Analyze the following theoretical system architecture description for a high-frequency trading platform. Identify three potential single points of failure, evaluate the database sharding strategy regarding data consistency, and propose a caching layer to reduce latency. Discuss the trade-offs between CAP theorem consistency and availability in your proposed solution.