What the engine adds on top of stock Zipline
- Fundamental data — company financials, valuation multiples.
- Alternative data — non-traditional signals beyond price and volume.
- Asynchronous core — key functions are async, so a strategy behaves consistently whether it’s running on historical data or live.
- Unified backtest / live logic — the same strategy code runs in both modes, so a backtest result is a meaningful preview of live behavior.