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