Forest insects and pathogens pose major threats to forest health, yet their responses to climate change vary across regions, host trees and pest groups. Using incidence records from more than one million trees across North America, I develop hierarchical models that capture nonlinear responses to warming and drought. This work reveals increasing pest risks across much of North America, particularly at high latitudes, with consequences for biodiversity and forest health.