ashare is a Python library that provides real-time stock market data access for Chinese A-shares through a minimal API wrapper.
The tool solves the problem of obtaining free, real-time Chinese stock data for quantitative research and automated trading systems. It aggregates data from multiple sources including Sina and Tencent, with automatic failover between data providers to ensure reliability. The library returns stock data in DataFrame format, supporting daily candlesticks, historical K-line data, intraday tick data, and minute-level bars. All data collection happens in real time, allowing researchers to focus on strategy development rather than data infrastructure.
Developers building quantitative trading systems or conducting stock market research in China should consider this tool if they need free access to A-share data without managing multiple data source integrations. The dual-source architecture with automatic switching provides resilience against individual provider outages, which is valuable for production trading systems that cannot tolerate data gaps.
The project shows active maintenance with regular updates addressing data source changes and API improvements. Development activity demonstrates responsiveness to issues affecting data collection reliability and user-reported problems with specific stock queries or data format handling.