Modern Operations Practices

17 January 2025 - less than 1 min read time
Tags: DevOps MLOps GitOps

Modern Operations Practices

DevSecOps

1. Core Principles

• Security Integration
• Automated Testing
• Continuous Monitoring
• Compliance Automation

2. Implementation

• Security Tools
• CI/CD Pipeline
• Vulnerability Scanning
• Access Control

3. Best Practices

• Shift Left Security
• Infrastructure as Code
• Compliance as Code
• Security Automation

MLOps

1. Framework

• Model Development
• Model Deployment
• Model Monitoring
• Model Governance

2. Tools

• Version Control
• Pipeline Automation
• Monitoring Tools
• Model Registry

3. Best Practices

• Reproducibility
• Automation
• Monitoring
• Governance

GitOps

1. Principles

• Declarative Configuration
• Version Control
• Automated Deployment
• Continuous Reconciliation

2. Implementation

• Infrastructure as Code
• Configuration Management
• Deployment Automation
• State Management

3. Tools

• Git
• Kubernetes
• ArgoCD
• Flux

AIOps

1. Components

• Data Collection
• Analysis
• Automation
• Decision Support

2. Implementation

• Monitoring Integration
• AI/ML Models
• Automation Tools
• Alert Management

3. Benefits

• Proactive Management
• Automated Resolution
• Performance Optimization
• Cost Reduction

FinOps

1. Framework

• Cost Visibility
• Cost Optimization
• Cost Governance
• Cost Culture

2. Implementation

• Cost Monitoring
• Resource Optimization
• Budget Management
• Chargeback Models

3. Best Practices

• Resource Tagging
• Usage Monitoring
• Cost Allocation
• Optimization Strategy

GreenOps

1. Principles

• Energy Efficiency
• Resource Optimization
• Carbon Footprint
• Sustainability

2. Implementation

• Energy Monitoring
• Resource Scheduling
• Optimization Tools
• Carbon Tracking

3. Best Practices

• Green Architecture
• Efficient Computing
• Sustainable Practices
• Environmental Impact

Common Tools

1. Automation

• Jenkins
• GitHub Actions
• Terraform
• Ansible

2. Monitoring

• Prometheus
• Grafana
• ELK Stack
• Datadog

3. Security

• SonarQube
• OWASP Tools
• Vault
• Security Scanners

Best Practices

1. Implementation

• Automation First
• Infrastructure as Code
• Continuous Monitoring
• Documentation

2. Security

• Zero Trust
• Least Privilege
• Encryption
• Compliance

3. Operations

• SLO/SLA Management
• Incident Response
• Change Management
• Capacity Planning