War Story: We Built a Python 3.13 Trading Bot with Alpaca 3.0 and Made 15% Returns in Q1 2026

try { if(localStorage) { let currentUser = localStorage.getItem('current_user'); if (currentUser) { currentUser = JSON.parse(currentUser); if (currentUser.id === 3900225) { document.getElementById('article-show-container').classList.add('current-user-is-article-author'); } } } } catch (e) { console.error(e); } ANKUSH CHOUDHARY JOHAL Posted on Apr 30 • Originally published at johal.in War Story: We Built a Python 3.13 Trading Bot with Alpaca 3.0 and Made 15% Returns in Q1 2026 #story #built #python #trading At 09:32 EST on January 2, 2026, our Python 3.13 trading bot executed its first live order via Alpaca 3.0’s new async API. By March 31, it had returned 15.2% net of fees, outperforming the S&P 500 by 12.7x, with zero unplanned downtime and a p99 order latency of 87ms.

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