Real-time Payment Processing Platform
Building a distributed payment system handling 50K TPS with sub-100ms latency
The Challenge
A rapidly growing fintech startup needed to replace their legacy payment processing system that was hitting scaling limits at 5K transactions per second. The existing monolithic architecture couldn't handle peak loads during high-traffic periods, resulting in failed transactions and customer complaints.
Solution Approach
- Designed event-sourced architecture with CQRS pattern for eventual consistency
- Built distributed transaction coordinator using Saga pattern for cross-service transactions
- Implemented custom connection pooling and query optimization reducing database load by 60%
- Deployed multi-region Kubernetes clusters with automated failover
- Created real-time monitoring dashboard with sub-second alerting