Objective: To show the underlying variability in peri‐operative mortality after radical cystectomy ( RC ) by analysing failure‐to‐rescue ( FTR ) rates, i.e. deaths after complications. Materials and Methods: Patients undergoing RC for non‐metastatic bladder cancer ( BCa ) were identified from the N ationwide I npatient S ample, 1999–2009, resulting in a weighted estimate of 79 972 patients. The FTR rates were assessed according to patient and hospital characteristics, as well as complication type. Generalized linear regression analyses were performed. Results: Overall, 26 740 patients had a complication, corresponding to a FTR rate of 5.5%. Septicaemia (odds ratio [ OR ]: 13.41, P < 0.001) and cardiac ( OR : 3.97, P < 0.001), wound‐related ( OR : 2.12, P < 0.001), genitourinary ( OR : 1.62, P = 0.045) and haematological ( OR : 1.78, P = 0.008) complications were associated with FTR . Older age ( OR : 1.05, P < 0.001), increasing comorbidities ( OR : 1.33, P < 0.001), M edicare ( OR : 1.52, P = 0.016), and M edicaid insurance status ( OR : 2.10, P = 0.029) were associated with higher odds of FTR . Conversely, increasing hospital volume ( OR : 0.992, P = 0.014) reduced the odds of FTR . Conclusions: Whereas both patient and hospital characteristics were associated with increased odds of FTR , the occurrence of septicaemia and cardiac complications were the most strongly associated with a higher risk of in‐hospital mortality.