Drugs and insecticides are intense agents of natural selection on parasite and vector populations. This selection pressure leaves a characteristic wake in the genomic vicinity of resistance mutations. By sequencing contemporaneous collections of parasites and vectors, or sequencing samples from longitudinal collections that span the origin of resistance, we can identify the mutations that directly confer resistance or that tune high-fitness resistance genotypes through compensatory or epistatic effects.