838 lines
22 KiB
Markdown
838 lines
22 KiB
Markdown
# FinTech GitOps CI/CD - План внедрения
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**Версия:** 1.0
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**Дата:** Январь 2026
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**Целевая аудитория:** Management, Project Managers, All Teams
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---
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## Содержание
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1. [Executive Summary](#1-executive-summary)
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2. [Timeline Overview](#2-timeline-overview)
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3. [Detailed Implementation Plan](#3-detailed-implementation-plan)
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4. [Risks and Mitigation](#4-risks-and-mitigation)
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5. [Resource Requirements](#5-resource-requirements)
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6. [Budget and ROI](#6-budget-and-roi)
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7. [Success Metrics](#7-success-metrics)
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8. [Communication Plan](#8-communication-plan)
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---
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## 1. Executive Summary
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### 1.1 Project Overview
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**Цель:** Внедрение современной CI/CD методологии на базе GitOps принципов для автоматизации разработки, тестирования и развертывания приложений в закрытой инфраструктуре FinTech компании.
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**Scope:**
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- Полная инфраструктура CI/CD с GitOps automation
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- Development и Production окружения
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- AI-ассистент для технической поддержки
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- Обучение всех команд
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- Миграция существующих приложений
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**Duration:** 6 месяцев (Development environment: 5 недель, Production: 4 месяца, Migration: продолжается)
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**Budget:** $150,000 - $230,000 (hardware) + $20,000/year (software licenses) + внутренние ресурсы
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### 1.2 Expected Benefits
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**Количественные:**
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- Deployment frequency: с 1-2/месяц до 10+/день
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- Lead time: с 2-4 недель до <4 часов
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- MTTR: с 2-4 часов до <15 минут
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- Change failure rate: с 20-30% до <5%
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**Качественные:**
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- Полный audit trail для compliance
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- Снижение operational risks
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- Faster time to market
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- Improved team satisfaction
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- Better resource utilization
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**Финансовые:**
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- ROI: 12-18 месяцев
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- Экономия на downtime: ~$200k/year
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- Экономия времени команд: 40% → ~$150k/year
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- **Total annual benefit: ~$350k/year**
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---
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## 2. Timeline Overview
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### 2.1 High-Level Phases
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```
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Month 1-2: Planning & Development Environment
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├── Week 1-2: Planning, approvals, procurement
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├── Week 3-5: Dev environment setup
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├── Week 6-8: Testing, validation, training
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Month 3-4: Production Infrastructure
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├── Week 9-10: Hardware procurement & delivery
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├── Week 11-14: Production setup
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├── Week 15-16: Testing & validation
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Month 5-6: Migration & Rollout
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├── Week 17-18: Pilot applications
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├── Week 19-22: Gradual migration
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├── Week 23-24: Stabilization & optimization
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Ongoing: Continuous Improvement
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```
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### 2.2 Critical Milestones
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| Milestone | Date | Deliverable |
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|-----------|------|-------------|
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| **M1: Project Kickoff** | Week 1 | Approved plan, team assigned |
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| **M2: Dev Environment Ready** | Week 5 | Fully functional dev environment |
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| **M3: Team Trained** | Week 8 | Team comfortable with tools |
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| **M4: Hardware Delivered** | Week 10 | All production hardware on-site |
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| **M5: Production Ready** | Week 16 | Production environment operational |
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| **M6: First Pilot Success** | Week 18 | 2 apps successfully migrated |
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| **M7: 50% Migration** | Week 22 | Half of apps using GitOps |
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| **M8: Project Complete** | Week 24 | All critical apps migrated |
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---
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## 3. Detailed Implementation Plan
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### Month 1: Planning & Initial Setup
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#### Week 1-2: Project Initiation
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**Activities:**
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- Finalize project plan и получить approvals
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- Form project team и assign roles
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- Conduct stakeholder kickoff meeting
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- Submit hardware procurement requests
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- Setup project management tracking (Jira/Confluence)
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**Team:**
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- Project Manager (1 FTE)
