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Engineering

In-depth engineering guides on small-cap momentum trading, patterns, and risk management. Educational only — BullAlert is a scanner and paper-trading simulator.

How to Build Your Own Trading Bot in 2026 (Python, End-to-End) Engineering
18 min read

How to Build Your Own Trading Bot in 2026 (Python, End-to-End)

A practical guide to wiring up market data, news, a backtest engine, IBKR paper trading, and a momentum data source into your own Python trading bot.

How We Built BullAlert: A Multi-Session Stock Scanner in Production Engineering
14 min read

How We Built BullAlert: A Multi-Session Stock Scanner in Production

Engineering deep-dive into a multi-session momentum scanner: 60+ sources, 20 internal scoring gates, three sessions, catch% → peak% per session.

Best Python Backtest Engines in 2026: NautilusTrader vs Backtrader vs VectorBT Engineering
16 min read

Best Python Backtest Engines in 2026: NautilusTrader vs Backtrader vs VectorBT

Honest comparison of NautilusTrader, Backtrader, VectorBT, Zipline-Reloaded, and Lean for serious quants in 2026. With code.

Best Stock News APIs: Catalyst Detection for Active Traders (2026) Engineering
12 min read

Best Stock News APIs: Catalyst Detection for Active Traders (2026)

Benzinga, Polygon News, Marketaux, Tiingo, NewsAPI compared on latency, ticker tagging, and small-cap coverage.

Best Stock Market Data APIs for Small-Cap Traders (2026) Engineering
14 min read

Best Stock Market Data APIs for Small-Cap Traders (2026)

Polygon, Alpaca, Finnhub, Tradier, IEX successors — honestly compared on latency, SIP coverage, and small-cap fitness. Pick the right feed for your stack.

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