Data ~repack~ — Dukascopy Historical

Decompress the binary payload using standard decompression algorithms (LZMA). Parse the byte array into a structured pandas DataFrame. Export to .csv , .parquet , or .hdf5 . Formatting the Data for Popular Platforms

A robust free tool with a graphical interface. It downloads Dukascopy data and exports it seamlessly into CSV, MetaTrader 4 ( .fxt / .hst ), or MetaTrader 5 formats.

, including Forex, Stocks, Crypto, Commodities, and Indices. The data is renowned for its tick-level resolution dukascopy historical data

Even though Dukascopy provides true variable spreads (the difference between Ask and Bid), historical data cannot perfectly replicate the slippage you experience during high-impact news events. Always add a conservative slippage penalty to your backtest configurations to keep your results realistic.

I have mentored dozens of traders who blamed the market for their losses, but they actually just used bad data. Avoid these mistakes with Dukascopy Historical Data: Formatting the Data for Popular Platforms A robust

If you are building a machine learning model to predict the next 1-minute move, Dukascopy is arguably the best free source of training data available to the public.

Crude Oil (WTI, Brent), Gold (XAU/USD), Silver, and Natural Gas. The data is renowned for its tick-level resolution

You don't always need ticks. Resample to your desired timeframe.

The primary appeal lies in its "Swiss-grade" transparency and depth.