pmdarima provides tools for time series forecasting using ARIMA and SARIMAX models, automatic model order selection, and statistical tests for stationarity and seasonality. It wraps statsmodels and offers scikit-learn-compatible pipelines, transformers including Box-Cox and Fourier transformations, seasonal decomposition, and cross-validation utilities for time series data.