<b>Microsatellite datasets in Genepop format</b>:The first dataset includes <b>1,021 genotypes</b>, uncorrected for repeated multilocus genotypes (MLGs).The second dataset contains <b>912 distinct MLGs</b>, representing one unique multilocus genotype per individual.

Canopy-forming seaweeds, especially fucoids (Fucales, Phaeophyceae), constitute marine forests in the Mediterranean Sea that deliver key ecosystem services. However, escalating human pressures in coastal areas have led to habitat fragmentation, significantly impacting the dynamics of gene flow and evolutionary trajectories. In this study, we investigated population connectivity among 43 sites hosting Ericaria amentacea situated in the northwestern Mediterranean Sea. By integrating microsatellite genotyping and biophysical modelling, we aimed to evaluate the hypothesis that population connectivity is approximated by oceanographic connectivity, rather than coastal distance. While traditional approaches to oceanographic connectivity had focused on single-generation dispersal models, we adopted a multigeneration perspective. This involves employing a biophysical model that considers gene flow through multiple stepping-stones populations across the E. amentacea distribution and over distinct generations of dispersal. Using distance-based redundancy analysis (db-RDA), we found that multi-generation dispersal significantly contributes to genetic differentiation, surpassing the influence of coastal distance. Even so, genetic differentiation remained significant among all population pairs, suggesting that gene flow may be hindered by differential selection acting against migrants and/or obscured by the effects of local genetic drift. The latter is likely, given the species' low dispersal potential and self-compatibility, both of which promote small, spatially restricted breeding units. In addition, our results emphasized that oceanographic connectivity promoted long-distance dispersal across northern Corsica and Eastern Provence over a single generation throughout the drifting of fertile thalli, which might have contributed to moderate differentiation between local populations. Overall, this pilot framework highlights the value of considering multi-generation dispersal across numerous intermediate stepping-stones for informing management strategies aimed at enhancing population connectivity and safeguarding genetic diversity in seaweeds.