The T2K experiment has been performing world-leading measurements of neutrino oscillation parameters for a decade. More recently, the MaCh3 Bayesian framework has taken a key role in T2K’s oscillation analysis and was used in the T2K+NOvA and T2K+SK joint fits. I will present the advantages and challenges of conducting a Bayesian oscillation analysis and review the experiment's latest results.