Fourteen trial arms from 12 unique studies (n ≈ 64,000; follow-up 7–50 months) were included. Two arms were excluded from pooled analysis due to zero events in both groups. The pooled OR for PD was 0.55 (95% CI: 0.27–1.12; p = 0.20). Heterogeneity was negligible (I² = 0%), and the prediction interval ranged from 0.23 to 1.50. Subgroup analyses showed no significant effect for individual agents: empagliflozin 10 mg (OR 0.64, 95% CI 0.17–2.43), empagliflozin 25 mg (OR 0.33, 95% CI 0.01–8.15), dapagliflozin 10 mg (OR 0.33, 95% CI 0.09–1.23), sotagliflozin (OR 0.25, 95% CI 0.03–2.24), canagliflozin 100 mg (OR 3.00, 95% CI 0.31–28.81), and bexagliflozin (OR 1.50, 95% CI 0.06–36.99). No evidence of publication bias was detected (Egger’s p = 0.96).