Python's popularity as a programming language is partly attributed to its extensive support for automation testing frameworks, many of which are compatible with the Selenium test automation framework. Among the top frameworks highlighted are PyTest, known for its scalability in both simple and complex tests and its rich plugin architecture; Behave, a BDD framework facilitating collaboration through readable language; and Robot, which excels in keyword-driven test automation across platforms. PyUnit, the default Python testing framework, offers a straightforward starting point for newcomers, while Lettuce provides a BDD approach akin to Cucumber. Nose2 extends PyUnit with added plugins and parallel execution support, though its documentation lags behind PyTest. Finally, Testify serves as a potential replacement for unittest and nose, featuring an extensible plugin system but facing challenges with parallel testing. The choice of framework largely depends on project needs and team capabilities, with options to include non-technical team members in test creation through BDD tools like Behave and Lettuce.