Our Computational Challenges in Landscape Genomics Working Group at the National Institute for Mathematical and Biological Synthesis (NIMBIOS) wrote a review about detecting local adaptation using genome-scale datasets. In the review, we highlight caveats and considerations. The review is open-access at The American Naturalist. Link to a related highlight at NIMBIOS. We are thrilled to see the paper in press and hope that future genome-scans for local adaptation will take some of our recommendations into consideration.