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- DevOps Engineers (2 FTE)
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- Infrastructure Engineers (1 FTE)
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- Security Architect (0.5 FTE)
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- Network Engineer (0.5 FTE)
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**Deliverables:**
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- Approved project plan
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- Team roster и RACI matrix
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- Procurement orders submitted
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- Project tracking setup
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- Communication channels established
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**Approvals Required:**
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- Budget approval (Finance)
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- Security review (CISO)
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- Compliance sign-off (Compliance Officer)
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- Network changes (Network team)
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#### Week 3-5: Development Environment Setup
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**Week 3: Base Infrastructure**
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- Network setup (VLANs, firewall rules)
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- Server provisioning (12 VMs)
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- OS installation и basic hardening
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- Storage configuration
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**Week 4: Core Services**
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- Gitea deployment и configuration
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- Jenkins setup с essential plugins
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- Harbor installation
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- PostgreSQL databases
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- Initial testing
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**Week 5: Orchestration & AI**
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- Docker Swarm initialization
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- Portainer deployment
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- GitOps Operator setup
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- Ollama & MCP Server deployment
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- End-to-end integration testing
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**Deliverables:**
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- Fully functional dev environment
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- All services operational
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- Integration tests passed
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- Initial documentation
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### Month 2: Testing & Training
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#### Week 6-7: Comprehensive Testing
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**Functional Testing:**
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- CI/CD pipeline testing (multiple application types)
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- GitOps workflow validation
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- Rollback procedures
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- Security scanning
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**Performance Testing:**
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- Load testing Jenkins builds
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- High-frequency deployments
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- Monitoring under load
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**Security Testing:**
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- Vulnerability scanning
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- Penetration testing basics
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- Access control verification
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- Audit logging validation
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**Disaster Recovery:**
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- Backup/restore procedures
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- Failover testing
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- Data recovery scenarios
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**Deliverables:**
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- Test reports
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- Identified issues и resolutions
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- Performance baselines
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- Updated documentation
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#### Week 8: Team Training
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**Training Modules:**
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**Day 1-2: GitOps Fundamentals**
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- GitOps concepts и principles
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- Infrastructure as Code
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- Git workflows (branching, PR, merge)
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- Hands-on: Create repository, make changes
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**Day 3-4: CI/CD Pipelines**
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- Jenkins overview
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- Pipeline as Code (Jenkinsfile)
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- Docker image builds
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- Security scanning integration
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- Hands-on: Build first pipeline
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**Day 5-6: Docker Swarm & Deployment**
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- Docker Swarm concepts
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- Service deployment
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- Scaling и rolling updates
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- Troubleshooting
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- Hands-on: Deploy application
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**Day 7: AI Assistant & Monitoring**
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- Using Ollama AI for support
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- Grafana dashboards
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- Log analysis via Loki
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- Alerting
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- Hands-on: Query AI, create dashboard
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**Day 8-9: Troubleshooting & Best Practices**
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- Common issues и solutions
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- Debugging techniques
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- Security best practices
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- Compliance requirements
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- Hands-on: Troubleshooting scenarios
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**Day 10: Assessment & Certification**
