“…Fourthly, to accurately forecast species resilience and changes in distribution, the present results showcase the need to downscale our perspective from large scale macrophysiological patterns to local microclimatic levels, generated at the scale appropriate to each species and community (Helmuth et al, 2006Harley, 2008;Seabra et al, 2011;Potter et al, 2013). Specifically, in the case of intertidal habitats, substratum slope, orientation and topography operate to create a complex thermal landscape and determine the degree of thermal exposure of intertidal species (Williams and Morritt, 1995;Burrows et al, 2008;Harley, 2008;Helmuth et al, 2011;Seabra et al, 2011;Stafford et al, 2015;Fusi et al, 2016). Individuals that have settled on sun-exposed or shaded surfaces are, for example, subjected to different thermal gradients over a very small scale, even down to centimetres (Williams and Morritt, 1995;Helmuth and Hofmann, 2001;Chapperon and Seuront, 2011;Seabra et al, 2011) and this may reflect differential mortality of individuals when anomalous or extreme climatic events occur (Chan et al, 2006;Ngan, 2006;Harley, 2008;Schneider et al, 2010;Williams et al, 2011;Cartwright and Williams, 2014).…”