I Had My First Automated Trade Running in 47 Minutes — Here's the Exact Setup

A friend called me last week with a familiar problem. He had been comparing broker API documentation for three days straight. Zerodha versus Fyers versus Upstox versus Angel One. Spreadsheets of feature comparisons. Reddit threads. YouTube reviews. Three days of research, zero lines of code written. I told him to stop comparing and start building. By that evening, he had his first automated trade running. A simple bot that auto-squares-off all open positions at 3:15 PM so he never forgets to close before market end. Nothing fancy. But it worked. And it replaced a task that had cost him real money twice in the previous month when he forgot to exit positions manually. This article is the guide I wish existed when I started automating trades two years ago. No theory. No affiliate links. Just the practical breakdown of how to go from zero to a working trading bot using Python and a broker API. Why Most People Never Get Past the Research Phase Here is the pattern I see repeatedly. Someone d