Push notifications have emerged as a dynamic tool for increasing user engagement in the digital landscape. By sending timely and relevant messages directly to users' devices, apps can hold their attention and prompt desired actions. When, crafting effective push notifications requires a nuanced approach. Analyzing user behavior and preferences is