Real-Time Analytics & Aggregation Engine

Designed a high-performance analytics layer to compute advisor performance across multiple dimensions. Supports filtering based on timeframe (daily, weekly, etc.), strategy type (intraday, swing, BTST), instrument type (stocks, futures, options), and custom date ranges. Instead of querying MongoDB for heavy aggregations, the system uses Redis for pre-computed and fast-access data, significantly improving response time and reducing compute load.