Riverine environments, such as streams and rivers, have been reported as sources of the potent greenhouse gas nitrous oxide (N 2 O) to the atmosphere mainly via microbially mediated denitrification. Our limited understanding of the relative roles of the nearsurface streambed sediment (hyporheic zone), benthic, and water column zones in controlling N 2 O production precludes predictions of N 2 O emissions along riverine networks. Here, we analyze N 2 O emissions from streams and rivers worldwide of different sizes, morphology, land cover, biomes, and climatic conditions. We show that the primary source of N 2 O emissions varies with stream and river size and shifts from the hyporheic-benthic zone in headwater streams to the benthic-water column zone in rivers. This analysis reveals that N 2 O production is bounded between two N 2 O emission potentials: the upper N 2 O emission potential results from production within the benthic-hyporheic zone, and the lower N 2 O emission potential reflects the production within the benthic-water column zone. By understanding the scaling nature of N 2 O production along riverine networks, our framework facilitates predictions of riverine N 2 O emissions globally using widely accessible chemical and hydromorphological datasets and thus, quantifies the effect of human activity and natural processes on N 2 O production.riverine networks | greenhouse gas | N 2 O | emission scaling law | N 2 O emission potentials R iverine environments, such as streams and rivers, have been identified as hotspots of microbially mediated denitrification, where nitrate (NO3) is converted to both nitrogen gas (N2), which constitutes the majority of Earth's atmosphere, and nitrous oxide (N 2 O), the potent greenhouse gas responsible for stratospheric ozone destruction (1). Denitrification has been observed to occur within both bulk-oxic (2) and anoxic environments (3-5) of both benthic (i.e., sediment-water interface) and hyporheic (i.e., near-subsurface) zones of streams and rivers. Whereas the benthic zone is the ecological region of the streambed, where both aquatic fauna and flora can be found (4, 6), the latter is the band of streambed material mainly saturated of stream water (7). The benthic zone is at the interface between water and sediment and the upper boundary of the fluvial hyporheic zone. Current understanding suggests that riverine N 2 O production occurs predominantly in these two environments, reflecting two distinct biogeochemical transformation zones (6), irrespective of system size from headwater streams to rivers. The produced N 2 O is then exchanged with the atmosphere through diffusive evasion, with dynamics that depend on N 2 O concentrations of the water in relation to atmospheric equilibrium (6, 8), stream hydrodynamics, temperature, and the air-water gas exchange rate (9). Although it is understood that microbially mediated denitrification is responsible for a large proportion of N 2 O production in riverine networks (6, 10, 11), quantifying these emissions is challenging becau...