Dukascopy - Historical Data Exclusive Work

: Data often dates back many years (e.g., since the early 1990s or 2000s for major pairs), allowing for deep market cycle analysis.

For Python developers and quantitative funds, Dukascopy offers API connectivity. This allows you to stream historical data directly into your machine learning models or custom backtesting engines (like Zipline or Backtrader) without storing massive CSV files locally. dukascopy historical data exclusive

: The data includes both bid and ask prices. This is critical because backtesting on "mid-prices" often ignores the cost of trading, leading to unrealistic profit expectations. : Data often dates back many years (e

Most free brokers provide "filtered" data that skips minor price movements. Dukascopy offers: True Tick Data: : The data includes both bid and ask prices

The manual downloader on Dukascopy's website often limits you to one day of tick data at a time .

While the data is high-quality, the raw format can be cumbersome. Here are the three primary ways professionals handle it: The Manual Method (JForex)