BacktestScore

NautilusTrader vs Zipline Reloaded (2026)

NautilusTrader (open-source event-driven trading engine with a rust core, a python api, and true backtest-live parity) and Zipline Reloaded (maintained open-source fork of quantopian's event-driven python backtesting engine) solve backtesting differently. The table below compares them on verified specs and pricing; full details are in each review.

Side by side

NautilusTraderZipline Reloaded
Overall score7.9 / 106.7 / 10
Engine typeevent-drivenevent-driven
Pricing modelopen-sourceopen-source
Free tierYesYes
Entry price$0$0
LanguagesPython (3.12-3.14 API), Rust (core engine)Python (3.9+, wheels through Python 3.13 as of v3.1.1)
Asset classesEquities, Futures, Options, FX, Crypto (spot and perpetuals), Betting markets (Betfair), Prediction markets (Polymarket)US equities, ETFs, futures (continuous futures support), crypto/other via custom bundles and calendars (community workarounds)
Bundled dataNone: bring your own data. First-party adapters cover Databento (equities/futures/options ticks) and Tardis (crypto L2/L3), and a Parquet-based data catalog handles custom data.No usable current data ships with the library. The default Quandl/WIKI bundle (via NASDAQ Data Link) covers US equities only through March 2018, so you bring your own: either the csvdir bundle, which takes OHLCV CSVs with splits and dividends, or your own custom bundle ingest code.
Finest resolutionNanosecond (tick, trade, and order-book events)minute
Live tradingYesNo
Options supportYesNo
Open sourceYesYes

NautilusTrader

Open-source event-driven trading engine with a Rust core, a Python API, and true backtest-live parity

Visit NautilusTraderMay be an affiliate link. Disclosure

Zipline Reloaded

Maintained open-source fork of Quantopian's event-driven Python backtesting engine

Visit Zipline ReloadedMay be an affiliate link. Disclosure

Frequently asked questions

Is NautilusTrader better than Zipline Reloaded?+

They target different users. NautilusTrader: experienced python developers and quants who want institutional-grade, tick-level backtests that deploy unchanged to live trading. multi-venue crypto and event-driven strategies are the sweet spot. Zipline Reloaded: python-fluent quants doing us-equity, factor-based (cross-sectional) research who want a free, realistic event-driven engine and are willing to wire up their own data pipeline. Our scores: NautilusTrader 7.9/10, Zipline Reloaded 6.7/10.

Which is cheaper, NautilusTrader or Zipline Reloaded?+

NautilusTrader entry pricing: $0 (open-source). Zipline Reloaded: $0 (open-source). See each review for full verified pricing tables.

Educational content only, not investment advice. Specs and prices come from each platform's official pages; see the individual reviews for sources and last-verified dates.