Scots pine (Pinus sylvestris L.) rapidly established dominance across Eurasia after the last ice age. Within this vast region, Scots pine shows remarkable ecological breadth and occurs in environments ranging from temperate rainforests to arid tundra margins. Such expansive distributions can be favored by different demographic and selective processes and the potential feedback between these forces. In this study, we conducted range-wide population genetic analyses and found a high and uniform genetic diversity across the entire range and surprisingly little impact of the last glacial maximum on historical population sizes. Genetic-environmental associations identified only a few SNPs that were significantly linked with environmental gradients. Our results suggest that extensive gene flow is responsible for the genetic patterns observed in Scots pine, and open exciting opportunities for further exploration into how genetic adaptation evolves under gene flow and changing environment.