Introduction
Building a multi-vendor eCommerce platform at scale requires a modular, resilient, and cloud-agnostic foundation. This case study walks through Monolithic, REST-based hybrid, and Microservices setups across AWS, Azure and GCP.
Architecture Models
- Monolithic: single deployable unit — good for MVPs
- REST-based Hybrid: modular services connected by REST APIs — good for mid-size teams
- Microservices: independent services communicating via APIs or events — enterprise-scale
Common Architecture Layers
- Frontend: React / Angular
- API Gateway: Nginx / Kong / Cloud API Gateway
- Backend: Laravel (PHP), FastAPI (Python), Node.js (JS)
- Cache: Redis
- Database: MySQL / MongoDB
- Messaging: Apache Kafka
- CI/CD: GitHub Actions / Cloud Build / Azure DevOps
- Monitoring: CloudWatch / Azure Monitor / GCP Operations
Step 1 — Monolithic Setup
- Tech Stack: Laravel, MySQL, Redis, Nginx
- Quick steps: git clone, composer install, php artisan migrate, php artisan serve
Step 2 — REST-Based Hybrid
- Tech Stack: React frontend, FastAPI backend, PostgreSQL, Redis
- Alternate Tech Stack: Angular frontend, Laravel backend, MySQL, Redis
- Deploy static frontend to CDN (S3 + CloudFront), run backend on managed compute (Cloud Run / App Service / ECS)
Step 3 — Microservices
- Polyglot services: Laravel (vendor/user), FastAPI (orders/analytics), Node.js (notifications)
- Shared Redis for cache and sessions, Kafka for event-driven flows, Docker Compose for local orchestration
Multi-Cloud Deployments
- AWS: Route53 + CloudFront, EC2/ECS, RDS, ElastiCache, MSK (Kafka)
- Azure: Front Door, App Service/AKS, Azure SQL/Cosmos, Azure Cache, Event Hub
- GCP: Cloud DNS + Cloud CDN, Cloud Run/GKE, Cloud SQL, Memorystore, Pub/Sub
CI/CD Flow
Developer Commit → Build Pipeline → Container Registry → Deploy to Cloud → Health Check → Monitoring → Alerts
Security and Optimization
- Enforce HTTPS and TLS at CDN level
- Encrypt data at rest and in transit
- Use IAM roles and least-privilege access
- Cache responses in Redis, use read replicas for DB scaling
Abbreviations
- CDN: Content Delivery Network
- DNS: Domain Name System
- CI/CD: Continuous Integration / Continuous Deployment
- API: Application Programming Interface
- RBAC: Role-Based Access Control
- IAM: Identity and Access Management
AWS Overview
High-level AWS layout: Route53, CloudFront, EC2/ECS, RDS, ElastiCache, and MSK for Kafka
Azure Overview
High-level Azure layout: Front Door, App Service/AKS, Azure SQL/Cosmos, Azure Cache, and Event Hub
GCP Overview
High-level GCP layout: Cloud DNS + Cloud CDN, Cloud Run/GKE, Cloud SQL, Memorystore, and Pub/Sub
Conclusion
This case study shows a practical path from Monolith to Microservices across multiple clouds, enabling scalability, resilience and operational flexibility for large multi-vendor eCommerce platforms.