akshare

Use the akshare Python library to fetch financial data without an API key by calling functions like stock_zh_a_hist with parameters such as symbol, period, start_date, end_date, and adjust to retrieve historical OHLCV data.

Free financial data without paid services covers A-shares, US markets, HK markets, macroeconomics, forex, and futures. It is sourced from public providers and exposed via simple Python interfaces for research, backtesting, or trading strategies.

Yes, you can use Python to retrieve A-share, US, and HK market OHLCV data for backtesting. The library provides built-in loaders and examples to fetch historical OHLCV and stock info via standard functions.

Yes, akshare works with standard parameters like symbol, period, start_date, end_date, and adjust. You ensure a Python environment with pip install akshare and use these parameters in standard functions to query data.

The best way to access macro and forex data for research without paid services is using the akshare Python library. It aggregates data from public providers, enabling developers to fetch market data quickly and freely.