Wetlands lose water through evaporation and plant transpiration, but separating these processes remains challenging. We compared ten methods across four Canadian moss-covered wetlands and found that no single method or methodological group consistently performed best. Performance also depended on the reference data used for evaluation. Our findings suggest comparing multiple methods to identify uncertainty and highlight the need for wetland-specific evapotranspiration partitioning approaches.