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AUTOMATED_OPTIMIZATION.md
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AUTOMATED_OPTIMIZATION.md
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# Automated Optimization Workflows
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**Date**: 2025-01-27
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**Purpose**: Guide for setting up automated optimization workflows
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**Status**: Complete
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---
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## Overview
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This guide provides strategies for automating optimization tasks including dependency updates, resource optimization, and performance tuning.
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---
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## Automation Areas
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### 1. Dependency Updates
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#### Dependabot Configuration
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```yaml
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version: 2
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updates:
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- package-ecosystem: "npm"
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directory: "/"
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schedule:
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interval: "weekly"
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open-pull-requests-limit: 10
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reviewers:
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- "team-name"
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labels:
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- "dependencies"
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- "automated"
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```
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#### Automated Updates
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**Strategy**:
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- Auto-merge patch updates (after tests pass)
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- Manual review for minor/major updates
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- Security updates prioritized
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### 2. Resource Optimization
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#### Auto-Scaling
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```yaml
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apiVersion: autoscaling/v2
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kind: HorizontalPodAutoscaler
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metadata:
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name: app-hpa
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spec:
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scaleTargetRef:
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apiVersion: apps/v1
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kind: Deployment
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name: app
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minReplicas: 2
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maxReplicas: 10
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metrics:
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- type: Resource
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resource:
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name: cpu
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target:
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type: Utilization
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averageUtilization: 70
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```
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#### Resource Right-Sizing
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**Automation**:
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- Monitor resource usage
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- Recommend right-sizing
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- Auto-adjust based on metrics
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### 3. Performance Optimization
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#### Automated Profiling
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```bash
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# Weekly performance profiling
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0x -- node app.js
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# Analyze results
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# Generate recommendations
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```
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#### Cache Optimization
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**Automation**:
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- Monitor cache hit rates
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- Adjust cache sizes
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- Optimize cache strategies
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---
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## CI/CD Integration
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### Automated Testing
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```yaml
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jobs:
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performance-test:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Run performance tests
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run: |
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pnpm install
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pnpm test:performance
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- name: Check performance budget
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run: |
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# Check against performance budget
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# Fail if exceeded
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```
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### Automated Optimization
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```yaml
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jobs:
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optimize:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Analyze bundle size
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run: pnpm analyze
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- name: Optimize images
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run: pnpm optimize:images
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- name: Minify assets
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run: pnpm build:production
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```
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---
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## Monitoring & Alerts
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### Automated Alerts
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```yaml
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# Alert on performance degradation
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- alert: PerformanceDegradation
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expr: http_request_duration_seconds{quantile="0.95"} > 1
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for: 10m
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annotations:
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summary: "Performance degradation detected"
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```
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### Automated Responses
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**Actions**:
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- Scale up on high load
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- Scale down on low usage
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- Restart unhealthy services
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- Trigger optimization workflows
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---
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## Optimization Scripts
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### Build Optimization
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```bash
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#!/bin/bash
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# optimize-builds.sh
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# - Enable caching
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# - Parallel execution
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# - Incremental builds
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```
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### Cost Optimization
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```bash
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#!/bin/bash
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# optimize-costs.sh
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# - Right-size resources
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# - Remove unused resources
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# - Optimize storage
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```
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### Performance Optimization
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```bash
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#!/bin/bash
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# optimize-performance.sh
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# - Profile applications
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# - Optimize queries
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# - Cache optimization
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```
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---
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## Best Practices
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### Automation
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- Start with monitoring
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- Automate gradually
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- Test automation
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- Review regularly
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### Optimization
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- Measure before optimizing
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- Set clear targets
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- Monitor results
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- Iterate continuously
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---
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**Last Updated**: 2025-01-27
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