Discussion This IPD meta-analysis aims to evaluate the differences in effectiveness of weight management interventions based on alternative adiposity measurements in early pregnancy and the effects on GDM and GWG. Results have the potential to influence how weight management interventions in pregnancy are targeted in antenatal care, for the prevention of GDM and reduction of GWG, as it may be beneficial to prioritise intervention delivery based on individual adiposity rather than BMI alone.