DolphinDB addresses these challenges through a distributed architecture that unifies high-performance computation with stream-batch processing. Multiple securities firms have deployed DolphinDB to build integrated platforms spanning research, execution, and performance evaluation—breaking through traditional constraints in throughput, latency, and scalability. This shift is transforming quantitative investing from experience-based decision-making to data-driven intelligence.

The new systems deliver millisecond-level P&L measurement across all asset positions, real-time tracking of dynamic risk exposures, and automated anomaly detection and alerting—advancing risk management capabilities toward full real-time operation and intelligent automation.

Market making is a vital function for maintaining market liquidity and has become a strategic focus for securities firms transforming their proprietary trading operations. As market-making activities expand and competition intensifies, institutions are under growing pressure to enhance capital efficiency, pricing precision, regulatory compliance, and real-time risk management.

Leveraging DolphinDB's high-performance distributed computing architecture, these organizations have transformed their data services from batch-oriented, end-of-day processing to sub-millisecond real-time analytics. This enables the Market Data Center to evolve into a unified stream-batch platform for research, backtesting, and simulation—enhancing trading performance, accelerating alpha discovery, and strengthening enterprise risk management.

DolphinDB builds next-generationfactor development platforms with unified batch and stream processing. The results: •10× faster end-to-end workflows •Factor calculations in milliseconds , not minutes •Historical backtests 100× faster

In investment management, precision and transparency are now essential for institutional competitiveness. Facing challenges from massive heterogeneous data, complex P&L calculations, and real-time risk control, DolphinDB partnered with a leading securities firm to build a next-generation FICC intelligent risk and performance platform.

FinDreams Battery (BYD's battery manufacturing arm) just achieved a major breakthrough in real-time data analytics with DolphinDB.

For modern crypto quant firms, infrastructure is no longer a back-office concern—it has become a core competitive advantage.