This study aims to analyze spatio-temporal temperature variability and extremes in the Welmel watershed, providing a localized assessment using World Meteorological Organization indices to inform climate resilience in agriculture and water systems. To achieve this, historical temperature records from seven meteorological stations were sourced from the Ethiopian Meteorological Institute, providing a robust foundation for comprehensive spatio-temporal analysis. Mann–Kendall’s test and Sen’s slope