Background Adverse birth outcomes (ABC), such as preterm birth (PTB), small and large for gestational age (SGA/LGA), can compromise both the short- and long-term health of mothers and their foetuses. The purpose of this observational study was to investigate the association between maternal serum alkaline phosphatase (ALP) levels in late pregnancy and the risk of ABC, and to evaluate its predictive value of maternal ALP levels for ABC in women with singleton pregnancies. Methods A total of 11 853 consecutive pregnant women underwent hepatic and renal function tests, lipid profile assessments, ALP and high-sensitivity C-reactive protein levels measurements upon admission for labour. Their clinical perinatal parameters and outcomes were also analysed. Results The prevalence of PTB, SGA, and LGA in this study was 7.2% (n = 849), 8.9% (n = 1053), and 15.6% (n = 1844), respectively. With increasing quartiles of maternal serum ALP levels, the foetal gestational age increased by 0.58 weeks (95% confidence interval (CI) = 0.50-0.66), 0.78 weeks (95% CI = 0.70-0.86), and 0.98 weeks (95% CI = 0.90- 1.06), respectively, and the birth weight increased by 62.91 g (95% CI = 43.96-81.86), 91.54 g (95% CI = 72.41-110.67), and 117.92 g (95% CI = 98.18-137.67), respectively. Compared to women in the bottom quartile of ALP, those in the top quartile had a lower risk of PTB (adjusted odds ratio (CR) = 0.14; 95% CI = 0.11-0.18), a lower risk of SGA (adjusted CR = 0.65; 95% CI = 0.53-0.80), and a higher risk of LGA (adjusted CR = 1.92; 95% CI = 1.62-2.28). Sensitivity analyses conducted among individuals without advanced maternal age, obesity, multiparity, pregnancy complications, and PTB (for SGA/LGA) validated the consistency of these results. More importantly, adding ALP to the established model significantly increased the area under the curve (AUC) for predicting adverse birth outcomes: for PTB, the AUC increased from 0.761 to 0.809 (P < 0.001); for SGA, it increased from 0.754 to 0.759 (P = 0.014); and for LGA, it increased from 0.750 to 0.755 (P < 0.001). Conclusions Maternal serum ALP levels in late pregnancy are significantly associated with the risk of ABC. When combined with clinical characteristics and routine laboratory results, ALP has incremental predictive value for ABC, particularly for PTB.