赛季 (sài jì) strictly means a sports competition period, like an NBA season. It differs from 季 (jì), which refers to any calendar season (spring, summer, etc.), and from 时节 (shí jié), a more literary term for a time of year or appropriate occasion. 赛事 (sài shì) focuses on the events themselves, not the timeframe.