Constructed wetlands (CWs), as nature-based solutions for pollutant control, have been widely applied globally. The functionality of CW ecosystems begins to degrade when certain ecological thresholds are exceeded, where the ecosystem’s response and functions stay within a 'safe ecological limit'. However, the sustainability of these functions and their ecological thresholds have not yet been quantitatively assessed. This gap limits our understanding of the sustainability of CWs and the “safe operating space” for environmental management. Here, we evaluate whether and how the nitrogen and phosphorus removal functions in large-scale hybrid CWs (HCWs) of a mega-city change over time, as well as how they respond to changes in pollutant loads, stoichiometric characteristics, hydrology, and environmental conditions. Though it has been running stably for 6 years, the large HCWs achieved average total nitrogen (TN) and phosphorus (TP) removal efficiencies of 81.0 % and 55.8 % from 2017 to 2020, respectively, with widespread synergistic relationships. This indicates that CWs have a long-term effect of removing nitrogen and phosphorus pollutants for over 10 years. A decrease in the stoichiometric characteristic TN:TP from inflow to outflow was a signal for preferential nitrogen removal (35 vs. 6.8, mass based). Importantly, the TN and TP removal efficiencies and their synergistic relationship change over operation time, with threshold points occurring at 378 days, 259 days, 1040 days, and 647 days, respectively. TN and TP removal efficiencies and their synergistic relationship were controlled by the thresholds of nitrogen (9.6–12.1 mg/L) and phosphorus (0.6–0.8 mg/L) loads, TN:TP (7.59), water levels (25.5–25.6 m), water replenishment (0.14 m), dissolved oxygen (5.8–9.0 mg/L), temperature (9.3–13.9 °C), and pH (8.8–10.1) levels. The thresholds of cross-attribute driving factors significantly affect the sustainability of nutrient removal functions. Our findings provide new insights into the threshold effects of pollutant loads and their stoichiometric characteristics, hydrology, and environmental conditions on the water purification functions of CWs. This offers critical support for defining the safe operating space in the sustainable management of CWs in mega-cities.
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