“…Groundwater inputs can either impart thermal stability (deeper groundwater) or unexpected variability often due to effects of seasonal shifts on shallower groundwater (e.g., evapotranspiration and dry periods) (Benz et al., 2017; Briggs et al., 2018; Condon, Atchly, et al., 2020; Condon, Markovich et al., 2020; Hare et al., 2021). Shallow groundwater is more directly susceptible to land‐use changes (Kurylyk et al., 2015; Taniguchi et al., 2005), climate change (KarisAllen et al., 2022), and surface contamination (Cozzarelli et al., 2020), while older and deeper groundwater may experience natural contamination or contain contaminants from legacy land uses within a watershed (Ransom et al., 2022; Tesoriero et al., 2013). Also, natural chemistry varies laterally and with depth (Condon, Atchly, et al., 2020; Condon, Markovich et al., 2020; Zhi & Li, 2020), which has important implications for surface water quality and stream biogeochemical transformation.…”