Bayesian Reliability Analysis uses Bayesian statistical methods to assess and predict the reliability of systems or components, allowing for the incorporation of prior knowledge and uncertainty in parameter estimates. It offers a flexible framework to update reliability assessments as new data becomes available, enhancing decision-making in quality control and risk management.