Like many traders, I started by scraping Wikipedia for S&P 500 tickers. It worked… until it didn’t. In this post, I’ll share a cleaner, more professional and repeatable approach: using iShares ETF data and Python to build a reliable, extensible list of stocks to start your initial analysis.