Semaglutide is a glucagon-like peptide (GLP1) receptor agonist with unprecedented weight-lowering and anti-hyperglycemic properties. Recent clinical trials reported that subcutaneous semaglutide can modulate blood pressure; however, its effect on blood pressure widely varied in different studies and different subgroups of patients. PubMed, Web of Science, Scopus, and the Cochrane Library were systematically searched from the inception to July 18, 2024. Due to high heterogeneity, a random-effects model was adopted to pool data. Twenty clinical trials with 15,312 participants in the placebo group and 18,231 participants in the semaglutide group were included in this study. Subcutaneous semaglutide significantly decreased both systolic (WMD - 3.71 mmHg, 95% CI (-4.29, -3.13), I2: 50.2%) and diastolic (WMD - 1.10 mmHg, 95% CI (-1.58, -0.63), I2: 69.7%) blood pressure. Subgroup analyses indicated that the blood pressure-lowering property of subcutaneous semaglutide was greater among patients without diabetes, with lower baseline hemoglobin A1c (HbA1c), baseline body mass index (BMI) greater than 35kg/m2, dose of semaglutide more than 1mg/week, baseline systolic blood pressure equal or less than 130 mmHg, weight loss greater than 10kg, and BMI reduction greater than 3kg/m2. In addition, a treatment length of 50 to 100 weeks was associated with greater blood pressure-lowering effects in subgroup analysis. After adjusting for other factors, meta-regression revealed that placebo-adjusted weight change was independently correlated with the effect of semaglutide on systolic and diastolic blood pressure. Subcutaneous semaglutide can significantly decrease systolic and diastolic blood pressure, particularly in selected groups of patients.