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Abstract Uncertainties in the temporal and spatial patterns of marine primary production and respiration limit our understanding of the ocean carbon (C) cycle and our ability to predict its response to environmental changes. Here we present a comprehensive time‐series analysis of plankton metabolism at the Hawaii Ocean Time‐series program site, Station ALOHA, in the North Pacific Subtropical Gyre. Vertical profiles of gross oxygen production (GOP) and community respiration (CR) were quantified using the¹⁸O‐labeled water method together with net changes in O₂to Ar ratios during dawn to dusk in situ incubations. Rates of¹⁴C‐bicarbonate assimilation (¹⁴C‐based primary production [¹⁴C‐PP]) were also determined concurrently. During the observational period (April 2015 to July 2020), euphotic zone depth‐integrated (0–125 m) GOP and¹⁴C‐PP ranged from 35 to 134 mmol O₂m⁻²d⁻¹and 18 to 75 mmol C m⁻²d⁻¹, respectively, while CR ranged from 37 to 187 mmol O₂m⁻²d⁻¹. All biological rates varied with depth and season, with seasonality most pronounced in the lower portion of the euphotic zone (75–125 m). The mean annual ratio of GOP to¹⁴C‐PP was 1.7 ± 0.1 mol O₂(mol C)⁻¹. While previous studies have reported convergence of GOP and¹⁴C‐PP with depth, we find a less pronounced vertical decline in the GOP to¹⁴C‐PP ratios, with GOP exceeding¹⁴C‐PP by 50% or more in the lower euphotic zone. Variability in CR was higher than for GOP, driving most of the variability in the balance between the two.