INS and hydrops fetalis: Therefore, our study aims to compare the effect of insulin against GLP-1 RAs, DPP-4Is, and SGLT2Is separately on long-term incident HF risk using real-world insurance claims data, applying a doubly robust estimation method to correct for potential confounding biases across a large set of baseline factors.