The elite swimming calendar became substantially denser after 2020. We examined how the individual-event medalist population at the nine global championships of 2016–2025 changed in age structure, podium tenure, medal accumulation, and turnover. All 865 individual-event medals (277 athletes) at three Olympic Games and six World Championships were organized as an athlete-by-edition panel and analyzed with athlete-clustered and wild cluster bootstrap inference, exploratory Bayesian partial pooling, discrete-time hazard models, negative binomial regression, and bootstrap measures of concentration. Mean medalist age ranged from 22.86 to 24.46 years across editions. None of the 34 sex-by-event era contrasts survived false-discovery-rate adjustment; the two with the smallest p-values (men’s 200 m breaststroke, +2.79 years; women’s 400 m individual medley, −5.19 years; both q = 0.062) are exploratory, and both were accompanied by near-complete turnover of the event’s medalists. Median podium tenure was two editions. Each additional year of age at the first observed medal was associated with a higher hazard of a last observed medal (HR 1.106, 95% CI 1.063–1.151) and lower subsequent accumulation (IRR 0.863, 95% CI 0.823–0.904), whereas winning two or more medals at the first observed championship was associated with about half the hazard (HR 0.564, 95% CI 0.364–0.874) and twice the accumulation rate (IRR 2.066, 95% CI 1.410–3.027). The title-defense rate was 58.8% across 2017 → 2019 and 15.4% across the later World Championship transitions (OR 0.128, 95% CI 0.040–0.409), while the Gini coefficient of medal counts ranged from 0.205 to 0.248. Medal concentration remained descriptively similar, while the identities of the winners changed more frequently.