Genomic tools are beginning to change how perennial fruit trees are bred, offering a way to identify promising seedlings before years of field evaluation. In mango, however, prediction models have been held back by small reference populations, long breeding cycles, and uneven trait records. This study shows that strategically integrating genomic and phenotypic data from international mango collections can strengthen both discovery and prediction. By combining diverse datasets, researchers improv