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- Practical assessment
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- Q&A session
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- Certification ceremony
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- Feedback collection
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**Participants:**
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- All DevOps team members (mandatory)
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- Development team leads (mandatory)
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- Interested developers (optional)
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- Operations team (mandatory)
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- Security team representatives
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**Deliverables:**
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- Training materials
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- Certification list
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- Feedback summary
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- Improvement recommendations
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### Month 3-4: Production Infrastructure
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#### Week 9-10: Hardware Procurement
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**Activities:**
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- Track hardware orders
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- Prepare datacenter space
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- Network cabling preparation
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- Power и cooling verification
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- Receive и inventory hardware
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**Parallel Activities:**
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- Refine production architecture based на dev learnings
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- Update documentation
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- Prepare production deployment scripts
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- Security review production design
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#### Week 11-14: Production Deployment
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**Week 11: Base Infrastructure**
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- Rack и stack hardware
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- BIOS configuration
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- Network configuration
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- Storage setup (RAID, LVM)
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- OS installation (all servers)
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- Basic hardening
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**Week 12: Core Services**
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- PostgreSQL cluster setup (master-slave)
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- Gitea production deployment
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- Jenkins production setup
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- Harbor production installation
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- Backup systems configuration
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**Week 13: Orchestration**
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- Docker Swarm production cluster (3 managers, 6+ workers)
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- Overlay networks
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- Secrets management
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- GitOps Operator deployment
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- Portainer production
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**Week 14: AI & Monitoring**
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- Ollama production (with GPU if available)
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- MCP Server production
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- Full monitoring stack (Prometheus, Grafana, Loki)
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- AlertManager configuration
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- Integration testing
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**Deliverables:**
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- Fully operational production environment
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- All HA configured
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- Backups operational
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- Monitoring active
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- Documentation updated
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#### Week 15-16: Production Validation
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**Testing:**
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- Comprehensive security audit
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- Penetration testing (external vendor)
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- Performance testing (производственная нагрузка)
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- Disaster recovery full drill
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- Compliance validation
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**Documentation:**
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- Production runbooks
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- Incident response procedures
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- Escalation matrix
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- SLA definitions
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- Maintenance windows
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**Final Approvals:**
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- Security sign-off
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- Compliance approval
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- Change Management Board approval
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- Executive sponsor sign-off
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**Deliverables:**
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- Security audit report
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- Penetration test results
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- Performance benchmarks
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- DR test results
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- Go-live approval
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### Month 5-6: Migration & Stabilization
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#### Week 17-18: Pilot Migration
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**Select Pilot Applications:**
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Criteria for pilot selection:
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- Non-critical to business (low risk)
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- Active development (frequent changes)
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- Team willing to be early adopters
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- Representative of typical applications
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**Pilot Applications (2-3):**
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1. Internal tool (low risk, high visibility)
