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