ARIMA models are a common go-to for this. They’re statistically rigorous, relatively easy to use, and effective for univariate time series with consistent patterns. But real-world data isn’t always that cooperative. It often comes with seasonality, external influences (like holidays, marketing campaigns, or macroeconomic trends), and irregularities that…
