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Open Source Software Engineering Intelligence Platform

Implementation Design & Architecture

License: MIT Docker Kubernetes

Overview

This repository contains the complete implementation design for building an enterprise-grade, open-source Software Engineering Intelligence (SEI) platform. The platform provides data-driven insights into engineering operations, team performance, and development lifecycle optimization.

Architecture Overview

graph TB
    subgraph "Data Sources Layer"
        A1[GitHub/GitLab APIs]
        A2[Jira/Azure DevOps]
        A3[CI/CD Pipelines]
        A4[Security Scanners]
        A5[Custom APIs]
        A6[Slack/Teams]
    end
    
    subgraph "Data Collection & Processing"
        B1[Apache Airflow<br/>Orchestration]
        B2[Custom Connectors<br/>Python/Go]
        B3[Webhook Handlers<br/>FastAPI]
        B4[Message Queue<br/>Apache Kafka]
    end
    
    subgraph "Data Storage"
        C1[TimescaleDB<br/>Time Series]
        C2[PostgreSQL<br/>Metadata]
        C3[Redis<br/>Cache]
        C4[MinIO<br/>Object Storage]
    end
    
    subgraph "Analytics Engine"
        D1[Apache Spark<br/>Big Data Processing]
        D2[Metabase<br/>BI Platform]
        D3[Custom ML Models<br/>Python/scikit-learn]
        D4[DORA Metrics Engine<br/>Go]
    end
    
    subgraph "API Layer"
        E1[GraphQL API<br/>Hasura]
        E2[REST API<br/>FastAPI]
        E3[WebSocket<br/>Real-time Updates]
    end
    
    subgraph "Frontend Applications"
        F1[Executive Dashboard<br/>React]
        F2[Team Analytics<br/>Vue.js]
        F3[Developer Portal<br/>Next.js]
        F4[Mobile App<br/>React Native]
    end
    
    A1 --> B2
    A2 --> B2
    A3 --> B3
    A4 --> B3
    A5 --> B1
    A6 --> B3
    
    B1 --> B4
    B2 --> B4
    B3 --> B4
    
    B4 --> C1
    B4 --> C2
    C1 --> C3
    
    C1 --> D1
    C2 --> D2
    C1 --> D3
    C2 --> D4
    
    D1 --> E1
    D2 --> E2
    D3 --> E1
    D4 --> E2
    
    E1 --> F1
    E2 --> F2
    E1 --> F3
    E2 --> F4
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Technology Stack

Core Components

Layer Technology Purpose License
Orchestration Apache Airflow Workflow management & ETL Apache 2.0
Database TimescaleDB Time-series data storage PostgreSQL License
Analytics Metabase Business Intelligence AGPL-3.0
Processing Apache Spark Big data processing Apache 2.0
API FastAPI + Hasura REST/GraphQL APIs MIT
Frontend React/Vue.js Web applications MIT
Container Docker + Kubernetes Orchestration Apache 2.0

Quick Start

# Clone the repository
git clone https://github.com/rcdelacruz/open-source-sei-platform.git
cd open-source-sei-platform

# Start with Docker Compose (Development)
docker-compose up -d

# Or deploy to Kubernetes (Production)
kubectl apply -f k8s/

Project Structure

├── docs/                   # Documentation
├── src/
│   ├── collectors/         # Data collection services
│   ├── processors/         # Data processing pipelines
│   ├── apis/              # API services
│   ├── frontend/          # Web applications
│   └── ml/                # Machine learning models
├── infrastructure/
│   ├── docker/            # Docker configurations
│   ├── k8s/               # Kubernetes manifests
│   └── terraform/         # Infrastructure as Code
├── tests/                 # Test suites
└── scripts/               # Automation scripts

Key Features

🎯 Core Analytics

  • DORA Metrics: Deployment frequency, lead time, change failure rate, recovery time
  • Team Performance: Velocity tracking, bottleneck identification, collaboration metrics
  • Code Quality: Technical debt analysis, security vulnerability tracking
  • Predictive Analytics: Risk prediction, capacity planning, timeline forecasting

🔌 Integrations

  • Version Control: GitHub, GitLab, Bitbucket, Azure DevOps
  • Project Management: Jira, Azure Boards, Linear, Asana
  • CI/CD: Jenkins, GitHub Actions, GitLab CI, CircleCI, Tekton
  • Communication: Slack, Microsoft Teams, Discord
  • Security: Snyk, SonarQube, Veracode, Checkmarx

📊 Dashboards

  • Executive View: High-level KPIs, ROI metrics, strategic insights
  • Engineering Manager: Team performance, resource allocation, delivery tracking
  • Developer: Personal productivity, code quality, review metrics
  • Product Manager: Feature delivery, user impact, technical health

Implementation Phases

Phase 1: Foundation (Months 1-3)

  • Infrastructure setup (Kubernetes, databases)
  • Core data collectors (Git, Jira)
  • Basic analytics pipeline
  • Simple dashboards

Phase 2: Core Features (Months 4-6)

  • DORA metrics implementation
  • Team performance analytics
  • Advanced data connectors
  • Real-time processing

Phase 3: Advanced Analytics (Months 7-9)

  • Machine learning models
  • Predictive analytics
  • Custom metrics framework
  • Mobile applications

Phase 4: Enterprise Features (Months 10-12)

  • Multi-tenant architecture
  • Advanced security features
  • Performance optimization
  • Documentation & training

Cost Analysis

Component Open Source Cost Commercial Alternative
Year 1 $150K (dev + infra) $300K+ (Logilica/LinearB)
Year 2 $100K (maintenance) $600K+ (scaling costs)
Year 3 $120K (enhancements) $900K+ (additional features)
5-Year TCO $550K $1.5M+

Getting Started

  1. Prerequisites

    • Docker & Docker Compose
    • Kubernetes cluster (optional)
    • PostgreSQL database
    • Redis instance
  2. Development Setup

    # Install dependencies
    make install
    
    # Start development environment
    make dev
    
    # Run tests
    make test
  3. Production Deployment

    # Deploy to Kubernetes
    make deploy-prod
    
    # Configure data sources
    make configure-sources

Contributing

We welcome contributions! Please see our Contributing Guide for details.

License

This project is licensed under the MIT License - see the LICENSE file for details.

Support

Roadmap

See our Project Roadmap for planned features and milestones.


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