ObjectiveThe objective of this study was to examine the association between rate of gestational weight gain (GWG) and preterm birth (PTB) classified by pre‐pregnancy BMI among Pacific Islander individuals in the United States.MethodsPacific Islander mothers (n = 55,975) and singleton infants (22–41 gestational weeks) without congenital anomalies were included using data from the National Center for Health Statistics (2014–2018). PTB was compared by pre‐pregnancy BMI among women in each stratum of rate of GWG using Cox proportional hazards models.ResultsCompared with mothers with a rate of GWG within the guidelines, mothers with a rate of GWG below the guidelines and either pre‐pregnancy underweight (adjusted hazard ratio [aHR] = 1.84, 95% CI: 1.10–3.06), healthy weight (aHR = 1.38, 95% CI: 1.15–1.65), obesity class I (aHR = 1.22, 95% CI: 0.97–1.52), or obesity class II (aHR = 1.43, 95% CI: 1.05–1.96) had an increased risk of PTB; mothers with a rate of GWG above the guidelines and either pre‐pregnancy underweight (aHR = 1.57, 95% CI: 0.92–2.69) or obesity class II (aHR = 1.31, 95% CI: 0.98–1.76) had an increased risk of PTB.ConclusionsThe association between rate of GWG below or above the guidelines and PTB differs by pre‐pregnancy BMI among Pacific Islander individuals.