DoWhy provides a unified framework for causal reasoning by combining causal graphical models with potential outcomes frameworks. The library enables explicit modeling of causal assumptions and supports testing hypotheses about cause-and-effect relationships through techniques like do-calculus and treatment effect estimation. It is part of the PyWhy ecosystem focused on causal analysis methods.