Climate change‐driven conservation strategies commonly project habitat availability but may not account for local adaptation among populations of the same species, which can influence prediction accuracy. Using the giant panda ( Ailuropoda melanoleuca ) as a case study, we developed a regional‐scale species distribution model (SDM) and 33 population‐specific local models to assess niche divergence and climate‐induced habitat s...