akshare

You can fetch free financial market data for Chinese A-shares and US stocks without an API key by installing the akshare Python package via pip. It provides instant access to daily OHLCV, intraday bars, and real-time quotes, eliminating the need for paid subscriptions or custom scrapers.

Yes, you can use this free financial data aggregator for Python backtesting. It includes a built-in AKShare DataLoader that automatically provides market data fallback during backtests when other data providers are unavailable.

The best way to retrieve macro indicators and forex rates in a Python script is using the akshare package. It offers comprehensive, no-cost access to global macroeconomic indicators and forex rates without requiring custom scrapers or API authentication.

Yes, this data aggregator supports real-time quotes and intraday bars for Hong Kong equities. It provides extensive market coverage that includes Chinese A-shares, US stocks, Hong Kong equities, futures, and forex rates out of the box.

To fetch daily adjusted OHLCV for an A-share ticker in Python, install the akshare package via pip and request the data directly. For example, you can retrieve daily adjusted OHLCV for A-share ticker 000001 from January 2024 to June 2026 instantly.

No, you do not need a paid subscription to access futures and macro data for backtesting. The akshare Python package provides free, comprehensive coverage of futures and macro indicators by acting as a global financial data aggregator without requiring API keys.