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2. API service (moderate complexity)
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3. Web application (full stack)
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**Migration Process:**
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- Create Git repositories
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- Setup CI pipeline
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- Configure CD automation
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- Migrate deployment to Swarm
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- Monitor closely (1-2 weeks)
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**Success Criteria:**
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- Successful automated deployments
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- No major incidents
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- Improved deployment frequency
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- Positive team feedback
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- Performance maintained or improved
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**Deliverables:**
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- Pilot migration report
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- Lessons learned
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- Refined procedures
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- Updated training materials
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#### Week 19-22: Gradual Migration
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**Migration Schedule:**
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**Week 19:** Batch 1 (5 applications)
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- Low complexity applications
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- Well-documented
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- Active maintenance
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**Week 20:** Batch 2 (5 applications)
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- Medium complexity
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- Multiple teams
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- Integration points
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**Week 21:** Batch 3 (5 applications)
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- Higher complexity
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- Critical services (with extra caution)
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- Legacy code
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**Week 22:** Batch 4 (5 applications)
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- Most complex applications
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- High availability requirements
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- Compliance-sensitive
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**Migration Approach per Batch:**
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- Planning meeting (Monday)
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- Repository setup (Tuesday)
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- CI pipeline creation (Wednesday)
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- CD configuration (Thursday)
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- Migration execution (Friday)
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- Weekend: Close monitoring
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- Week after: Stabilization
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**Support:**
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- War room during migrations
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- 24/7 on-call during first weekend
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- Daily standup с pilot teams
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- Quick issue resolution
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#### Week 23-24: Stabilization
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**Activities:**
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- Monitor all migrated applications
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- Fine-tune resource allocations
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- Optimize CI/CD pipelines
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- Address technical debt
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- Improve documentation
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**Retrospective:**
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- Lessons learned workshop
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- Process improvements
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- Team feedback
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- Success celebration
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**Final Deliverables:**
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- Migration complete report
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- Updated documentation
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- Performance metrics
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- Cost savings analysis
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- Recommendations для future
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---
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## 4. Risks and Mitigation
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### 4.1 Technical Risks
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| Risk | Probability | Impact | Mitigation |
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|------|-------------|--------|------------|
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| **Hardware delivery delays** | Medium | High | Order early, have backup vendors |
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| **Integration issues** | Medium | Medium | Thorough testing в dev, phased rollout |
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| **Performance problems** | Low | Medium | Performance testing, capacity planning |
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| **Security vulnerabilities** | Low | Critical | Security review at each phase, pen testing |
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| **Data loss during migration** | Low | Critical | Multiple backups, tested restore procedures |
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| **Compatibility issues** | Medium | Medium | Dev environment mirrors production, thorough testing |
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### 4.2 Organizational Risks
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| Risk | Probability | Impact | Mitigation |
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|------|-------------|--------|------------|
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| **Resistance to change** | High | Medium | Clear communication, training, show benefits |
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| **Lack of skills** | Medium | High | Comprehensive training program, documentation |
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| **Key person dependency** | Medium | High | Knowledge sharing, documentation, cross-training |
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| **Scope creep** | Medium | Medium | Clear scope, change control process |
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| **Resource unavailability** | Medium | High | Buffer in schedule, backup resources |
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| **Stakeholder misalignment** | Low | High | Regular communication, demonstrate progress |
