Venous thromboembolism (VTE) after hospital discharge poses a serious health risk. Assessments of patient characteristics, prophylaxis, treatment, outcomes, and over time changes lack consistency. Data on 16,901 hospitalized patients in the Registro Informatizado Enfermedad TromboEmbolica registry (2003-2022) were analyzed to evaluate trends in baseline characteristics, prophylaxis, treatments, and 90-day outcomes among medical (6,218) and surgical (10,683) patient cohorts. Multivariable logistic regression was used to assess the risks of the composite of fatal pulmonary embolism (PE) or recurrent VTE and major bleeding. The proportion of patients who presented with PE increased among medical (from 54 to 72%) and surgical patients (from 55 to 58%). Prophylaxis use increased in medical patients (from 53 to 71%), while decreasing in surgical patients (from 67 to 58%). Notably, the 90-day composite of fatal PE or recurrent VTE decreased in medical (from 3.9 to 1.8%) and surgical patients (from 2.9 to 1.2%; p < 0.001 for both). Conversely, major bleeding increased (3.1 to 4.5%) in medical patients (p = 0.008), with no change in surgical patients (from 2.5 to 2.4%). Risk-adjusted analysis showed a yearly decrease in the risk for the composite outcome (subhazard ratio [sHR]: 0.95; 95% confidence interval [CI]: 0.93-0.98) in medical and surgical patients and an increase in the risk for major bleeding in medical patients only (sHR: 1.04; 95% CI: 1.01-1.07). Results were consistent after excluding coronavirus disease 2019 patients. Over 20 years, the composite of fatal PE or recurrent VTE within 90 days had significantly decreased in VTE patients after hospitalization for medical or surgical care. Medical patients, however, exhibited an increase in major bleeding.