Distributed Ledger Risk Correlation Framework

Create a scalable risk correlation framework that can integrate multiple financial data sources across distributed systems. The solution must handle complex multi-dimensional risk calculations, support real-time data streaming, and provide a flexible plugin architecture for different risk models. Implement advanced caching mechanisms, ensure cryptographic data integrity, and design a fault-tolerant system that can gracefully handle partial data failures or network partitions.