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### 4.3 Compliance Risks
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| Risk | Probability | Impact | Mitigation |
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|------|-------------|--------|------------|
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| **Regulatory non-compliance** | Low | Critical | Compliance review at each phase, external audit |
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| **Audit findings** | Medium | High | Implement controls early, regular internal audits |
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| **Data privacy violations** | Low | Critical | Encrypt everything, access controls, GDPR compliance |
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### 4.4 Business Risks
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| Risk | Probability | Impact | Mitigation |
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|------|-------------|--------|------------|
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| **Service disruption** | Low | Critical | Gradual rollout, rollback procedures, extensive testing |
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| **Budget overrun** | Medium | Medium | Detailed budgeting, contingency fund (20%) |
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| **Timeline slippage** | Medium | Medium | Realistic timeline, buffer in schedule, agile approach |
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| **Benefit realization delay** | Medium | Low | Quick wins, measure metrics, communicate successes |
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---
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## 5. Resource Requirements
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### 5.1 Team Allocation
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**Full-time (for 6 months):**
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- Project Manager: 1 FTE
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- DevOps Engineers: 2 FTE
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- Infrastructure Engineer: 1 FTE
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**Part-time:**
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- Security Architect: 0.5 FTE (more в certain phases)
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- Network Engineer: 0.5 FTE (Week 1-3, Week 11-14)
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- DBA: 0.25 FTE (database setups)
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- Compliance Officer: 0.25 FTE (reviews)
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**As-needed:**
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- Development team leads (training, migration)
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- Application teams (migration weeks)
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- External consultants (penetration testing)
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**Total Person-Months:** ~30 PM
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### 5.2 External Resources
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**Consultants:**
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- Penetration testing vendor: 1 week, $15k
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- Training partner (optional): $10k
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**Contractors (optional):**
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- Additional DevOps help: 2-3 months, $60k
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### 5.3 Training Time
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**Team members:**
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- 10 days formal training
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- 5 days hands-on practice
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- Ongoing learning (20% time)
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**Total training cost (opportunity cost):**
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- 20 people * 15 days * $500/day = $150k
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---
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## 6. Budget and ROI
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### 6.1 Implementation Costs
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**Capital Expenditure (CapEx):**
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| Category | Cost | Notes |
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|----------|------|-------|
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| **Servers** | $100,000 | 27 servers для production + dev |
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| **Storage** | $40,000 | SSD, HDD, NAS |
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| **Network Equipment** | $50,000 | Switches, firewall, VPN |
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| **GPU (Ollama)** | $15,000 | NVIDIA GPUs для AI |
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| **Backup Systems** | $10,000 | Backup appliance |
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| **Contingency (20%)** | $43,000 | Unexpected expenses |
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| **Total CapEx** | **$258,000** | |
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**Operational Expenditure (OpEx - Year 1):**
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| Category | Cost | Notes |
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|----------|------|-------|
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| **Software Licenses** | $20,000 | Portainer, monitoring tools |
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| **Training** | $25,000 | External training, materials |
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| **Consulting** | $25,000 | Penetration testing, consultants |
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| **Internal Resources** | $180,000 | 30 PM * $6k/PM |
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| **Misc** | $10,000 | Travel, documentation, etc. |
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| **Total OpEx (Year 1)** | **$260,000** | |
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**Total Implementation Cost:** $518,000
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### 6.2 Ongoing Costs (Annual)
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| Category | Annual Cost |
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|----------|-------------|
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| Software licenses | $20,000 |
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| Maintenance & support | $30,000 |
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| Training (ongoing) | $10,000 |
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| Infrastructure costs (power, cooling) | $15,000 |
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| **Total Ongoing** | **$75,000/year** |
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### 6.3 Expected Benefits (Annual)
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**Quantifiable Benefits:**
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| Benefit | Annual Savings | Calculation |
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|---------|----------------|-------------|
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| **Reduced Downtime** | $200,000 | Fewer incidents, faster recovery |
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| **Team Productivity** | $150,000 | 40% time savings on deployment tasks |
