Backtesting

Frameworks and engines for strategy research and simulation.

QuantConnect

Cloud backtesting and live trading on Lean. Equities, futures, options, crypto. Large dataset library.

Lean

Open-source algorithmic trading engine by QuantConnect. C# core with Python support.

backtrader

Python event-driven backtesting library. Flexible broker and data feed model for retail quants.

vectorbt

Vectorized backtesting in Python with NumPy and Pandas. Strong for parameter sweeps and portfolio analysis.

NautilusTrader

High-performance event-driven platform in Rust and Python. Built for production-grade systematic trading.

Zipline

Classic Python backtester from the Quantopian era. Still useful as reference; community forks active.

Data

Market data APIs, macro series, and alternative data starting points.

Polygon.io

REST and WebSocket APIs for US equities, options, forex, and crypto. Popular for indie quant stacks.

Alpha Vantage

Free tier API for equities, forex, crypto, and technical indicators. Good for prototypes.

Nasdaq Data Link

Formerly Quandl. Macro, futures, and alternative datasets. Mix of free and premium tables.

yfinance

Python wrapper for Yahoo Finance data. Quick OHLCV pulls for research and prototyping.

CryptoCompare

Crypto market data, historical trades, and social metrics. API for spot and derivatives research.

Official sources

Primary macro, regulatory, and market data from government and central bank sites. Start here before third-party feeds.

Federal Reserve

U.S. central bank. FOMC statements, speeches, policy tools, and the H.15 release on interest rates.

FRED

St. Louis Fed database. 800k+ macro series — rates, CPI, employment, GDP components. Free API.

Bureau of Labor Statistics

U.S. CPI, PPI, payrolls, and unemployment. Primary source for inflation and labor market releases.

Bureau of Economic Analysis

U.S. GDP, PCE, trade balance, and national accounts. Core input for macro regime and growth models.

SEC EDGAR

U.S. corporate filings — 10-K, 10-Q, 8-K, insider trades. Primary source for fundamental and event-driven research.

U.S. Treasury

Yield curve data, auction results, and fiscal releases. Daily Treasury yield curve is a standard rates benchmark.

European Central Bank

Eurozone rates, monetary policy, and statistical data warehouse. Key for EUR and global macro context.

Bank for International Settlements

Global banking statistics, credit gaps, and OTC derivatives data. Useful for systemic risk and cross-border macro work.

Community

Forums, aggregators, and feeds worth following for quant practitioners.

QuantConnect Forum

Active community for Lean, data questions, and strategy implementation discussions.

r/algotrading

Broad retail quant community. Useful for tooling tips; treat performance claims with skepticism.

Quantocracy

Aggregator of quant blog posts. Good daily scan for research ideas and implementation notes.

arXiv q-fin

Latest quantitative finance preprints. Primary source for frontier academic work.