The Hyrcanian forests in Iran are one of the last remaining natural deciduous forests in the world and a UNESCO World Heritage site. We investigated the population genetics of representative indigenous tree species,Acer velutinumBoiss.,Fagus orientalisLipsky, andQuercus castaneifoliaC.A. Mey. in northern Iran and alsoF. orientalispopulations in the Euro-Siberian and Colchic sub-regions in northern Türkiye. We used the double-digest RAD-seq method and genotyped 90 populations and 1,589 individuals across the distribution range of the species. Our analyses yielded 1,347, 2,091, and 8,881 genome-wide SNPs from 28 populations ofA. velutinum, 32 populations ofF. orientalis, and 30Q. castaneifolia, respectively. Our results revealed higher genetic differentiations amongA. velutinumpopulations than those ofF. orientalisandQ. castaneifoliawithin the Hyrcanian forests. The globalFSTvalue was lowest forF. orientalispopulations (0.019) and highest forA. velutinumpopulations (0.12), while theFISvalue was negative forA. velutinum(–0.095). Demographic history analysis indicated a bottleneck during the last glacial maximum for theA. velutinumpopulations with reduced effective population size. The three species showed evidence of population bottlenecks during the Pliocene. Our findings highlight the pronounced genetic divergence amongA. velutinumpopulations in the Hyrcanian forests compared to the other two species, suggesting cryptic speciation. Conversely,F. orientalisandQ. castaneifoliapopulations demonstrated a reduced level of genetic structure, indicating that species-specific factors, such as pollen production and pollination efficiency, may have influenced the genetic patterns within these species in similar environments. We did not observe significant elevational genetic differentiation within populations of the studied species. Furthermore, theF. orientalispopulations from Türkiye exhibited a distinct west-east genetic structure and were highly diverged from the IranianF. orientalispopulations.