(){el.textContent="Get Embed Code";},2500);}});}