For many migratory species, inexperienced (naïve) individuals reach remote non-breeding areas independently using inherited headings and geomagnetic compass cues. naïve migrants are also proposed to detour regions with unfavourable habitat or currents using inherited geomagnetic signposts to trigger changes in migratory headings. However, it remains unexplored whether migration based on inherited geomagnetic traits (headings and/or signposts) is viable at population levels, particularly in regions with strong spatial geomagnetic gradients or long-term geomagnetic changes. To address this unknown, we developed a migration model incorporating spatiotemporal geomagnetic data (1900-2015) and an evolutionary algorithm, accounting for trans-generational changes in inherited geomagnetic traits through population mixing and natal dispersal. Using this model, we assessed songbird migration from a highly unstable geomagnetic region (East-arctic North America and Greenland) via Europe to Africa. Model-evolved geomagnetic-based migration was (i) consistently successful over the 116-year period, (ii) up to twice as successful when geomagnetic-signposted compared with non-signposted migration, and (iii) consistent with records of detoured trans-Atlantic songbird migration in the wild. Our study supports the long-term viability of geomagnetic migratory headings, the benefit of inherited geomagnetic signposts, and illustrates how migratory orientation programs can mediate evolution of routes, in response to global environmental change.