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| **Faster Time to Market** | $100,000 | Competitive advantage, revenue |
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| **Reduced Infrastructure** | $30,000 | Better utilization, fewer servers needed |
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| **Total Annual Benefits** | **$480,000** | |
|
||
|
||
**Intangible Benefits:**
|
||
- Improved security posture
|
||
- Better compliance (avoid penalties)
|
||
- Higher team morale
|
||
- Attract/retain talent (modern stack)
|
||
- Competitive advantage
|
||
|
||
### 6.4 ROI Calculation
|
||
|
||
```
|
||
Total Investment: $518,000 (Year 0)
|
||
Annual Benefit: $480,000
|
||
Annual Cost: $75,000
|
||
Net Annual Benefit: $405,000
|
||
|
||
ROI Timeline:
|
||
- Year 0: -$518,000
|
||
- Year 1: -$518,000 + $405,000 = -$113,000
|
||
- Year 2: -$113,000 + $405,000 = +$292,000
|
||
- Year 3: +$697,000
|
||
- Year 4: +$1,102,000
|
||
- Year 5: +$1,507,000
|
||
|
||
Payback Period: ~15 months
|
||
5-Year ROI: 191%
|
||
```
|
||
|
||
**Sensitivity Analysis:**
|
||
|
||
**Conservative (70% benefits):**
|
||
- Net benefit: $284k/year
|
||
- Payback: 22 months
|
||
|
||
**Aggressive (130% benefits):**
|
||
- Net benefit: $527k/year
|
||
- Payback: 12 months
|
||
|
||
---
|
||
|
||
## 7. Success Metrics
|
||
|
||
### 7.1 DORA Metrics (Key Performance Indicators)
|
||
|
||
**Deployment Frequency:**
|
||
- Baseline: 1-2 deployments/month
|
||
- Target Year 1: 5 deployments/week
|
||
- Target Year 2: 10+ deployments/day
|
||
|
||
**Lead Time for Changes:**
|
||
- Baseline: 2-4 weeks
|
||
- Target Year 1: 1 day
|
||
- Target Year 2: <4 hours
|
||
|
||
**Mean Time to Recovery (MTTR):**
|
||
- Baseline: 2-4 hours
|
||
- Target Year 1: 30 minutes
|
||
- Target Year 2: <15 minutes
|
||
|
||
**Change Failure Rate:**
|
||
- Baseline: 20-30%
|
||
- Target Year 1: 10%
|
||
- Target Year 2: <5%
|
||
|
||
### 7.2 Business Metrics
|
||
|
||
**Cost Savings:**
|
||
- Infrastructure utilization improvement: +30%
|
||
- Operational cost reduction: -$200k/year
|
||
- Productivity improvement: +40% for DevOps team
|
||
|
||
**Quality Metrics:**
|
||
- Incidents in production: -60%
|
||
- Mean time between failures: +200%
|
||
- Customer satisfaction: +20%
|
||
|
||
**Compliance Metrics:**
|
||
- Audit findings: -80%
|
||
- Compliance report generation time: -90%
|
||
- Audit trail completeness: 100%
|
||
|
||
### 7.3 Team Metrics
|
||
|
||
**Adoption:**
|
||
- Applications migrated to GitOps: Target 80% within 6 months
|
||
- Active users: 100% of DevOps, 80% of developers
|
||
- AI assistant usage: 50+ queries/week
|
||
|
||
**Satisfaction:**
|
||
- Team satisfaction survey: Target >4.5/5
|
||
- Would recommend to colleague: Target >90%
|
||
- Reduction в deployment stress: Target >50%
|
||
|
||
---
|
||
|
||
## 8. Communication Plan
|
||
|
||
### 8.1 Stakeholder Communication
|
||
|
||
**Executive Leadership:**
|
||
- **Frequency:** Monthly
|
||
- **Format:** Executive dashboard, brief report
|
||
- **Content:** Progress, budget, risks, key decisions
|
||
- **Owner:** Project Manager
|
||
|
||
**Project Steering Committee:**
|
||
- **Frequency:** Bi-weekly
|
||
- **Format:** Steering committee meeting
|
||
- **Content:** Detailed progress, risks, decisions needed
|
||
- **Owner:** Project Manager
|
||
|
||
**All Employees:**
|
||
- **Frequency:** Monthly
|
||
- **Format:** Company-wide email, demo sessions
|
||
- **Content:** Project overview, benefits, what's coming
|
||
- **Owner:** Project Manager + Comms team
|
||
|
||
### 8.2 Team Communication
|
||
|
||
**Project Team:**
|
||
- **Daily standup:** 15 min, progress & blockers
|
||
- **Weekly planning:** 1 hour, next week's work
|
||
- **Retrospective:** Bi-weekly, lessons learned
|
||
|
||
**Development Teams:**
|
||
- **Migration briefings:** Before each batch migration
|
||
- **Office hours:** Weekly Q&A sessions
|
||
- **Slack channel:** Real-time support
|
||
|
||
**Operations Team:**
|
||
- **Operational readiness:** Weekly meetings during rollout
|
||
- **Handover sessions:** Detailed knowledge transfer
|
||
- **Run книги:** Comprehensive documentation
|
||
|
||
### 8.3 Change Management
|
||
|
||
**Communication Themes:**
|
||
- Why are we doing this? (Benefits)
|
||
- What does it mean for me? (Impact)
|
||
- When will it happen? (Timeline)
|
||
- How can I prepare? (Training)
|
||
- Who can I ask? (Support)
|
||
|
||
**Resistance Management:**
|
||
- Listen к concerns
|
||
- Address FUD (Fear, Uncertainty, Doubt)
|
||
- Show early wins
|
||
- Provide support
|
||
- Celebrate successes
|
||
|
||
---
|
||
|
||
## 9. Go/No-Go Decision Points
|
||
|
||
### 9.1 Milestone Gates
|
||
|
||
**Gate 1: Development Environment Complete (Week 5)**
|
||
|
||
**Go Criteria:**
|
||
- All services operational
|
||
- Integration tests passing
|
||
- Team trained
|
||
- Security review passed
|
||
|
||
**No-Go Actions:**
|
||
- Extend dev environment phase
|
||
- Address critical issues
|
||
- Re-plan production timeline
|
||
|
||
**Gate 2: Production Environment Ready (Week 16)**
|
||
|
||
**Go Criteria:**
|
||
- Production environment operational
|
||
- HA configured and tested
|
||
- Security audit passed
|
||
- Compliance sign-off received
|
||
- Disaster recovery tested
|
||
|
||
**No-Go Actions:**
|
||
- Address critical security findings
|
||
- Complete remaining configuration
|
||
- Delay pilot migration
|
||
|
||
**Gate 3: Pilot Success (Week 18)**
|
||
|
||
**Go Criteria:**
|
||
- Pilot applications successfully migrated
|
||
- No critical incidents
|
||
- Team comfortable with process
|
||
- Positive feedback
|
||
|
||
**No-Go Actions:**
|
||
- Refine migration process
|
||
- Additional training
|
||
- Delay gradual migration
|
||
|
||
**Gate 4: Full Rollout (Week 22)**
|
||
|
||
**Go Criteria:**
|
||
- Majority of apps migrated
|
||
- Metrics showing improvement
|
||
- Teams satisfied
|
||
- Stable operations
|
||
|
||
**No-Go Actions:**
|
||
- Slow down migration pace
|
||
- Address outstanding issues
|
||
- Extended stabilization period
|
||
|
||
---
|
||
|
||
## 10. Post-Implementation
|
||
|
||
### 10.1 Handover to Operations
|
||
|
||
**Knowledge Transfer:**
|
||
- Comprehensive runbooks
|
||
- Architecture walkthrough
|
||
- Troubleshooting guide
|
||
- Escalation procedures
|
||
|
||
**Operational Ownership:**
|
||
- SRE team takes ownership
|
||
- On-call rotation established
|
||
- Incident management process
|
||
- Continuous improvement backlog
|
||
|
||
### 10.2 Continuous Improvement
|
||
|
||
**Regular Activities:**
|
||
- Monthly metrics review
|
||
- Quarterly retrospectives
|
||
- Annual architecture review
|
||
- Ongoing optimization
|
||
|
||
**Areas для Improvement:**
|
||
- Performance tuning
|
||
- Cost optimization
|
||
- Security hardening
|
||
- Feature enhancements
|
||
- Team skill development
|
||
|
||
### 10.3 Project Closure
|
||
|
||
**Final Activities:**
|
||
- Post-implementation review
|
||
- Lessons learned documentation
|
||
- Final cost accounting
|
||
- Benefits realization tracking setup
|
||
- Team recognition
|
||
- Knowledge transfer complete
|
||
- Project documentation archived
|
||
|
||
**Success Celebration:**
|
||
- Team dinner
|
||
- Recognition awards
|
||
- Company-wide announcement
|
||
- Case study creation (internal)
|
||
|
||
---
|
||
|
||
**Final Approval:**
|
||
|
||
| Role | Name | Signature | Date |
|
||
|------|------|-----------|------|
|
||
| Project Sponsor | _______________ | _______________ | _____ |
|
||
| CTO | _______________ | _______________ | _____ |
|
||
| CISO | _______________ | _______________ | _____ |
|
||
| CFO | _______________ | _______________ | _____ |
|
||
| Compliance Officer | _______________ | _______________ | _____ | |