“…However, at larger scales these environmental conditions can be heavily influenced by physical processes such as landscape scale (kms) hydrology (Burt and Pinay, 2005;Lohse et al, 2009), and at still larger scales (100 kms; here we will refer to as "ecosystem scale"), parent material and climate create the setting in which these processes occur (Potter et al, 1996;Tang et al, 2006;Tian et al, 2010). 20 A spatially explicit understanding of heterogeneity in CH4 fluxes is necessary for appropriate watershed scale budgets (Ullah and Moore, 2011;Bernhardt et al, 2017), particularly in mountainous regions, where the spatial distribution of resources could have a significant influence on the direction and magnitude of CH4 fluxes due to the lateral redistribution of water and substrates caused by convergent and divergent areas of the landscape (Davidson and Swank, 1986;Meixner and Eugster, 1999;25 Wachinger et al, 2000;von Fischer and Hedin, 2002). Although many studies have quantified the magnitude and variability of CH4 fluxes, they often covered large spatial extents (from transects 10s of meters long to 100s kms) which captured significant environmental gradients at those scales, but sampling locations were generally sparse (Del Grosso et al, 2000;Yu et al, 2008;Teh et al, 2014;Tian et al, 2014).…”