Key Message
This study mapped district-level dengue risk across Peninsular Malaysia from 2022 to 2024 using Bayesian spatio-temporal models. Dengue incidence nearly doubled in 2023 and remained high in 2024, with the greatest relative risks concentrated in districts within Selangor and additional districts in Penang and Johor showing high probabilities of elevated risk. These findings demonstrate how relative risk and exceedance probability mapping can support more targeted dengue surveillance, vector control, and resource allocation.